From b0baed1b054cb746826beacd8d0df4a0d10c772e Mon Sep 17 00:00:00 2001 From: David Tam Date: Thu, 19 Sep 2024 16:37:21 -0700 Subject: [PATCH 01/71] reapply litellm updates to support only messages llm kwarg --- guardrails/actions/reask.py | 2 +- guardrails/async_guard.py | 120 ++--- .../execution/guard_execution_options.py | 5 - guardrails/classes/history/call.py | 82 +--- guardrails/classes/history/call_inputs.py | 14 +- guardrails/classes/history/inputs.py | 58 +-- guardrails/classes/history/iteration.py | 66 +-- guardrails/formatters/json_formatter.py | 12 +- guardrails/guard.py | 197 ++------ guardrails/llm_providers.py | 464 +----------------- guardrails/run/async_runner.py | 222 ++------- guardrails/run/async_stream_runner.py | 39 +- guardrails/run/runner.py | 267 +++------- guardrails/run/stream_runner.py | 44 +- guardrails/run/utils.py | 20 +- guardrails/schema/rail_schema.py | 48 -- guardrails/telemetry/guard_tracing.py | 2 +- 17 files changed, 259 insertions(+), 1403 deletions(-) diff --git a/guardrails/actions/reask.py b/guardrails/actions/reask.py index 2ca1f711b..04ef70643 100644 --- a/guardrails/actions/reask.py +++ b/guardrails/actions/reask.py @@ -499,7 +499,7 @@ def get_reask_setup( use_full_schema: Optional[bool] = False, prompt_params: Optional[Dict[str, Any]] = None, exec_options: Optional[GuardExecutionOptions] = None, -) -> Tuple[Dict[str, Any], Prompt, Instructions]: +) -> Tuple[Dict[str, Any], Messages]: prompt_params = prompt_params or {} exec_options = exec_options or GuardExecutionOptions() diff --git a/guardrails/async_guard.py b/guardrails/async_guard.py index e3f7ce658..e7369ae17 100644 --- a/guardrails/async_guard.py +++ b/guardrails/async_guard.py @@ -92,11 +92,8 @@ def from_pydantic( cls, output_class: ModelOrListOfModels, *, - prompt: Optional[str] = None, - instructions: Optional[str] = None, + messages: Optional[List[Dict]] = None, num_reasks: Optional[int] = None, - reask_prompt: Optional[str] = None, - reask_instructions: Optional[str] = None, reask_messages: Optional[List[Dict]] = None, tracer: Optional[Tracer] = None, name: Optional[str] = None, @@ -104,11 +101,8 @@ def from_pydantic( ): guard = super().from_pydantic( output_class, - prompt=prompt, - instructions=instructions, num_reasks=num_reasks, - reask_prompt=reask_prompt, - reask_instructions=reask_instructions, + messages=messages, reask_messages=reask_messages, tracer=tracer, name=name, @@ -125,10 +119,8 @@ def from_string( validators: Sequence[Validator], *, string_description: Optional[str] = None, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - reask_prompt: Optional[str] = None, - reask_instructions: Optional[str] = None, + messages: Optional[List[Dict]] = None, + reask_messages: Optional[List[Dict]] = None, num_reasks: Optional[int] = None, tracer: Optional[Tracer] = None, name: Optional[str] = None, @@ -137,10 +129,8 @@ def from_string( guard = super().from_string( validators, string_description=string_description, - prompt=prompt, - instructions=instructions, - reask_prompt=reask_prompt, - reask_instructions=reask_instructions, + messages=messages, + reask_messages=reask_messages, num_reasks=num_reasks, tracer=tracer, name=name, @@ -178,9 +168,7 @@ async def _execute( llm_output: Optional[str] = None, prompt_params: Optional[Dict] = None, num_reasks: Optional[int] = None, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, metadata: Optional[Dict], full_schema_reask: Optional[bool] = None, **kwargs, @@ -192,10 +180,8 @@ async def _execute( self._fill_validator_map() self._fill_validators() metadata = metadata or {} - if not llm_output and llm_api and not (prompt or msg_history): - raise RuntimeError( - "'prompt' or 'msg_history' must be provided in order to call an LLM!" - ) + if not llm_output and llm_api and not (messages): + raise RuntimeError("'messages' must be provided in order to call an LLM!") # check if validator requirements are fulfilled missing_keys = verify_metadata_requirements(metadata, self._validators) if missing_keys: @@ -210,9 +196,7 @@ async def __exec( llm_output: Optional[str] = None, prompt_params: Optional[Dict] = None, num_reasks: Optional[int] = None, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, metadata: Optional[Dict] = None, full_schema_reask: Optional[bool] = None, **kwargs, @@ -245,14 +229,6 @@ async def __exec( ("guard_id", self.id), ("user_id", self._user_id), ("llm_api", llm_api_str), - ( - "custom_reask_prompt", - self._exec_opts.reask_prompt is not None, - ), - ( - "custom_reask_instructions", - self._exec_opts.reask_instructions is not None, - ), ( "custom_reask_messages", self._exec_opts.reask_messages is not None, @@ -273,13 +249,10 @@ async def __exec( "This should never happen." ) - input_prompt = prompt or self._exec_opts.prompt - input_instructions = instructions or self._exec_opts.instructions + messages = messages or self._exec_opts.messages call_inputs = CallInputs( llm_api=llm_api, - prompt=input_prompt, - instructions=input_instructions, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, num_reasks=self._num_reasks, metadata=metadata, @@ -298,9 +271,7 @@ async def __exec( prompt_params=prompt_params, metadata=metadata, full_schema_reask=full_schema_reask, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, *args, **kwargs, ) @@ -315,9 +286,7 @@ async def __exec( llm_output=llm_output, prompt_params=prompt_params, num_reasks=self._num_reasks, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, metadata=metadata, full_schema_reask=full_schema_reask, call_log=call_log, @@ -343,9 +312,7 @@ async def __exec( llm_output=llm_output, prompt_params=prompt_params, num_reasks=num_reasks, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, metadata=metadata, full_schema_reask=full_schema_reask, *args, @@ -362,9 +329,7 @@ async def _exec( num_reasks: int = 0, # Should be defined at this point metadata: Dict, # Should be defined at this point full_schema_reask: bool = False, # Should be defined at this point - prompt: Optional[str], - instructions: Optional[str], - msg_history: Optional[List[Dict]], + messages: Optional[List[Dict]], **kwargs, ) -> Union[ ValidationOutcome[OT], @@ -377,9 +342,7 @@ async def _exec( llm_api: The LLM API to call asynchronously (e.g. openai.Completion.acreate) prompt_params: The parameters to pass to the prompt.format() method. num_reasks: The max times to re-ask the LLM for invalid output. - prompt: The prompt to use for the LLM. - instructions: Instructions for chat models. - msg_history: The message history to pass to the LLM. + messages: The message history to pass to the LLM. metadata: Metadata to pass to the validators. full_schema_reask: When reasking, whether to regenerate the full schema or just the incorrect values. @@ -396,9 +359,7 @@ async def _exec( output_schema=self.output_schema.to_dict(), num_reasks=num_reasks, validation_map=self._validator_map, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, api=api, metadata=metadata, output=llm_output, @@ -418,9 +379,7 @@ async def _exec( output_schema=self.output_schema.to_dict(), num_reasks=num_reasks, validation_map=self._validator_map, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, api=api, metadata=metadata, output=llm_output, @@ -441,9 +400,7 @@ async def __call__( *args, prompt_params: Optional[Dict] = None, num_reasks: Optional[int] = 1, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, metadata: Optional[Dict] = None, full_schema_reask: Optional[bool] = None, **kwargs, @@ -460,9 +417,7 @@ async def __call__( (e.g. openai.completions.create or openai.chat.completions.create) prompt_params: The parameters to pass to the prompt.format() method. num_reasks: The max times to re-ask the LLM for invalid output. - prompt: The prompt to use for the LLM. - instructions: Instructions for chat models. - msg_history: The message history to pass to the LLM. + messages: The message history to pass to the LLM. metadata: Metadata to pass to the validators. full_schema_reask: When reasking, whether to regenerate the full schema or just the incorrect values. @@ -473,16 +428,13 @@ async def __call__( The raw text output from the LLM and the validated output. """ - instructions = instructions or self._exec_opts.instructions - prompt = prompt or self._exec_opts.prompt - msg_history = msg_history or kwargs.pop("messages", None) or [] + messages = messages or kwargs.pop("messages", None) or [] - if prompt is None: - if msg_history is not None and not len(msg_history): - raise RuntimeError( - "You must provide a prompt if msg_history is empty. " - "Alternatively, you can provide a prompt in the Schema constructor." - ) + if messages is not None and not len(messages): + raise RuntimeError( + "You must provide a prompt if messages is empty. " + "Alternatively, you can provide a prompt in the Schema constructor." + ) return await trace_async_guard_execution( self.name, @@ -493,9 +445,7 @@ async def __call__( llm_api=llm_api, prompt_params=prompt_params, num_reasks=num_reasks, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, metadata=metadata, full_schema_reask=full_schema_reask, **kwargs, @@ -538,14 +488,8 @@ async def parse( if llm_api is None else 1 ) - default_prompt = self._exec_opts.prompt if llm_api is not None else None - prompt = kwargs.pop("prompt", default_prompt) - - default_instructions = self._exec_opts.instructions if llm_api else None - instructions = kwargs.pop("instructions", default_instructions) - - default_msg_history = self._exec_opts.msg_history if llm_api else None - msg_history = kwargs.pop("msg_history", default_msg_history) + default_messages = self._exec_opts.messages if llm_api else None + messages = kwargs.pop("messages", default_messages) return await trace_async_guard_execution( # type: ignore self.name, @@ -557,9 +501,7 @@ async def parse( llm_api=llm_api, prompt_params=prompt_params, num_reasks=final_num_reasks, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, metadata=metadata, full_schema_reask=full_schema_reask, **kwargs, diff --git a/guardrails/classes/execution/guard_execution_options.py b/guardrails/classes/execution/guard_execution_options.py index 1230cf7d8..cabdddbcf 100644 --- a/guardrails/classes/execution/guard_execution_options.py +++ b/guardrails/classes/execution/guard_execution_options.py @@ -4,11 +4,6 @@ @dataclass class GuardExecutionOptions: - prompt: Optional[str] = None - instructions: Optional[str] = None - msg_history: Optional[List[Dict]] = None messages: Optional[List[Dict]] = None - reask_prompt: Optional[str] = None - reask_instructions: Optional[str] = None reask_messages: Optional[List[Dict]] = None num_reasks: Optional[int] = None diff --git a/guardrails/classes/history/call.py b/guardrails/classes/history/call.py index cf79a6e2f..08175edc3 100644 --- a/guardrails/classes/history/call.py +++ b/guardrails/classes/history/call.py @@ -15,8 +15,6 @@ from guardrails.classes.generic.arbitrary_model import ArbitraryModel from guardrails.classes.validation.validation_result import ValidationResult from guardrails.constants import error_status, fail_status, not_run_status, pass_status -from guardrails.prompt.instructions import Instructions -from guardrails.prompt.prompt import Prompt from guardrails.prompt.messages import Messages from guardrails.classes.validation.validator_logs import ValidatorLogs from guardrails.actions.reask import ( @@ -72,12 +70,6 @@ def __init__( self.inputs = inputs self.exception = exception - @property - def prompt(self) -> Optional[str]: - """The prompt as provided by the user when initializing or calling the - Guard.""" - return self.inputs.prompt - @property def prompt_params(self) -> Optional[Dict]: """The prompt parameters as provided by the user when initializing or @@ -85,53 +77,25 @@ def prompt_params(self) -> Optional[Dict]: return self.inputs.prompt_params @property - def compiled_prompt(self) -> Optional[str]: - """The initial compiled prompt that was passed to the LLM on the first - call.""" - if self.iterations.empty(): - return None - initial_inputs = self.iterations.first.inputs # type: ignore - prompt: Prompt = initial_inputs.prompt # type: ignore - prompt_params = initial_inputs.prompt_params or {} - if initial_inputs.prompt is not None: - return prompt.format(**prompt_params).source - - @property - def reask_prompts(self) -> Stack[Optional[str]]: - """The compiled prompts used during reasks. - - Does not include the initial prompt. - """ - if self.iterations.length > 0: - reasks = self.iterations.copy() - initial_prompt = reasks.first - reasks.remove(initial_prompt) # type: ignore - return Stack( - *[ - r.inputs.prompt.source if r.inputs.prompt is not None else None - for r in reasks - ] - ) - - return Stack() - - @property - def instructions(self) -> Optional[str]: - """The instructions as provided by the user when initializing or - calling the Guard.""" - return self.inputs.instructions + def messages(self) -> Optional[Messages]: + """The messages as provided by the user when initializing or calling the + Guard.""" + return self.inputs.messages @property - def compiled_instructions(self) -> Optional[str]: - """The initial compiled instructions that were passed to the LLM on the + def compiled_messages(self) -> Optional[str]: + """The initial compiled messages that were passed to the LLM on the first call.""" if self.iterations.empty(): return None - initial_inputs = self.iterations.first.inputs # type: ignore - instructions: Instructions = initial_inputs.instructions # type: ignore + initial_inputs = self.iterations.first.inputs + messages: Messages = initial_inputs.messages prompt_params = initial_inputs.prompt_params or {} - if instructions is not None: - return instructions.format(**prompt_params).source + compiled_messages = [] + for message in messages: + compiled_messages.append(message.format(**prompt_params).source) + + return compiled_messages @property def reask_messages(self) -> Stack[Messages]: @@ -152,26 +116,6 @@ def reask_messages(self) -> Stack[Messages]: return Stack() - @property - def reask_instructions(self) -> Stack[str]: - """The compiled instructions used during reasks. - - Does not include the initial instructions. - """ - if self.iterations.length > 0: - reasks = self.iterations.copy() - reasks.remove(reasks.first) # type: ignore - return Stack( - *[ - r.inputs.instructions.source - if r.inputs.instructions is not None - else None - for r in reasks - ] - ) - - return Stack() - @property def logs(self) -> Stack[str]: """Returns all logs from all iterations as a stack.""" diff --git a/guardrails/classes/history/call_inputs.py b/guardrails/classes/history/call_inputs.py index 4aa2363f8..0803e42b8 100644 --- a/guardrails/classes/history/call_inputs.py +++ b/guardrails/classes/history/call_inputs.py @@ -15,8 +15,7 @@ class CallInputs(Inputs, ICallInputs, ArbitraryModel): Attributes: llm_api (Optional[Callable[[Any], Awaitable[Any]]]): The LLM function provided by the user during Guard.__call__ or Guard.parse. - prompt (Optional[str]): The prompt string as provided by the user. - instructions (Optional[str]): The instructions string as provided by the user. + messages (Optional[dict[str, str]]): The messages as provided by the user. args (List[Any]): Additional arguments for the LLM as provided by the user. Default []. kwargs (Dict[str, Any]): Additional keyword-arguments for @@ -28,11 +27,8 @@ class CallInputs(Inputs, ICallInputs, ArbitraryModel): "during Guard.__call__ or Guard.parse.", default=None, ) - prompt: Optional[str] = Field( - description="The prompt string as provided by the user.", default=None - ) - instructions: Optional[str] = Field( - description="The instructions string as provided by the user.", default=None + messages: Optional[dict[str, str]] = Field( + description="The messages as provided by the user.", default=None ) args: List[Any] = Field( description="Additional arguments for the LLM as provided by the user.", @@ -67,9 +63,7 @@ def from_interface(cls, i_call_inputs: ICallInputs) -> "CallInputs": return cls( llm_api=None, llm_output=i_call_inputs.llm_output, - instructions=i_call_inputs.instructions, - prompt=i_call_inputs.prompt, - msg_history=i_call_inputs.msg_history, + messages=i_call_inputs.messages, prompt_params=i_call_inputs.prompt_params, num_reasks=i_call_inputs.num_reasks, metadata=i_call_inputs.metadata, diff --git a/guardrails/classes/history/inputs.py b/guardrails/classes/history/inputs.py index e5ffdad02..fb7c87b0b 100644 --- a/guardrails/classes/history/inputs.py +++ b/guardrails/classes/history/inputs.py @@ -5,7 +5,6 @@ from guardrails_api_client import Inputs as IInputs from guardrails.classes.generic.arbitrary_model import ArbitraryModel from guardrails.classes.llm.prompt_callable import PromptCallableBase -from guardrails.prompt.instructions import Instructions from guardrails.prompt.prompt import Prompt from guardrails.prompt.messages import Messages @@ -18,10 +17,7 @@ class Inputs(IInputs, ArbitraryModel): for calling the LLM. llm_output (Optional[str]): The string output from an external LLM call provided by the user via Guard.parse. - instructions (Optional[Instructions]): The constructed - Instructions class for chat model calls. - prompt (Optional[Prompt]): The constructed Prompt class. - msg_history (Optional[List[Dict]]): The message history + messages (Optional[List[Dict]]): The message history provided by the user for chat model calls. prompt_params (Optional[Dict]): The parameters provided by the user that will be formatted into the final LLM prompt. @@ -42,17 +38,6 @@ class Inputs(IInputs, ArbitraryModel): "provided by the user via Guard.parse.", default=None, ) - instructions: Optional[Instructions] = Field( - description="The constructed Instructions class for chat model calls.", - default=None, - ) - prompt: Optional[Prompt] = Field( - description="The constructed Prompt class.", default=None - ) - msg_history: Optional[List[Dict]] = Field( - description="The message history provided by the user for chat model calls.", - default=None, - ) messages: Optional[List[Messages]] = Field( description="The message history provided by the user for chat model calls.", default=None, @@ -81,32 +66,22 @@ class Inputs(IInputs, ArbitraryModel): ) def to_interface(self) -> IInputs: - serialized_msg_history = None - if self.msg_history: - serialized_msg_history = [] - for msg in self.msg_history: + serialized_messages = None + if self.messages: + serialized_messages = [] + for msg in self.messages: ser_msg = {**msg} content = ser_msg.get("content") if content: ser_msg["content"] = ( content.source if isinstance(content, Prompt) else content ) - serialized_msg_history.append(ser_msg) - - instructions = ( - self.instructions.source - if isinstance(self.instructions, Instructions) - else self.instructions - ) - - prompt = self.prompt.source if isinstance(self.prompt, Prompt) else self.prompt + serialized_messages.append(ser_msg) return IInputs( llm_api=str(self.llm_api) if self.llm_api else None, # type: ignore - pyright doesn't understand aliases llm_output=self.llm_output, # type: ignore - pyright doesn't understand aliases - instructions=instructions, - prompt=prompt, - msg_history=serialized_msg_history, # type: ignore - pyright doesn't understand aliases + messages=serialized_messages, # type: ignore - pyright doesn't understand aliases prompt_params=self.prompt_params, # type: ignore - pyright doesn't understand aliases num_reasks=self.num_reasks, # type: ignore - pyright doesn't understand aliases metadata=self.metadata, @@ -119,30 +94,23 @@ def to_dict(self) -> Dict[str, Any]: @classmethod def from_interface(cls, i_inputs: IInputs) -> "Inputs": - deserialized_msg_history = None - if i_inputs.msg_history: - deserialized_msg_history = [] - for msg in i_inputs.msg_history: + deserialized_messages = None + if i_inputs.messages: + deserialized_messages = [] + for msg in i_inputs.messages: ser_msg = {**msg} content = ser_msg.get("content") if content: ser_msg["content"] = Prompt(content) - deserialized_msg_history.append(ser_msg) - - instructions = ( - Instructions(i_inputs.instructions) if i_inputs.instructions else None - ) + deserialized_messages.append(ser_msg) - prompt = Prompt(i_inputs.prompt) if i_inputs.prompt else None num_reasks = ( int(i_inputs.num_reasks) if i_inputs.num_reasks is not None else None ) return cls( llm_api=None, llm_output=i_inputs.llm_output, - instructions=instructions, - prompt=prompt, - msg_history=deserialized_msg_history, + messages=deserialized_messages, prompt_params=i_inputs.prompt_params, num_reasks=num_reasks, metadata=i_inputs.metadata, diff --git a/guardrails/classes/history/iteration.py b/guardrails/classes/history/iteration.py index 45c60baab..fcecf8f4c 100644 --- a/guardrails/classes/history/iteration.py +++ b/guardrails/classes/history/iteration.py @@ -188,63 +188,33 @@ def status(self) -> str: @property def rich_group(self) -> Group: - def create_msg_history_table( - msg_history: Optional[List[Dict[str, Prompt]]], + def create_messages_table( + messages: Optional[List[Dict[str, Prompt]]], ) -> Union[str, Table]: - if msg_history is None: - return "No message history." + if messages is None: + return "No messages." table = Table(show_lines=True) table.add_column("Role", justify="right", no_wrap=True) table.add_column("Content") - for msg in msg_history: + for msg in messages: table.add_row(str(msg["role"]), msg["content"].source) return table - table = create_msg_history_table(self.inputs.msg_history) - - if self.inputs.instructions is not None: - return Group( - Panel( - self.inputs.prompt.source if self.inputs.prompt else "No prompt", - title="Prompt", - style="on #F0F8FF", - ), - Panel( - self.inputs.instructions.source, - title="Instructions", - style="on #FFF0F2", - ), - Panel(table, title="Message History", style="on #E7DFEB"), - Panel( - self.raw_output or "", title="Raw LLM Output", style="on #F5F5DC" - ), - Panel( - pretty_repr(self.validation_response), - title="Validated Output", - style="on #F0FFF0", - ), - ) - else: - return Group( - Panel( - self.inputs.prompt.source if self.inputs.prompt else "No prompt", - title="Prompt", - style="on #F0F8FF", - ), - Panel(table, title="Message History", style="on #E7DFEB"), - Panel( - self.raw_output or "", title="Raw LLM Output", style="on #F5F5DC" - ), - Panel( - self.validation_response - if isinstance(self.validation_response, str) - else pretty_repr(self.validation_response), - title="Validated Output", - style="on #F0FFF0", - ), - ) + table = create_messages_table(self.inputs.messages) + + return Group( + Panel(table, title="Messages", style="on #E7DFEB"), + Panel(self.raw_output or "", title="Raw LLM Output", style="on #F5F5DC"), + Panel( + self.validation_response + if isinstance(self.validation_response, str) + else pretty_repr(self.validation_response), + title="Validated Output", + style="on #F0FFF0", + ), + ) def __str__(self) -> str: return pretty_repr(self) diff --git a/guardrails/formatters/json_formatter.py b/guardrails/formatters/json_formatter.py index 491999f91..1c771ae61 100644 --- a/guardrails/formatters/json_formatter.py +++ b/guardrails/formatters/json_formatter.py @@ -101,10 +101,8 @@ def wrap_callable(self, llm_callable) -> ArbitraryCallable: model = llm_callable.init_kwargs["pipeline"] def fn( - prompt: str, *args, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict[str, str]]] = None, + messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: return json.dumps( @@ -112,7 +110,7 @@ def fn( model=model.model, tokenizer=model.tokenizer, json_schema=self.output_schema, - prompt=prompt, + messages=messages, )() ) @@ -125,10 +123,8 @@ def fn( tokenizer = llm_callable.init_kwargs["tokenizer"] def fn( - prompt: str, *args, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict[str, str]]] = None, + messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: return json.dumps( @@ -136,7 +132,7 @@ def fn( model=model, tokenizer=tokenizer, json_schema=self.output_schema, - prompt=prompt, + messages=messages, )() ) diff --git a/guardrails/guard.py b/guardrails/guard.py index ac8198e5e..6140211b4 100644 --- a/guardrails/guard.py +++ b/guardrails/guard.py @@ -341,26 +341,17 @@ def _fill_exec_opts( self, *, num_reasks: Optional[int] = None, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, - reask_prompt: Optional[str] = None, - reask_instructions: Optional[str] = None, + messages: Optional[List[Dict]] = None, + reask_messages: Optional[List[Dict]] = None, **kwargs, # noqa ): """Backfill execution options from kwargs.""" if num_reasks is not None: self._exec_opts.num_reasks = num_reasks - if prompt is not None: - self._exec_opts.prompt = prompt - if instructions is not None: - self._exec_opts.instructions = instructions - if msg_history is not None: - self._exec_opts.msg_history = msg_history - if reask_prompt is not None: - self._exec_opts.reask_prompt = reask_prompt - if reask_instructions is not None: - self._exec_opts.reask_instructions = reask_instructions + if messages is not None: + self._exec_opts.messages = messages + if reask_messages is not None: + self._exec_opts.reask_messages = reask_messages @classmethod def _from_rail_schema( @@ -496,11 +487,7 @@ def from_pydantic( cls, output_class: ModelOrListOfModels, *, - prompt: Optional[str] = None, - instructions: Optional[str] = None, num_reasks: Optional[int] = None, - reask_prompt: Optional[str] = None, - reask_instructions: Optional[str] = None, reask_messages: Optional[List[Dict]] = None, messages: Optional[List[Dict]] = None, tracer: Optional[Tracer] = None, @@ -514,10 +501,7 @@ def from_pydantic( Args: output_class: (Union[Type[BaseModel], List[Type[BaseModel]]]): The pydantic model that describes the desired structure of the output. - prompt (str, optional): The prompt used to generate the string. Defaults to None. - instructions (str, optional): Instructions for chat models. Defaults to None. - reask_prompt (str, optional): An alternative prompt to use during reasks. Defaults to None. - reask_instructions (str, optional): Alternative instructions to use during reasks. Defaults to None. + messages (List[Dict], optional): A list of messages to give to the llm. Defaults to None. reask_messages (List[Dict], optional): A list of messages to use during reasks. Defaults to None. num_reasks (int, optional): The max times to re-ask the LLM if validation fails. Deprecated tracer (Tracer, optional): An OpenTelemetry tracer to use for metrics and traces. Defaults to None. @@ -537,29 +521,12 @@ def from_pydantic( DeprecationWarning, ) - if reask_instructions: - warnings.warn( - "reask_instructions is deprecated and will be removed in 0.6.x!" - "Please be prepared to set reask_messages instead.", - DeprecationWarning, - ) - if reask_prompt: - warnings.warn( - "reask_prompt is deprecated and will be removed in 0.6.x!" - "Please be prepared to set reask_messages instead.", - DeprecationWarning, - ) - # We have to set the tracer in the ContextStore before the Rail, # and therefore the Validators, are initialized cls._set_tracer(cls, tracer) # type: ignore schema = pydantic_model_to_schema(output_class) exec_opts = GuardExecutionOptions( - prompt=prompt, - instructions=instructions, - reask_prompt=reask_prompt, - reask_instructions=reask_instructions, reask_messages=reask_messages, messages=messages, ) @@ -597,10 +564,6 @@ def from_string( validators: Sequence[Validator], *, string_description: Optional[str] = None, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - reask_prompt: Optional[str] = None, - reask_instructions: Optional[str] = None, reask_messages: Optional[List[Dict]] = None, messages: Optional[List[Dict]] = None, num_reasks: Optional[int] = None, @@ -613,29 +576,13 @@ def from_string( Args: validators: (List[Validator]): The list of validators to apply to the string output. string_description (str, optional): A description for the string to be generated. Defaults to None. - prompt (str, optional): The prompt used to generate the string. Defaults to None. - instructions (str, optional): Instructions for chat models. Defaults to None. - reask_prompt (str, optional): An alternative prompt to use during reasks. Defaults to None. - reask_instructions (str, optional): Alternative instructions to use during reasks. Defaults to None. + messages (List[Dict], optional): A list of messages to pass to llm. Defaults to None. reask_messages (List[Dict], optional): A list of messages to use during reasks. Defaults to None. num_reasks (int, optional): The max times to re-ask the LLM if validation fails. Deprecated tracer (Tracer, optional): An OpenTelemetry tracer to use for metrics and traces. Defaults to None. name (str, optional): A unique name for this Guard. Defaults to `gr-` + the object id. description (str, optional): A description for this Guard. Defaults to None. """ # noqa - if reask_instructions: - warnings.warn( - "reask_instructions is deprecated and will be removed in 0.6.x!" - "Please be prepared to set reask_messages instead.", - DeprecationWarning, - ) - if reask_prompt: - warnings.warn( - "reask_prompt is deprecated and will be removed in 0.6.x!" - "Please be prepared to set reask_messages instead.", - DeprecationWarning, - ) - if num_reasks: warnings.warn( "Setting num_reasks during initialization is deprecated" @@ -654,12 +601,8 @@ def from_string( list(validators), type=SimpleTypes.STRING, description=string_description ) exec_opts = GuardExecutionOptions( - prompt=prompt, - instructions=instructions, - reask_prompt=reask_prompt, - reask_instructions=reask_instructions, - reask_messages=reask_messages, messages=messages, + reask_messages=reask_messages, ) guard = cast( Guard[str], @@ -684,11 +627,8 @@ def _execute( llm_output: Optional[str] = None, prompt_params: Optional[Dict] = None, num_reasks: Optional[int] = None, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, - reask_prompt: Optional[str] = None, - reask_instructions: Optional[str] = None, + messages: Optional[List[Dict]] = None, + reask_messages: Optional[List[Dict]] = None, metadata: Optional[Dict], full_schema_reask: Optional[bool] = None, **kwargs, @@ -697,17 +637,12 @@ def _execute( self._fill_validators() self._fill_exec_opts( num_reasks=num_reasks, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, - reask_prompt=reask_prompt, - reask_instructions=reask_instructions, + messages=messages, + reask_messages=reask_messages, ) metadata = metadata or {} - if not llm_output and llm_api and not (prompt or msg_history): - raise RuntimeError( - "'prompt' or 'msg_history' must be provided in order to call an LLM!" - ) + if not llm_output and llm_api and not (messages): + raise RuntimeError("'messages' must be provided in order to call an LLM!") # check if validator requirements are fulfilled missing_keys = verify_metadata_requirements(metadata, self._validators) @@ -723,9 +658,7 @@ def __exec( llm_output: Optional[str] = None, prompt_params: Optional[Dict] = None, num_reasks: Optional[int] = None, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, metadata: Optional[Dict] = None, full_schema_reask: Optional[bool] = None, **kwargs, @@ -754,14 +687,6 @@ def __exec( ("guard_id", self.id), ("user_id", self._user_id), ("llm_api", llm_api_str if llm_api_str else "None"), - ( - "custom_reask_prompt", - self._exec_opts.reask_prompt is not None, - ), - ( - "custom_reask_instructions", - self._exec_opts.reask_instructions is not None, - ), ( "custom_reask_messages", self._exec_opts.reask_messages is not None, @@ -783,13 +708,10 @@ def __exec( "This should never happen." ) - input_prompt = prompt or self._exec_opts.prompt - input_instructions = instructions or self._exec_opts.instructions + input_messages = messages or self._exec_opts.messages call_inputs = CallInputs( llm_api=llm_api, - prompt=input_prompt, - instructions=input_instructions, - msg_history=msg_history, + messages=input_messages, prompt_params=prompt_params, num_reasks=self._num_reasks, metadata=metadata, @@ -821,9 +743,7 @@ def __exec( llm_output=llm_output, prompt_params=prompt_params, num_reasks=self._num_reasks, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, metadata=metadata, full_schema_reask=full_schema_reask, call_log=call_log, @@ -846,9 +766,7 @@ def __exec( llm_output=llm_output, prompt_params=prompt_params, num_reasks=num_reasks, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, metadata=metadata, full_schema_reask=full_schema_reask, *args, @@ -865,9 +783,7 @@ def _exec( num_reasks: int = 0, # Should be defined at this point metadata: Dict, # Should be defined at this point full_schema_reask: bool = False, # Should be defined at this point - prompt: Optional[str] = None, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, **kwargs, ) -> Union[ValidationOutcome[OT], Iterable[ValidationOutcome[OT]]]: api = None @@ -887,9 +803,7 @@ def _exec( output_schema=self.output_schema.to_dict(), num_reasks=num_reasks, validation_map=self._validator_map, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, api=api, metadata=metadata, output=llm_output, @@ -906,9 +820,7 @@ def _exec( output_schema=self.output_schema.to_dict(), num_reasks=num_reasks, validation_map=self._validator_map, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, api=api, metadata=metadata, output=llm_output, @@ -926,9 +838,7 @@ def __call__( *args, prompt_params: Optional[Dict] = None, num_reasks: Optional[int] = 1, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, metadata: Optional[Dict] = None, full_schema_reask: Optional[bool] = None, **kwargs, @@ -940,9 +850,7 @@ def __call__( (e.g. openai.completions.create or openai.Completion.acreate) prompt_params: The parameters to pass to the prompt.format() method. num_reasks: The max times to re-ask the LLM for invalid output. - prompt: The prompt to use for the LLM. - instructions: Instructions for chat models. - msg_history: The message history to pass to the LLM. + messages: The message history to pass to the LLM. metadata: Metadata to pass to the validators. full_schema_reask: When reasking, whether to regenerate the full schema or just the incorrect values. @@ -952,15 +860,13 @@ def __call__( Returns: ValidationOutcome """ - instructions = instructions or self._exec_opts.instructions - prompt = prompt or self._exec_opts.prompt - msg_history = msg_history or kwargs.get("messages", None) or [] - if prompt is None: - if msg_history is not None and not len(msg_history): - raise RuntimeError( - "You must provide a prompt if msg_history is empty. " - "Alternatively, you can provide a prompt in the Schema constructor." - ) + + messages = messages or [] + if messages is not None and not len(messages): + raise RuntimeError( + "You must provide messages. " + "Alternatively, you can provide a prompt in the Schema constructor." + ) return trace_guard_execution( self.name, self.history, @@ -970,9 +876,7 @@ def __call__( llm_api=llm_api, prompt_params=prompt_params, num_reasks=num_reasks, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, metadata=metadata, full_schema_reask=full_schema_reask, **kwargs, @@ -1013,14 +917,9 @@ def parse( if llm_api is None else 1 ) - default_prompt = self._exec_opts.prompt if llm_api else None - prompt = kwargs.pop("prompt", default_prompt) - default_instructions = self._exec_opts.instructions if llm_api else None - instructions = kwargs.pop("instructions", default_instructions) - - default_msg_history = self._exec_opts.msg_history if llm_api else None - msg_history = kwargs.pop("msg_history", default_msg_history) + default_messages = self._exec_opts.messages if llm_api else None + messages = kwargs.pop("messages", default_messages) return trace_guard_execution( self.name, @@ -1032,9 +931,7 @@ def parse( llm_api=llm_api, prompt_params=prompt_params, num_reasks=final_num_reasks, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, metadata=metadata, full_schema_reask=full_schema_reask, **kwargs, @@ -1056,14 +953,12 @@ def error_spans_in_output(self) -> List[ErrorSpan]: def __add_validator(self, validator: Validator, on: str = "output"): if on not in [ "output", - "prompt", - "instructions", - "msg_history", + "messages", ] and not on.startswith("$"): warnings.warn( f"Unusual 'on' value: {on}!" "This value is typically one of " - "'output', 'prompt', 'instructions', 'msg_history') " + "'output', 'messages') " "or a JSON path starting with '$.'", UserWarning, ) @@ -1099,8 +994,6 @@ def use( ) -> "Guard": """Use a validator to validate either of the following: - The output of an LLM request - - The prompt - - The instructions - The message history Args: @@ -1284,16 +1177,10 @@ def _call_server( if llm_api is not None: payload["llmApi"] = get_llm_api_enum(llm_api, *args, **kwargs) - if not payload.get("prompt"): - payload["prompt"] = self._exec_opts.prompt - if not payload.get("instructions"): - payload["instructions"] = self._exec_opts.instructions - if not payload.get("msg_history"): - payload["msg_history"] = self._exec_opts.msg_history - if not payload.get("reask_prompt"): - payload["reask_prompt"] = self._exec_opts.reask_prompt - if not payload.get("reask_instructions"): - payload["reask_instructions"] = self._exec_opts.reask_instructions + if not payload.get("messages"): + payload["messages"] = self._exec_opts.messages + if not payload.get("reask_messages"): + payload["reask_messages"] = self._exec_opts.reask_messages should_stream = kwargs.get("stream", False) if should_stream: diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py index b48bf031f..4b4096b1d 100644 --- a/guardrails/llm_providers.py +++ b/guardrails/llm_providers.py @@ -9,7 +9,6 @@ Iterable, List, Optional, - Type, Union, cast, ) @@ -17,7 +16,6 @@ import warnings from guardrails_api_client.models import LLMResource -from pydantic import BaseModel from guardrails.errors import UserFacingException from guardrails.classes.llm.llm_response import LLMResponse @@ -25,15 +23,7 @@ PromptCallableBase, PromptCallableException, ) -from guardrails.utils.openai_utils import ( - AsyncOpenAIClient, - OpenAIClient, - is_static_openai_acreate_func, - is_static_openai_chat_acreate_func, - is_static_openai_chat_create_func, - is_static_openai_create_func, -) -from guardrails.utils.pydantic_utils import convert_pydantic_model_to_openai_fn + from guardrails.utils.safe_get import safe_get from guardrails.telemetry import trace_llm_call, trace_operation @@ -91,128 +81,6 @@ def litellm_messages( return [{"role": "user", "content": prompt}] -class OpenAIModel(PromptCallableBase): - pass - - -class OpenAICallable(OpenAIModel): - def _invoke_llm( - self, - text: str, - engine: str = "text-davinci-003", - instructions: Optional[str] = None, - *args, - **kwargs, - ) -> LLMResponse: - warnings.warn( - "This callable is deprecated in favor of passing " - "no callable and the model argument which utilizes LiteLLM" - "for example guard(model='gpt-4.o', messages=[...], ...)", - DeprecationWarning, - ) - if "api_key" in kwargs: - api_key = kwargs.pop("api_key") - else: - api_key = None - - if "model" in kwargs: - engine = kwargs.pop("model") - - client = OpenAIClient(api_key=api_key) - trace_llm_call( - input_messages=[ - {"role": "system", "content": instructions}, - {"role": "user", "content": text}, - ], - model_name=engine, - ) - return client.create_completion( - engine=engine, - prompt=nonchat_prompt(prompt=text, instructions=instructions), - *args, - **kwargs, - ) - - -class OpenAIChatCallable(OpenAIModel): - supports_base_model = True - - def _invoke_llm( - self, - text: Optional[str] = None, - model: str = "gpt-3.5-turbo", - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, - base_model: Optional[ - Union[Type[BaseModel], Type[List[Type[BaseModel]]]] - ] = None, - function_call: Optional[Any] = None, - *args, - **kwargs, - ) -> LLMResponse: - """Wrapper for OpenAI chat engines. - - Use Guardrails with OpenAI chat engines by doing - ``` - raw_llm_response, validated_response, *rest = guard( - openai.chat.completions.create, - prompt_params={...}, - text=..., - instructions=..., - msg_history=..., - temperature=..., - ... - ) - ``` - - If `base_model` is passed, the chat engine will be used as a function - on the base model. - """ - warnings.warn( - "This callable is deprecated in favor of passing " - "no callable and the model argument which utilizes LiteLLM" - "for example guard(model='gpt-4.o', messages=[...], ...)", - DeprecationWarning, - ) - if msg_history is None and text is None: - raise PromptCallableException( - "You must pass in either `text` or `msg_history` to `guard.__call__`." - ) - - # TODO: Update this to tools - # Configure function calling if applicable (only for non-streaming) - fn_kwargs = {} - if ( - base_model - and not kwargs.get("stream", False) - and not kwargs.get("tools", False) - ): - function_params = convert_pydantic_model_to_openai_fn(base_model) - if function_call is None and function_params: - function_call = {"name": function_params["name"]} - fn_kwargs = { - "functions": [function_params], - "function_call": function_call, - } - - # Call OpenAI - if "api_key" in kwargs: - api_key = kwargs.pop("api_key") - else: - api_key = None - - client = OpenAIClient(api_key=api_key) - return client.create_chat_completion( - model=model, - messages=chat_prompt( - prompt=text, instructions=instructions, msg_history=msg_history - ), - *args, - **fn_kwargs, - **kwargs, - ) - - class ManifestCallable(PromptCallableBase): def _invoke_llm( self, @@ -270,170 +138,6 @@ def _invoke_llm( ) -class CohereCallable(PromptCallableBase): - def _invoke_llm( - self, prompt: str, client_callable: Any, model: str, *args, **kwargs - ) -> LLMResponse: - """To use cohere for guardrails, do ``` client = - cohere.Client(api_key=...) - - raw_llm_response, validated_response, *rest = guard( - client.generate, - prompt_params={...}, - model="command-nightly", - ... - ) - ``` - """ # noqa - warnings.warn( - "This callable is deprecated in favor of passing " - "no callable and the model argument which utilizes LiteLLM" - "for example guard(model='command-r', messages=[...], ...)", - DeprecationWarning, - ) - - trace_input_messages = chat_prompt(prompt, kwargs.get("instructions")) - if "instructions" in kwargs: - prompt = kwargs.pop("instructions") + "\n\n" + prompt - - def is_base_cohere_chat(func): - try: - return ( - func.__closure__[1].cell_contents.__func__.__qualname__ - == "BaseCohere.chat" - ) - except (AttributeError, IndexError): - return False - - # TODO: When cohere totally gets rid of `generate`, - # remove this cond and the final return - if is_base_cohere_chat(client_callable): - trace_operation( - input_mime_type="application/json", - input_value={**kwargs, "message": prompt, "args": args, "model": model}, - ) - - trace_llm_call( - input_messages=trace_input_messages, - invocation_parameters={**kwargs, "message": prompt, "model": model}, - ) - cohere_response = client_callable( - message=prompt, model=model, *args, **kwargs - ) - trace_operation( - output_mime_type="application/json", output_value=cohere_response - ) - trace_llm_call( - output_messages=[{"role": "assistant", "content": cohere_response.text}] - ) - return LLMResponse( - output=cohere_response.text, - ) - - trace_operation( - input_mime_type="application/json", - input_value={**kwargs, "prompt": prompt, "args": args, "model": model}, - ) - - trace_llm_call( - input_messages=trace_input_messages, - invocation_parameters={**kwargs, "prompt": prompt, "model": model}, - ) - cohere_response = client_callable(prompt=prompt, model=model, *args, **kwargs) - trace_operation( - output_mime_type="application/json", output_value=cohere_response - ) - trace_llm_call( - output_messages=[{"role": "assistant", "content": cohere_response[0].text}] - ) - return LLMResponse( - output=cohere_response[0].text, - ) - - -class AnthropicCallable(PromptCallableBase): - def _invoke_llm( - self, - prompt: str, - client_callable: Any, - model: str = "claude-instant-1", - max_tokens_to_sample: int = 100, - *args, - **kwargs, - ) -> LLMResponse: - """Wrapper for Anthropic Completions. - - To use Anthropic for guardrails, do - ``` - client = anthropic.Anthropic(api_key=...) - - raw_llm_response, validated_response = guard( - client, - model="claude-2", - max_tokens_to_sample=200, - prompt_params={...}, - ... - ``` - """ - warnings.warn( - "This callable is deprecated in favor of passing " - "no callable and the model argument which utilizes LiteLLM" - "for example guard(model='claude-3-opus-20240229', messages=[...], ...)", - DeprecationWarning, - ) - try: - import anthropic - except ImportError: - raise PromptCallableException( - "The `anthropic` package is not installed. " - "Install with `pip install anthropic`" - ) - - trace_input_messages = chat_prompt(prompt, kwargs.get("instructions")) - if "instructions" in kwargs: - prompt = kwargs.pop("instructions") + "\n\n" + prompt - - anthropic_prompt = f"{anthropic.HUMAN_PROMPT} {prompt} {anthropic.AI_PROMPT}" - - trace_operation( - input_mime_type="application/json", - input_value={ - **kwargs, - "model": model, - "prompt": anthropic_prompt, - "max_tokens_to_sample": max_tokens_to_sample, - "args": args, - }, - ) - - trace_llm_call( - input_messages=trace_input_messages, - invocation_parameters={ - **kwargs, - "model": model, - "prompt": anthropic_prompt, - "max_tokens_to_sample": max_tokens_to_sample, - }, - ) - - anthropic_response = client_callable( - model=model, - prompt=anthropic_prompt, - max_tokens_to_sample=max_tokens_to_sample, - *args, - **kwargs, - ) - trace_operation( - output_mime_type="application/json", output_value=anthropic_response - ) - trace_llm_call( - output_messages=[ - {"role": "assistant", "content": anthropic_response.completion} - ] - ) - return LLMResponse(output=anthropic_response.completion) - - class LiteLLMCallable(PromptCallableBase): def _invoke_llm( self, @@ -805,11 +509,6 @@ def get_llm_ask( except ImportError: pass - if is_static_openai_create_func(llm_api): - return OpenAICallable(*args, **kwargs) - if is_static_openai_chat_create_func(llm_api): - return OpenAIChatCallable(*args, **kwargs) - try: import manifest # noqa: F401 # type: ignore @@ -818,28 +517,6 @@ def get_llm_ask( except ImportError: pass - try: - import cohere # noqa: F401 # type: ignore - - if ( - isinstance(getattr(llm_api, "__self__", None), cohere.Client) - and getattr(llm_api, "__name__", None) == "generate" - ) or getattr(llm_api, "__module__", None) == "cohere.client": - return CohereCallable(*args, client_callable=llm_api, **kwargs) - except ImportError: - pass - - try: - import anthropic.resources # noqa: F401 # type: ignore - - if isinstance( - getattr(llm_api, "__self__", None), - anthropic.resources.completions.Completions, - ): - return AnthropicCallable(*args, client_callable=llm_api, **kwargs) - except ImportError: - pass - try: from transformers import ( # noqa: F401 # type: ignore FlaxPreTrainedModel, @@ -919,119 +596,6 @@ async def __call__(self, *args, **kwargs) -> LLMResponse: return result -class AsyncOpenAIModel(AsyncPromptCallableBase): - pass - - -class AsyncOpenAICallable(AsyncOpenAIModel): - async def invoke_llm( - self, - text: str, - engine: str = "text-davinci-003", - instructions: Optional[str] = None, - *args, - **kwargs, - ): - warnings.warn( - "This callable is deprecated in favor of passing " - "no callable and the model argument which utilizes LiteLLM" - "for example guard(model='gpt-4.o', messages=[...], ...)", - DeprecationWarning, - ) - if "api_key" in kwargs: - api_key = kwargs.pop("api_key") - else: - api_key = None - - if "model" in kwargs: - engine = kwargs.pop("model") - - aclient = AsyncOpenAIClient(api_key=api_key) - return await aclient.create_completion( - engine=engine, - prompt=nonchat_prompt(prompt=text, instructions=instructions), - *args, - **kwargs, - ) - - -class AsyncOpenAIChatCallable(AsyncOpenAIModel): - supports_base_model = True - - async def invoke_llm( - self, - text: Optional[str] = None, - model: str = "gpt-3.5-turbo", - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, - base_model: Optional[ - Union[Type[BaseModel], Type[List[Type[BaseModel]]]] - ] = None, - function_call: Optional[Any] = None, - *args, - **kwargs, - ) -> LLMResponse: - """Wrapper for OpenAI chat engines. - - Use Guardrails with OpenAI chat engines by doing - ``` - raw_llm_response, validated_response, *rest = guard( - openai.chat.completions.create, - prompt_params={...}, - text=..., - instructions=..., - msg_history=..., - temperature=..., - ... - ) - ``` - - If `base_model` is passed, the chat engine will be used as a function - on the base model. - """ - warnings.warn( - "This callable is deprecated in favor of passing " - "no callable and the model argument which utilizes LiteLLM" - "for example guard(model='gpt-4.o', messages=[...], ...)", - DeprecationWarning, - ) - if msg_history is None and text is None: - raise PromptCallableException( - "You must pass in either `text` or `msg_history` to `guard.__call__`." - ) - - # TODO: Update this to tools - # Configure function calling if applicable - fn_kwargs = {} - kwargs_tools = kwargs.get("tools", False) - if base_model: - function_params = convert_pydantic_model_to_openai_fn(base_model) - if function_call is None and function_params and not kwargs_tools: - function_call = {"name": function_params["name"]} - fn_kwargs = { - "functions": [function_params], - "function_call": function_call, - } - - # Call OpenAI - if "api_key" in kwargs: - api_key = kwargs.pop("api_key") - else: - api_key = None - - aclient = AsyncOpenAIClient(api_key=api_key) - # FIXME: OpenAI async streaming seems to be broken - return await aclient.create_chat_completion( - model=model, - messages=chat_prompt( - prompt=text, instructions=instructions, msg_history=msg_history - ), - *args, - **fn_kwargs, - **kwargs, - ) - - class AsyncLiteLLMCallable(AsyncPromptCallableBase): async def invoke_llm( self, @@ -1292,15 +856,6 @@ def get_async_llm_ask( except ImportError: pass - # these only work with openai v0 (None otherwise) - # We no longer support OpenAI v0 - # We should drop these checks or update the logic to support - # OpenAI v1 clients instead of just static methods - if is_static_openai_acreate_func(llm_api): - return AsyncOpenAICallable(*args, **kwargs) - if is_static_openai_chat_acreate_func(llm_api): - return AsyncOpenAIChatCallable(*args, **kwargs) - try: import manifest # noqa: F401 # type: ignore @@ -1324,12 +879,7 @@ def model_is_supported_server_side( model = get_llm_ask(llm_api, *args, **kwargs) if asyncio.iscoroutinefunction(llm_api): model = get_async_llm_ask(llm_api, *args, **kwargs) - return ( - issubclass(type(model), OpenAIModel) - or issubclass(type(model), AsyncOpenAIModel) - or isinstance(model, LiteLLMCallable) - or isinstance(model, AsyncLiteLLMCallable) - ) + return isinstance(model, LiteLLMCallable) or isinstance(model, AsyncLiteLLMCallable) # CONTINUOUS FIXME: Update with newly supported LLMs @@ -1338,15 +888,7 @@ def get_llm_api_enum( ) -> Optional[LLMResource]: # TODO: Distinguish between v1 and v2 model = get_llm_ask(llm_api, *args, **kwargs) - if is_static_openai_create_func(llm_api): - return LLMResource.OPENAI_DOT_COMPLETION_DOT_CREATE - elif is_static_openai_chat_create_func(llm_api): - return LLMResource.OPENAI_DOT_CHAT_COMPLETION_DOT_CREATE - elif is_static_openai_acreate_func(llm_api): # This is always False - return LLMResource.OPENAI_DOT_COMPLETION_DOT_ACREATE - elif is_static_openai_chat_acreate_func(llm_api): # This is always False - return LLMResource.OPENAI_DOT_CHAT_COMPLETION_DOT_ACREATE - elif isinstance(model, LiteLLMCallable): + if isinstance(model, LiteLLMCallable): return LLMResource.LITELLM_DOT_COMPLETION elif isinstance(model, AsyncLiteLLMCallable): return LLMResource.LITELLM_DOT_ACOMPLETION diff --git a/guardrails/run/async_runner.py b/guardrails/run/async_runner.py index e71d68b00..771394a35 100644 --- a/guardrails/run/async_runner.py +++ b/guardrails/run/async_runner.py @@ -1,26 +1,22 @@ import copy from functools import partial -from typing import Any, Dict, List, Optional, Tuple, Union, cast +from typing import Any, Dict, List, Optional, Union, cast from guardrails import validator_service from guardrails.classes.execution.guard_execution_options import GuardExecutionOptions from guardrails.classes.history import Call, Inputs, Iteration, Outputs from guardrails.classes.output_type import OutputTypes -from guardrails.constants import fail_status from guardrails.errors import ValidationError from guardrails.llm_providers import AsyncPromptCallableBase, PromptCallableBase from guardrails.logger import set_scope -from guardrails.prompt import Instructions, Prompt from guardrails.run.runner import Runner -from guardrails.run.utils import msg_history_source, msg_history_string +from guardrails.run.utils import messages_source, messages_string from guardrails.schema.validator import schema_validation from guardrails.types.pydantic import ModelOrListOfModels from guardrails.types.validator import ValidatorMap from guardrails.utils.exception_utils import UserFacingException from guardrails.classes.llm.llm_response import LLMResponse -from guardrails.utils.prompt_utils import prompt_uses_xml -from guardrails.run.utils import preprocess_prompt from guardrails.actions.reask import NonParseableReAsk, ReAsk from guardrails.telemetry import trace_async_call, trace_async_step @@ -33,9 +29,7 @@ def __init__( num_reasks: int, validation_map: ValidatorMap, *, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, api: Optional[AsyncPromptCallableBase] = None, metadata: Optional[Dict[str, Any]] = None, output: Optional[str] = None, @@ -49,9 +43,7 @@ def __init__( output_schema=output_schema, num_reasks=num_reasks, validation_map=validation_map, - prompt=prompt, - instructions=instructions, - msg_history=msg_history, + messages=messages, api=api, metadata=metadata, output=output, @@ -79,20 +71,11 @@ async def async_run( """ prompt_params = prompt_params or {} try: - # Figure out if we need to include instructions in the prompt. - include_instructions = not ( - self.instructions is None and self.msg_history is None - ) - ( - instructions, - prompt, - msg_history, + messages, output_schema, ) = ( - self.instructions, - self.prompt, - self.msg_history, + self.messages, self.output_schema, ) index = 0 @@ -101,9 +84,7 @@ async def async_run( iteration = await self.async_step( index=index, api=self.api, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, output_schema=output_schema, output=self.output if index == 0 else None, @@ -116,17 +97,14 @@ async def async_run( # Get new prompt and output schema. ( - prompt, - instructions, output_schema, - msg_history, + messages, ) = self.prepare_to_loop( iteration.reasks, output_schema, parsed_output=iteration.outputs.parsed_output, validated_output=call_log.validation_response, prompt_params=prompt_params, - include_instructions=include_instructions, ) # Log how many times we reasked @@ -158,9 +136,7 @@ async def async_step( call_log: Call, *, api: Optional[AsyncPromptCallableBase], - instructions: Optional[Instructions], - prompt: Optional[Prompt], - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, prompt_params: Optional[Dict] = None, output: Optional[str] = None, ) -> Iteration: @@ -169,9 +145,7 @@ async def async_step( inputs = Inputs( llm_api=api, llm_output=output, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, num_reasks=self.num_reasks, metadata=self.metadata, @@ -187,28 +161,20 @@ async def async_step( try: # Prepare: run pre-processing, and input validation. if output is not None: - instructions = None - prompt = None - msg_history = None + messages = None else: - instructions, prompt, msg_history = await self.async_prepare( + messages = await self.async_prepare( call_log, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, api=api, attempt_number=index, ) - iteration.inputs.instructions = instructions - iteration.inputs.prompt = prompt - iteration.inputs.msg_history = msg_history + iteration.inputs.messages = messages # Call: run the API. - llm_response = await self.async_call( - instructions, prompt, msg_history, api, output - ) + llm_response = await self.async_call(messages, api, output) iteration.outputs.llm_response_info = llm_response output = llm_response.output @@ -250,9 +216,7 @@ async def async_step( @trace_async_call async def async_call( self, - instructions: Optional[Instructions], - prompt: Optional[Prompt], - msg_history: Optional[List[Dict]], + messages: Optional[List[Dict]], api: Optional[AsyncPromptCallableBase], output: Optional[str] = None, ) -> LLMResponse: @@ -274,12 +238,8 @@ async def async_call( ) elif api_fn is None: raise ValueError("API or output must be provided.") - elif msg_history: - llm_response = await api_fn(msg_history=msg_history_source(msg_history)) - elif prompt and instructions: - llm_response = await api_fn(prompt.source, instructions=instructions.source) - elif prompt: - llm_response = await api_fn(prompt.source) + elif messages: + llm_response = await api_fn(messages=messages_source(messages)) else: llm_response = await api_fn() return llm_response @@ -328,12 +288,10 @@ async def async_prepare( call_log: Call, attempt_number: int, *, - instructions: Optional[Instructions], - prompt: Optional[Prompt], - msg_history: Optional[List[Dict]], + messages: Optional[List[Dict]], prompt_params: Optional[Dict] = None, api: Optional[Union[PromptCallableBase, AsyncPromptCallableBase]], - ) -> Tuple[Optional[Instructions], Optional[Prompt], Optional[List[Dict]]]: + ) -> Optional[List[Dict]]: """Prepare by running pre-processing and input validation. Returns: @@ -341,32 +299,19 @@ async def async_prepare( """ prompt_params = prompt_params or {} - has_prompt_validation = "prompt" in self.validation_map - has_instructions_validation = "instructions" in self.validation_map - has_msg_history_validation = "msg_history" in self.validation_map - if msg_history: - if has_prompt_validation or has_instructions_validation: - raise UserFacingException( - ValueError( - "Prompt and instructions validation are " - "not supported when using message history." - ) - ) - - prompt, instructions = None, None - - # Runner.prepare_msg_history - formatted_msg_history = [] + if messages: + # Runner.prepare_messages + formatted_messages = [] # Format any variables in the message history with the prompt params. - for msg in msg_history: + for msg in messages: msg_copy = copy.deepcopy(msg) msg_copy["content"] = msg_copy["content"].format(**prompt_params) - formatted_msg_history.append(msg_copy) + formatted_messages.append(msg_copy) - if "msg_history" in self.validation_map: - # Runner.validate_msg_history - msg_str = msg_history_string(formatted_msg_history) + if "messages" in self.validation_map: + # Runner.validate_messages + msg_str = messages_string(formatted_messages) inputs = Inputs( llm_output=msg_str, ) @@ -380,112 +325,21 @@ async def async_prepare( validator_map=self.validation_map, iteration=iteration, disable_tracer=self._disable_tracer, - path="msg_history", + path="messages", ) - validated_msg_history = validator_service.post_process_validation( + validated_messages = validator_service.post_process_validation( value, attempt_number, iteration, OutputTypes.STRING ) - validated_msg_history = cast(str, validated_msg_history) + validated_messages = cast(str, validated_messages) - iteration.outputs.validation_response = validated_msg_history - if isinstance(validated_msg_history, ReAsk): + iteration.outputs.validation_response = validated_messages + if isinstance(validated_messages, ReAsk): raise ValidationError( - f"Message history validation failed: " - f"{validated_msg_history}" - ) - if validated_msg_history != msg_str: - raise ValidationError("Message history validation failed") - elif prompt is not None: - if has_msg_history_validation: - raise UserFacingException( - ValueError( - "Message history validation is " - "not supported when using prompt/instructions." + f"Message validation failed: " f"{validated_messages}" ) - ) - msg_history = None - - use_xml = prompt_uses_xml(prompt._source) - # Runner.prepare_prompt - prompt = prompt.format(**prompt_params) - - # TODO(shreya): should there be any difference - # to parsing params for prompt? - if instructions is not None and isinstance(instructions, Instructions): - instructions = instructions.format(**prompt_params) - - instructions, prompt = preprocess_prompt( - prompt_callable=api, # type: ignore - instructions=instructions, - prompt=prompt, - output_type=self.output_type, - use_xml=use_xml, - ) - - # validate prompt - if "prompt" in self.validation_map and prompt is not None: - # Runner.validate_prompt - inputs = Inputs( - llm_output=prompt.source, - ) - iteration = Iteration( - call_id=call_log.id, index=attempt_number, inputs=inputs - ) - call_log.iterations.insert(0, iteration) - value, _metadata = await validator_service.async_validate( - value=prompt.source, - metadata=self.metadata, - validator_map=self.validation_map, - iteration=iteration, - disable_tracer=self._disable_tracer, - path="prompt", - ) - validated_prompt = validator_service.post_process_validation( - value, attempt_number, iteration, OutputTypes.STRING - ) - - iteration.outputs.validation_response = validated_prompt - if isinstance(validated_prompt, ReAsk): - raise ValidationError( - f"Prompt validation failed: {validated_prompt}" - ) - elif not validated_prompt or iteration.status == fail_status: - raise ValidationError("Prompt validation failed") - prompt = Prompt(cast(str, validated_prompt)) - - # validate instructions - if "instructions" in self.validation_map and instructions is not None: - # Runner.validate_instructions - inputs = Inputs( - llm_output=instructions.source, - ) - iteration = Iteration( - call_id=call_log.id, index=attempt_number, inputs=inputs - ) - call_log.iterations.insert(0, iteration) - value, _metadata = await validator_service.async_validate( - value=instructions.source, - metadata=self.metadata, - validator_map=self.validation_map, - iteration=iteration, - disable_tracer=self._disable_tracer, - path="instructions", - ) - validated_instructions = validator_service.post_process_validation( - value, attempt_number, iteration, OutputTypes.STRING - ) - - iteration.outputs.validation_response = validated_instructions - if isinstance(validated_instructions, ReAsk): - raise ValidationError( - f"Instructions validation failed: {validated_instructions}" - ) - elif not validated_instructions or iteration.status == fail_status: - raise ValidationError("Instructions validation failed") - instructions = Instructions(cast(str, validated_instructions)) + if validated_messages != msg_str: + raise ValidationError("Messages validation failed") else: - raise UserFacingException( - ValueError("'prompt' or 'msg_history' must be provided.") - ) + raise UserFacingException(ValueError("'messages' must be provided.")) - return instructions, prompt, msg_history + return messages diff --git a/guardrails/run/async_stream_runner.py b/guardrails/run/async_stream_runner.py index 5285a9634..0e63a5d95 100644 --- a/guardrails/run/async_stream_runner.py +++ b/guardrails/run/async_stream_runner.py @@ -23,7 +23,6 @@ PromptCallableBase, ) from guardrails.logger import set_scope -from guardrails.prompt import Instructions, Prompt from guardrails.run import StreamRunner from guardrails.run.async_runner import AsyncRunner from guardrails.telemetry import trace_async_stream_step @@ -36,14 +35,10 @@ async def async_run( prompt_params = prompt_params or {} ( - instructions, - prompt, - msg_history, + messages, output_schema, ) = ( - self.instructions, - self.prompt, - self.msg_history, + self.messages, self.output_schema, ) @@ -52,9 +47,7 @@ async def async_run( output_schema, call_log, api=self.api, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, output=self.output, ) @@ -71,9 +64,7 @@ async def async_step( call_log: Call, *, api: Optional[AsyncPromptCallableBase], - instructions: Optional[Instructions], - prompt: Optional[Prompt], - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, prompt_params: Optional[Dict] = None, output: Optional[str] = None, ) -> AsyncIterable[ValidationOutcome]: @@ -81,9 +72,7 @@ async def async_step( inputs = Inputs( llm_api=api, llm_output=output, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, num_reasks=self.num_reasks, metadata=self.metadata, @@ -97,27 +86,19 @@ async def async_step( set_scope(str(id(iteration))) call_log.iterations.push(iteration) if output is not None: - instructions = None - prompt = None - msg_history = None + messages = None else: - instructions, prompt, msg_history = await self.async_prepare( + messages = await self.async_prepare( call_log, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, api=api, attempt_number=index, ) - iteration.inputs.prompt = prompt - iteration.inputs.instructions = instructions - iteration.inputs.msg_history = msg_history + iteration.inputs.messages = messages - llm_response = await self.async_call( - instructions, prompt, msg_history, api, output - ) + llm_response = await self.async_call(messages, api, output) iteration.outputs.llm_response_info = llm_response stream_output = llm_response.async_stream_output if not stream_output: diff --git a/guardrails/run/runner.py b/guardrails/run/runner.py index b62bb64ca..e7ff6782a 100644 --- a/guardrails/run/runner.py +++ b/guardrails/run/runner.py @@ -15,8 +15,8 @@ PromptCallableBase, ) from guardrails.logger import set_scope -from guardrails.prompt import Instructions, Prompt -from guardrails.run.utils import msg_history_source, msg_history_string +from guardrails.prompt import Prompt +from guardrails.run.utils import messages_source, messages_string from guardrails.schema.rail_schema import json_schema_to_rail_output from guardrails.schema.validator import schema_validation from guardrails.types import ModelOrListOfModels, ValidatorMap, MessageHistory @@ -28,10 +28,8 @@ parse_llm_output, prune_extra_keys, ) -from guardrails.run.utils import preprocess_prompt from guardrails.utils.prompt_utils import ( prompt_content_for_schema, - prompt_uses_xml, ) from guardrails.actions.reask import NonParseableReAsk, ReAsk, introspect from guardrails.telemetry import trace_call, trace_step @@ -61,9 +59,7 @@ class Runner: metadata: Dict[str, Any] # LLM Inputs - prompt: Optional[Prompt] = None - instructions: Optional[Instructions] = None - msg_history: Optional[List[Dict[str, Union[Prompt, str]]]] = None + messages: Optional[List[Dict[str, Union[Prompt, str]]]] = None base_model: Optional[ModelOrListOfModels] exec_options: Optional[GuardExecutionOptions] @@ -77,7 +73,7 @@ class Runner: disable_tracer: Optional[bool] = True # QUESTION: Are any of these init args actually necessary for initialization? - # ANSWER: _Maybe_ prompt, instructions, and msg_history for Prompt initialization + # ANSWER: _Maybe_ prompt, instructions, and messages for Prompt initialization # but even that can happen at execution time. # TODO: In versions >=0.6.x, remove this class and just execute a Guard functionally def __init__( @@ -87,9 +83,7 @@ def __init__( num_reasks: int, validation_map: ValidatorMap, *, - prompt: Optional[str] = None, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, api: Optional[PromptCallableBase] = None, metadata: Optional[Dict[str, Any]] = None, output: Optional[str] = None, @@ -113,34 +107,19 @@ def __init__( xml_output_schema = json_schema_to_rail_output( json_schema=output_schema, validator_map=validation_map ) - if prompt: - self.exec_options.prompt = prompt - self.prompt = Prompt( - prompt, - output_schema=stringified_output_schema, - xml_output_schema=xml_output_schema, - ) - - if instructions: - self.exec_options.instructions = instructions - self.instructions = Instructions( - instructions, - output_schema=stringified_output_schema, - xml_output_schema=xml_output_schema, - ) - if msg_history: - self.exec_options.msg_history = msg_history - msg_history_copy = [] - for msg in msg_history: + if messages: + self.exec_options.messages = messages + messages_copy = [] + for msg in messages: msg_copy = copy.deepcopy(msg) msg_copy["content"] = Prompt( msg_copy["content"], output_schema=stringified_output_schema, xml_output_schema=xml_output_schema, ) - msg_history_copy.append(msg_copy) - self.msg_history = msg_history_copy + messages_copy.append(msg_copy) + self.messages = messages_copy self.base_model = base_model @@ -171,23 +150,14 @@ def __call__(self, call_log: Call, prompt_params: Optional[Dict] = None) -> Call """ prompt_params = prompt_params or {} try: - # Figure out if we need to include instructions in the prompt. - include_instructions = not ( - self.instructions is None and self.msg_history is None - ) - # NOTE: At first glance this seems gratuitous, # but these local variables are reassigned after # calling self.prepare_to_loop ( - instructions, - prompt, - msg_history, + messages, output_schema, ) = ( - self.instructions, - self.prompt, - self.msg_history, + self.messages, self.output_schema, ) @@ -197,9 +167,7 @@ def __call__(self, call_log: Call, prompt_params: Optional[Dict] = None) -> Call iteration = self.step( index=index, api=self.api, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, output_schema=output_schema, output=self.output if index == 0 else None, @@ -211,15 +179,12 @@ def __call__(self, call_log: Call, prompt_params: Optional[Dict] = None) -> Call break # Get new prompt and output schema. - (prompt, instructions, output_schema, msg_history) = ( - self.prepare_to_loop( - iteration.reasks, - output_schema, - parsed_output=iteration.outputs.parsed_output, - validated_output=call_log.validation_response, - prompt_params=prompt_params, - include_instructions=include_instructions, - ) + (output_schema, messages) = self.prepare_to_loop( + iteration.reasks, + output_schema, + parsed_output=iteration.outputs.parsed_output, + validated_output=call_log.validation_response, + prompt_params=prompt_params, ) # Log how many times we reasked @@ -250,9 +215,7 @@ def step( call_log: Call, *, api: Optional[PromptCallableBase], - instructions: Optional[Instructions], - prompt: Optional[Prompt], - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, prompt_params: Optional[Dict] = None, output: Optional[str] = None, ) -> Iteration: @@ -261,9 +224,7 @@ def step( inputs = Inputs( llm_api=api, llm_output=output, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, num_reasks=self.num_reasks, metadata=self.metadata, @@ -279,26 +240,20 @@ def step( try: # Prepare: run pre-processing, and input validation. if output is not None: - instructions = None - prompt = None - msg_history = None + messages = None else: - instructions, prompt, msg_history = self.prepare( + messages = self.prepare( call_log, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, api=api, attempt_number=index, ) - iteration.inputs.instructions = instructions - iteration.inputs.prompt = prompt - iteration.inputs.msg_history = msg_history + iteration.inputs.messages = messages # Call: run the API. - llm_response = self.call(instructions, prompt, msg_history, api, output) + llm_response = self.call(messages, api, output) iteration.outputs.llm_response_info = llm_response raw_output = llm_response.output @@ -335,10 +290,10 @@ def step( raise e return iteration - def validate_msg_history( - self, call_log: Call, msg_history: MessageHistory, attempt_number: int + def validate_messages( + self, call_log: Call, messages: MessageHistory, attempt_number: int ) -> None: - msg_str = msg_history_string(msg_history) + msg_str = messages_string(messages) inputs = Inputs( llm_output=msg_str, ) @@ -350,39 +305,39 @@ def validate_msg_history( validator_map=self.validation_map, iteration=iteration, disable_tracer=self._disable_tracer, - path="msg_history", + path="messages", ) - validated_msg_history = validator_service.post_process_validation( + validated_messages = validator_service.post_process_validation( value, attempt_number, iteration, OutputTypes.STRING ) - iteration.outputs.validation_response = validated_msg_history - if isinstance(validated_msg_history, ReAsk): + iteration.outputs.validation_response = validated_messages + if isinstance(validated_messages, ReAsk): raise ValidationError( - f"Message history validation failed: " f"{validated_msg_history}" + f"Message validation failed: " f"{validated_messages}" ) - if validated_msg_history != msg_str: - raise ValidationError("Message history validation failed") + if validated_messages != msg_str: + raise ValidationError("Message validation failed") - def prepare_msg_history( + def prepare_messages( self, call_log: Call, - msg_history: MessageHistory, + messages: MessageHistory, prompt_params: Dict, attempt_number: int, ) -> MessageHistory: - formatted_msg_history: MessageHistory = [] + formatted_messages: MessageHistory = [] # Format any variables in the message history with the prompt params. - for msg in msg_history: + for msg in messages: msg_copy = copy.deepcopy(msg) msg_copy["content"] = msg_copy["content"].format(**prompt_params) - formatted_msg_history.append(msg_copy) + formatted_messages.append(msg_copy) - # validate msg_history - if "msg_history" in self.validation_map: - self.validate_msg_history(call_log, formatted_msg_history, attempt_number) + # validate messages + if "messages" in self.validation_map: + self.validate_messages(call_log, formatted_messages, attempt_number) - return formatted_msg_history + return formatted_messages def validate_prompt(self, call_log: Call, prompt: Prompt, attempt_number: int): inputs = Inputs( @@ -411,128 +366,35 @@ def validate_prompt(self, call_log: Call, prompt: Prompt, attempt_number: int): raise ValidationError("Prompt validation failed") return Prompt(cast(str, validated_prompt)) - def validate_instructions( - self, call_log: Call, instructions: Instructions, attempt_number: int - ): - inputs = Inputs( - llm_output=instructions.source, - ) - iteration = Iteration(call_id=call_log.id, index=attempt_number, inputs=inputs) - call_log.iterations.insert(0, iteration) - value, _metadata = validator_service.validate( - value=instructions.source, - metadata=self.metadata, - validator_map=self.validation_map, - iteration=iteration, - disable_tracer=self._disable_tracer, - path="instructions", - ) - validated_instructions = validator_service.post_process_validation( - value, attempt_number, iteration, OutputTypes.STRING - ) - - iteration.outputs.validation_response = validated_instructions - if isinstance(validated_instructions, ReAsk): - raise ValidationError( - f"Instructions validation failed: {validated_instructions}" - ) - elif not validated_instructions or iteration.status == fail_status: - raise ValidationError("Instructions validation failed") - return Instructions(cast(str, validated_instructions)) - - def prepare_prompt( - self, - call_log: Call, - instructions: Optional[Instructions], - prompt: Prompt, - prompt_params: Dict, - api: Union[PromptCallableBase, AsyncPromptCallableBase], - attempt_number: int, - ): - use_xml = prompt_uses_xml(self.prompt._source) if self.prompt else False - prompt = prompt.format(**prompt_params) - - # TODO(shreya): should there be any difference - # to parsing params for prompt? - if instructions is not None and isinstance(instructions, Instructions): - instructions = instructions.format(**prompt_params) - - instructions, prompt = preprocess_prompt( - prompt_callable=api, - instructions=instructions, - prompt=prompt, - output_type=self.output_type, - use_xml=use_xml, - ) - - # validate prompt - if "prompt" in self.validation_map and prompt is not None: - prompt = self.validate_prompt(call_log, prompt, attempt_number) - - # validate instructions - if "instructions" in self.validation_map and instructions is not None: - instructions = self.validate_instructions( - call_log, instructions, attempt_number - ) - - return instructions, prompt - def prepare( self, call_log: Call, attempt_number: int, *, - instructions: Optional[Instructions], - prompt: Optional[Prompt], - msg_history: Optional[MessageHistory], + messages: Optional[MessageHistory], prompt_params: Optional[Dict] = None, api: Optional[Union[PromptCallableBase, AsyncPromptCallableBase]], - ) -> Tuple[Optional[Instructions], Optional[Prompt], Optional[MessageHistory]]: + ) -> Optional[MessageHistory]: """Prepare by running pre-processing and input validation. Returns: - The instructions, prompt, and message history. + The message history. """ prompt_params = prompt_params or {} if api is None: raise UserFacingException(ValueError("API must be provided.")) - has_prompt_validation = "prompt" in self.validation_map - has_instructions_validation = "instructions" in self.validation_map - has_msg_history_validation = "msg_history" in self.validation_map - if msg_history: - if has_prompt_validation or has_instructions_validation: - raise UserFacingException( - ValueError( - "Prompt and instructions validation are " - "not supported when using message history." - ) - ) - prompt, instructions = None, None - msg_history = self.prepare_msg_history( - call_log, msg_history, prompt_params, attempt_number - ) - elif prompt is not None: - if has_msg_history_validation: - raise UserFacingException( - ValueError( - "Message history validation is " - "not supported when using prompt/instructions." - ) - ) - msg_history = None - instructions, prompt = self.prepare_prompt( - call_log, instructions, prompt, prompt_params, api, attempt_number + if messages: + messages = self.prepare_messages( + call_log, messages, prompt_params, attempt_number ) - return instructions, prompt, msg_history + return messages @trace_call def call( self, - instructions: Optional[Instructions], - prompt: Optional[Prompt], - msg_history: Optional[MessageHistory], + messages: Optional[MessageHistory], api: Optional[PromptCallableBase], output: Optional[str] = None, ) -> LLMResponse: @@ -554,12 +416,8 @@ def call( llm_response = LLMResponse(output=output) elif api_fn is None: raise ValueError("API or output must be provided.") - elif msg_history: - llm_response = api_fn(msg_history=msg_history_source(msg_history)) - elif prompt and instructions: - llm_response = api_fn(prompt.source, instructions=instructions.source) - elif prompt: - llm_response = api_fn(prompt.source) + elif messages: + llm_response = api_fn(messages=messages_source(messages)) else: llm_response = api_fn() @@ -635,16 +493,13 @@ def prepare_to_loop( parsed_output: Optional[Union[str, List, Dict, ReAsk]] = None, validated_output: Optional[Union[str, List, Dict, ReAsk]] = None, prompt_params: Optional[Dict] = None, - include_instructions: bool = False, ) -> Tuple[ - Prompt, - Optional[Instructions], Dict[str, Any], Optional[List[Dict]], ]: """Prepare to loop again.""" prompt_params = prompt_params or {} - output_schema, prompt, instructions = get_reask_setup( + output_schema, messages = get_reask_setup( output_type=self.output_type, output_schema=output_schema, validation_map=self.validation_map, @@ -655,8 +510,6 @@ def prepare_to_loop( prompt_params=prompt_params, exec_options=self.exec_options, ) - if not include_instructions: - instructions = None - # todo add messages support - msg_history = None - return prompt, instructions, output_schema, msg_history + # TODO add messages support + messages = None + return output_schema, messages diff --git a/guardrails/run/stream_runner.py b/guardrails/run/stream_runner.py index 2e041abf4..948904f13 100644 --- a/guardrails/run/stream_runner.py +++ b/guardrails/run/stream_runner.py @@ -10,7 +10,6 @@ OpenAIChatCallable, PromptCallableBase, ) -from guardrails.prompt import Instructions, Prompt from guardrails.run.runner import Runner from guardrails.utils.parsing_utils import ( coerce_types, @@ -42,32 +41,21 @@ def __call__( Returns: The Call log for this run. """ - # This is only used during ReAsks and ReAsks - # are not yet supported for streaming. - # Figure out if we need to include instructions in the prompt. - # include_instructions = not ( - # self.instructions is None and self.msg_history is None - # ) + prompt_params = prompt_params or {} ( - instructions, - prompt, - msg_history, + messages, output_schema, ) = ( - self.instructions, - self.prompt, - self.msg_history, + self.messages, self.output_schema, ) return self.step( index=0, api=self.api, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, output_schema=output_schema, output=self.output, @@ -79,9 +67,7 @@ def step( self, index: int, api: Optional[PromptCallableBase], - instructions: Optional[Instructions], - prompt: Optional[Prompt], - msg_history: Optional[List[Dict]], + messages: Optional[List[Dict]], prompt_params: Dict, output_schema: Dict[str, Any], call_log: Call, @@ -91,9 +77,7 @@ def step( inputs = Inputs( llm_api=api, llm_output=output, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, num_reasks=self.num_reasks, metadata=self.metadata, @@ -108,26 +92,20 @@ def step( # Prepare: run pre-processing, and input validation. if output is not None: - instructions = None - prompt = None - msg_history = None + messages = None else: - instructions, prompt, msg_history = self.prepare( + messages = self.prepare( call_log, index, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, api=api, ) - iteration.inputs.prompt = prompt - iteration.inputs.instructions = instructions - iteration.inputs.msg_history = msg_history + iteration.inputs.messages = messages # Call: run the API that returns a generator wrapped in LLMResponse - llm_response = self.call(instructions, prompt, msg_history, api, output) + llm_response = self.call(messages, api, output) iteration.outputs.llm_response_info = llm_response diff --git a/guardrails/run/utils.py b/guardrails/run/utils.py index 90a22b84f..bcdcfe5b3 100644 --- a/guardrails/run/utils.py +++ b/guardrails/run/utils.py @@ -15,9 +15,9 @@ from guardrails.prompt.instructions import Instructions -def msg_history_source(msg_history: MessageHistory) -> MessageHistory: - msg_history_copy = [] - for msg in msg_history: +def messages_source(messages: MessageHistory) -> MessageHistory: + messages_copy = [] + for msg in messages: msg_copy = copy.deepcopy(msg) content = ( msg["content"].source @@ -25,20 +25,20 @@ def msg_history_source(msg_history: MessageHistory) -> MessageHistory: else msg["content"] ) msg_copy["content"] = content - msg_history_copy.append(cast(Dict[str, str], msg_copy)) - return msg_history_copy + messages_copy.append(cast(Dict[str, str], msg_copy)) + return messages_copy -def msg_history_string(msg_history: MessageHistory) -> str: - msg_history_copy = "" - for msg in msg_history: +def messages_string(messages: MessageHistory) -> str: + messages_copy = "" + for msg in messages: content = ( msg["content"].source if isinstance(msg["content"], Prompt) else msg["content"] ) - msg_history_copy += content - return msg_history_copy + messages_copy += content + return messages_copy def preprocess_prompt_for_string_output( diff --git a/guardrails/schema/rail_schema.py b/guardrails/schema/rail_schema.py index 2aaa04ec4..a2f4e1084 100644 --- a/guardrails/schema/rail_schema.py +++ b/guardrails/schema/rail_schema.py @@ -1,5 +1,4 @@ import jsonref -import warnings from dataclasses import dataclass from string import Template from typing import Any, Callable, Dict, List, Optional, Tuple, cast @@ -22,10 +21,6 @@ ### RAIL to JSON Schema ### STRING_TAGS = [ - "instructions", - "prompt", - "reask_instructions", - "reask_prompt", "messages", "reask_messages", ] @@ -392,49 +387,6 @@ def rail_string_to_schema(rail_string: str) -> ProcessedSchema: ' "string", "object", or "list"' ) - # Parse instructions for the LLM. These are optional but if given, - # LLMs can use them to improve their output. Commonly these are - # prepended to the prompt. - instructions_tag = rail_xml.find("instructions") - if instructions_tag is not None: - parse_element(instructions_tag, processed_schema, "instructions") - processed_schema.exec_opts.instructions = instructions_tag.text - warnings.warn( - "The instructions tag has been deprecated" - " in favor of messages. Please use messages instead.", - DeprecationWarning, - ) - - # Load - prompt_tag = rail_xml.find("prompt") - if prompt_tag is not None: - parse_element(prompt_tag, processed_schema, "prompt") - processed_schema.exec_opts.prompt = prompt_tag.text - warnings.warn( - "The prompt tag has been deprecated" - " in favor of messages. Please use messages instead.", - DeprecationWarning, - ) - - # If reasking prompt and instructions are provided, add them to the schema. - reask_prompt = rail_xml.find("reask_prompt") - if reask_prompt is not None: - processed_schema.exec_opts.reask_prompt = reask_prompt.text - warnings.warn( - "The reask_prompt tag has been deprecated" - " in favor of reask_messages. Please use reask_messages instead.", - DeprecationWarning, - ) - - reask_instructions = rail_xml.find("reask_instructions") - if reask_instructions is not None: - processed_schema.exec_opts.reask_instructions = reask_instructions.text - warnings.warn( - "The reask_instructions tag has been deprecated" - " in favor of reask_messages. Please use reask_messages instead.", - DeprecationWarning, - ) - messages = rail_xml.find("messages") if messages is not None: extracted_messages = [] diff --git a/guardrails/telemetry/guard_tracing.py b/guardrails/telemetry/guard_tracing.py index 57e5a4614..c0eb8ba6d 100644 --- a/guardrails/telemetry/guard_tracing.py +++ b/guardrails/telemetry/guard_tracing.py @@ -39,7 +39,7 @@ def add_guard_attributes( prompt = history.last.compiled_prompt if history.last else "" messages = [] if history.last and history.last.iterations.last: - messages = history.last.iterations.last.inputs.msg_history or [] + messages = history.last.iterations.last.inputs.messages or [] if not instructions: system_messages = [msg for msg in messages if msg["role"] == "system"] system_message = system_messages[-1] if system_messages else {} From 5e0eb15756d9883383c11d9e90fbd6c70339db38 Mon Sep 17 00:00:00 2001 From: David Tam Date: Fri, 20 Sep 2024 16:28:02 -0700 Subject: [PATCH 02/71] tests run and make progress on rewrite, most of unit_tests_passing --- guardrails/async_guard.py | 7 +- guardrails/classes/history/call.py | 7 +- guardrails/classes/history/call_inputs.py | 2 +- guardrails/classes/history/inputs.py | 5 +- guardrails/classes/history/iteration.py | 2 +- guardrails/guard.py | 6 +- guardrails/llm_providers.py | 13 +- guardrails/run/__init__.py | 6 +- guardrails/run/async_stream_runner.py | 14 +- guardrails/run/runner.py | 49 ++- guardrails/run/stream_runner.py | 9 +- guardrails/run/utils.py | 22 +- guardrails/schema/rail_schema.py | 3 +- guardrails/telemetry/guard_tracing.py | 21 +- tests/integration_tests/mock_llm_outputs.py | 59 +-- .../test_assets/entity_extraction/filter.rail | 7 +- .../test_assets/entity_extraction/fix.rail | 7 +- .../entity_extraction/fix_chat_model.rail | 13 +- .../test_assets/entity_extraction/noop.rail | 7 +- .../test_assets/entity_extraction/reask.rail | 6 +- .../entity_extraction/refrain.rail | 7 +- .../entity_extraction/skeleton_reask.rail | 7 +- .../integration_tests/test_data_validation.py | 12 +- tests/integration_tests/test_guard.py | 212 ++-------- tests/integration_tests/test_multi_reask.py | 2 +- tests/integration_tests/test_parsing.py | 3 +- tests/integration_tests/test_pydantic.py | 2 +- tests/integration_tests/test_python_rail.py | 4 +- tests/integration_tests/test_run.py | 42 +- tests/integration_tests/test_streaming.py | 80 +++- tests/unit_tests/classes/history/test_call.py | 60 +-- .../unit_tests/classes/history/test_inputs.py | 31 +- .../classes/history/test_iteration.py | 23 +- tests/unit_tests/test_async_guard.py | 85 ++-- tests/unit_tests/test_llm_providers.py | 177 +------- tests/unit_tests/test_prompt.py | 126 +++--- tests/unit_tests/test_validator_base.py | 385 ++++++------------ 37 files changed, 537 insertions(+), 986 deletions(-) diff --git a/guardrails/async_guard.py b/guardrails/async_guard.py index e7369ae17..eb9370dbe 100644 --- a/guardrails/async_guard.py +++ b/guardrails/async_guard.py @@ -428,7 +428,12 @@ async def __call__( The raw text output from the LLM and the validated output. """ - messages = messages or kwargs.pop("messages", None) or [] + # Retrieve messages from the provided arguments or default options + messages_from_kwargs = kwargs.pop("messages", None) + messages_from_exec_opts = self._exec_opts.messages + + # Determine the final value for messages + messages = messages or messages_from_kwargs or messages_from_exec_opts or [] if messages is not None and not len(messages): raise RuntimeError( diff --git a/guardrails/classes/history/call.py b/guardrails/classes/history/call.py index 08175edc3..2a8de4955 100644 --- a/guardrails/classes/history/call.py +++ b/guardrails/classes/history/call.py @@ -93,7 +93,12 @@ def compiled_messages(self) -> Optional[str]: prompt_params = initial_inputs.prompt_params or {} compiled_messages = [] for message in messages: - compiled_messages.append(message.format(**prompt_params).source) + compiled_messages.append( + { + "role": message["role"], + "content": message["content"].format(**prompt_params), + } + ) return compiled_messages diff --git a/guardrails/classes/history/call_inputs.py b/guardrails/classes/history/call_inputs.py index 0803e42b8..24dbc41ff 100644 --- a/guardrails/classes/history/call_inputs.py +++ b/guardrails/classes/history/call_inputs.py @@ -27,7 +27,7 @@ class CallInputs(Inputs, ICallInputs, ArbitraryModel): "during Guard.__call__ or Guard.parse.", default=None, ) - messages: Optional[dict[str, str]] = Field( + messages: Optional[list[dict[str, str]]] = Field( description="The messages as provided by the user.", default=None ) args: List[Any] = Field( diff --git a/guardrails/classes/history/inputs.py b/guardrails/classes/history/inputs.py index fb7c87b0b..b94a3d11e 100644 --- a/guardrails/classes/history/inputs.py +++ b/guardrails/classes/history/inputs.py @@ -1,4 +1,4 @@ -from typing import Any, Dict, List, Optional +from typing import Any, Dict, List, Optional, Union from pydantic import Field @@ -6,7 +6,6 @@ from guardrails.classes.generic.arbitrary_model import ArbitraryModel from guardrails.classes.llm.prompt_callable import PromptCallableBase from guardrails.prompt.prompt import Prompt -from guardrails.prompt.messages import Messages class Inputs(IInputs, ArbitraryModel): @@ -38,7 +37,7 @@ class Inputs(IInputs, ArbitraryModel): "provided by the user via Guard.parse.", default=None, ) - messages: Optional[List[Messages]] = Field( + messages: Optional[List[Dict[str, Union[str, Prompt]]]] = Field( description="The message history provided by the user for chat model calls.", default=None, ) diff --git a/guardrails/classes/history/iteration.py b/guardrails/classes/history/iteration.py index fcecf8f4c..ae4974f47 100644 --- a/guardrails/classes/history/iteration.py +++ b/guardrails/classes/history/iteration.py @@ -198,7 +198,7 @@ def create_messages_table( table.add_column("Content") for msg in messages: - table.add_row(str(msg["role"]), msg["content"].source) + table.add_row(str(msg["role"]), msg["content"]) return table diff --git a/guardrails/guard.py b/guardrails/guard.py index 6140211b4..013a4fa06 100644 --- a/guardrails/guard.py +++ b/guardrails/guard.py @@ -861,7 +861,7 @@ def __call__( ValidationOutcome """ - messages = messages or [] + messages = messages or self._exec_opts.messages or [] if messages is not None and not len(messages): raise RuntimeError( "You must provide messages. " @@ -1016,8 +1016,6 @@ def use( ) hydrated_validator = get_validator(validator, *args, **kwargs) - if on == "messages": - on = "msg_history" self.__add_validator(hydrated_validator, on=on) self._save() return self @@ -1039,8 +1037,6 @@ def use_many( ) -> "Guard": """Use multiple validators to validate results of an LLM request.""" # Loop through the validators - if on == "messages": - on = "msg_history" for v in validators: hydrated_validator = get_validator(v) self.__add_validator(hydrated_validator, on=on) diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py index 4b4096b1d..5040eb7fc 100644 --- a/guardrails/llm_providers.py +++ b/guardrails/llm_providers.py @@ -776,20 +776,11 @@ async def invoke_llm( class AsyncArbitraryCallable(AsyncPromptCallableBase): def __init__(self, llm_api: Callable, *args, **kwargs): llm_api_args = inspect.getfullargspec(llm_api) - if not llm_api_args.args: - raise ValueError( - "Custom LLM callables must accept" - " at least one positional argument for prompt!" - ) if not llm_api_args.varkw: raise ValueError("Custom LLM callables must accept **kwargs!") - if ( - not llm_api_args.kwonlyargs - or "instructions" not in llm_api_args.kwonlyargs - or "msg_history" not in llm_api_args.kwonlyargs - ): + if not llm_api_args.kwonlyargs or "messages" not in llm_api_args.kwonlyargs: warnings.warn( - "We recommend including 'instructions' and 'msg_history'" + "We recommend including 'messages'" " as keyword-only arguments for custom LLM callables." " Doing so ensures these arguments are not uninentionally" " passed through to other calls via **kwargs.", diff --git a/guardrails/run/__init__.py b/guardrails/run/__init__.py index 9893f2124..150ed41ff 100644 --- a/guardrails/run/__init__.py +++ b/guardrails/run/__init__.py @@ -2,13 +2,13 @@ from guardrails.run.runner import Runner from guardrails.run.stream_runner import StreamRunner from guardrails.run.async_stream_runner import AsyncStreamRunner -from guardrails.run.utils import msg_history_source, msg_history_string +from guardrails.run.utils import messages_source, messages_string __all__ = [ "Runner", "AsyncRunner", "StreamRunner", "AsyncStreamRunner", - "msg_history_source", - "msg_history_string", + "messages_source", + "messages_string", ] diff --git a/guardrails/run/async_stream_runner.py b/guardrails/run/async_stream_runner.py index 0e63a5d95..155eb1176 100644 --- a/guardrails/run/async_stream_runner.py +++ b/guardrails/run/async_stream_runner.py @@ -18,8 +18,6 @@ AsyncLiteLLMCallable, AsyncPromptCallableBase, LiteLLMCallable, - OpenAICallable, - OpenAIChatCallable, PromptCallableBase, ) from guardrails.logger import set_scope @@ -201,17 +199,7 @@ async def async_step( def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> str: """Get the text from a chunk.""" chunk_text = "" - if isinstance(api, OpenAICallable): - finished = chunk.choices[0].finish_reason - content = chunk.choices[0].text - if not finished and content: - chunk_text = content - elif isinstance(api, OpenAIChatCallable): - finished = chunk.choices[0].finish_reason - content = chunk.choices[0].delta.content - if not finished and content: - chunk_text = content - elif isinstance(api, LiteLLMCallable): + if isinstance(api, LiteLLMCallable): finished = chunk.choices[0].finish_reason content = chunk.choices[0].delta.content if not finished and content: diff --git a/guardrails/run/runner.py b/guardrails/run/runner.py index e7ff6782a..05bb3cf2e 100644 --- a/guardrails/run/runner.py +++ b/guardrails/run/runner.py @@ -299,25 +299,40 @@ def validate_messages( ) iteration = Iteration(call_id=call_log.id, index=attempt_number, inputs=inputs) call_log.iterations.insert(0, iteration) - value, _metadata = validator_service.validate( - value=msg_str, - metadata=self.metadata, - validator_map=self.validation_map, - iteration=iteration, - disable_tracer=self._disable_tracer, - path="messages", - ) - validated_messages = validator_service.post_process_validation( - value, attempt_number, iteration, OutputTypes.STRING - ) - iteration.outputs.validation_response = validated_messages - if isinstance(validated_messages, ReAsk): - raise ValidationError( - f"Message validation failed: " f"{validated_messages}" + validated_msgs = "" + + for msg in messages: + content = ( + msg["content"].source + if isinstance(msg["content"], Prompt) + else msg["content"] + ) + + value, _metadata = validator_service.validate( + value=content, + metadata=self.metadata, + validator_map=self.validation_map, + iteration=iteration, + disable_tracer=self._disable_tracer, + path="messages", + ) + + validated_msg = validator_service.post_process_validation( + value, attempt_number, iteration, OutputTypes.STRING ) - if validated_messages != msg_str: - raise ValidationError("Message validation failed") + + if isinstance(validated_msg, ReAsk): + raise ValidationError(f"Message validation failed: {validated_msg}") + elif not validated_msg or iteration.status == fail_status: + raise ValidationError("Message validation failed") + + msg["content"] = cast(str, validated_msg) + validated_msgs += validated_msg + + iteration.outputs.validation_response = validated_msgs + + return messages # type: ignore def prepare_messages( self, diff --git a/guardrails/run/stream_runner.py b/guardrails/run/stream_runner.py index 948904f13..f047627a4 100644 --- a/guardrails/run/stream_runner.py +++ b/guardrails/run/stream_runner.py @@ -6,8 +6,6 @@ from guardrails.classes.validation_outcome import ValidationOutcome from guardrails.llm_providers import ( LiteLLMCallable, - OpenAICallable, - OpenAIChatCallable, PromptCallableBase, ) from guardrails.run.runner import Runner @@ -248,12 +246,7 @@ def is_last_chunk(self, chunk: Any, api: Union[PromptCallableBase, None]) -> boo def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> str: """Get the text from a chunk.""" chunk_text = "" - if isinstance(api, OpenAICallable): - finished = chunk.choices[0].finish_reason - content = chunk.choices[0].text - if not finished and content: - chunk_text = content - elif isinstance(api, OpenAIChatCallable) or isinstance(api, LiteLLMCallable): + if isinstance(api, LiteLLMCallable): finished = chunk.choices[0].finish_reason content = chunk.choices[0].delta.content if not finished and content: diff --git a/guardrails/run/utils.py b/guardrails/run/utils.py index bcdcfe5b3..8d53dc7c5 100644 --- a/guardrails/run/utils.py +++ b/guardrails/run/utils.py @@ -4,10 +4,8 @@ from guardrails.classes.output_type import OutputTypes from guardrails.llm_providers import ( - AsyncOpenAICallable, - AsyncOpenAIChatCallable, - OpenAICallable, - OpenAIChatCallable, + LiteLLMCallable, + AsyncLiteLLMCallable, PromptCallableBase, ) from guardrails.prompt.prompt import Prompt @@ -46,13 +44,13 @@ def preprocess_prompt_for_string_output( instructions: Optional[Instructions], prompt: Prompt, ) -> Tuple[Optional[Instructions], Prompt]: - if isinstance(prompt_callable, OpenAICallable) or isinstance( - prompt_callable, AsyncOpenAICallable + if isinstance(prompt_callable, LiteLLMCallable) or isinstance( + prompt_callable, AsyncLiteLLMCallable ): prompt.source += "\n\nString Output:\n\n" if ( - isinstance(prompt_callable, OpenAIChatCallable) - or isinstance(prompt_callable, AsyncOpenAIChatCallable) + isinstance(prompt_callable, LiteLLMCallable) + or isinstance(prompt_callable, AsyncLiteLLMCallable) ) and not instructions: instructions = Instructions( "You are a helpful assistant, expressing yourself through a string." @@ -67,13 +65,13 @@ def preprocess_prompt_for_json_output( prompt: Prompt, use_xml: bool, ) -> Tuple[Optional[Instructions], Prompt]: - if isinstance(prompt_callable, OpenAICallable) or isinstance( - prompt_callable, AsyncOpenAICallable + if isinstance(prompt_callable, LiteLLMCallable) or isinstance( + prompt_callable, AsyncLiteLLMCallable ): prompt.source += "\n\nJson Output:\n\n" if ( - isinstance(prompt_callable, OpenAIChatCallable) - or isinstance(prompt_callable, AsyncOpenAIChatCallable) + isinstance(prompt_callable, LiteLLMCallable) + or isinstance(prompt_callable, AsyncLiteLLMCallable) ) and not instructions: schema_type = "XML schemas" if use_xml else "JSON schema" instructions = Instructions( diff --git a/guardrails/schema/rail_schema.py b/guardrails/schema/rail_schema.py index a2f4e1084..566ef5234 100644 --- a/guardrails/schema/rail_schema.py +++ b/guardrails/schema/rail_schema.py @@ -389,6 +389,7 @@ def rail_string_to_schema(rail_string: str) -> ProcessedSchema: messages = rail_xml.find("messages") if messages is not None: + parse_element(messages, processed_schema, "messages") extracted_messages = [] for msg in messages: if msg.tag == "message": @@ -407,7 +408,7 @@ def rail_string_to_schema(rail_string: str) -> ProcessedSchema: role = message.attrib.get("role") content = message.text extracted_reask_messages.append({"role": role, "content": content}) - processed_schema.exec_opts.messages = extracted_reask_messages + processed_schema.exec_opts.reask_messages = extracted_reask_messages return processed_schema diff --git a/guardrails/telemetry/guard_tracing.py b/guardrails/telemetry/guard_tracing.py index c0eb8ba6d..6f7b58a17 100644 --- a/guardrails/telemetry/guard_tracing.py +++ b/guardrails/telemetry/guard_tracing.py @@ -35,22 +35,19 @@ def add_guard_attributes( history: Stack[Call], resp: ValidationOutcome, ): - instructions = history.last.compiled_instructions if history.last else "" - prompt = history.last.compiled_prompt if history.last else "" messages = [] if history.last and history.last.iterations.last: messages = history.last.iterations.last.inputs.messages or [] - if not instructions: - system_messages = [msg for msg in messages if msg["role"] == "system"] - system_message = system_messages[-1] if system_messages else {} - instructions = system_message.get("content", "") - if not prompt: - user_messages = [msg for msg in messages if msg["role"] == "user"] - user_message = user_messages[-1] if user_messages else {} - prompt = user_message.get("content", "") + + system_messages = [msg for msg in messages if msg["role"] == "system"] + system_message = system_messages[-1] if system_messages else {} + + user_messages = [msg for msg in messages if msg["role"] == "user"] + user_message = user_messages[-1] if user_messages else {} + input_value = f""" - {instructions} - {prompt} + {system_message} + {user_message} """ trace_operation( input_mime_type="text/plain", diff --git a/tests/integration_tests/mock_llm_outputs.py b/tests/integration_tests/mock_llm_outputs.py index daa8c4cef..b88c22fa5 100644 --- a/tests/integration_tests/mock_llm_outputs.py +++ b/tests/integration_tests/mock_llm_outputs.py @@ -1,68 +1,21 @@ from guardrails.llm_providers import ( ArbitraryCallable, AsyncArbitraryCallable, - AsyncOpenAICallable, - OpenAICallable, - OpenAIChatCallable, + AsyncLiteLLMCallable, + LiteLLMCallable, ) from guardrails.classes.llm.llm_response import LLMResponse -from .test_assets import entity_extraction, lists_object, pydantic, python_rail, string +from .test_assets import entity_extraction, pydantic, python_rail, string -class MockOpenAICallable(OpenAICallable): - # NOTE: this class normally overrides `llm_providers.OpenAICallable`, - # which compiles instructions and prompt into a single prompt; - # here the instructions are passed into kwargs and ignored - def _invoke_llm(self, prompt, *args, **kwargs): - """Mock the OpenAI API call to Completion.create.""" - - _rail_to_compiled_prompt = { # noqa - entity_extraction.RAIL_SPEC_WITH_REASK: entity_extraction.COMPILED_PROMPT, - } - - mock_llm_responses = { - entity_extraction.COMPILED_PROMPT: entity_extraction.LLM_OUTPUT, - entity_extraction.COMPILED_PROMPT_REASK: entity_extraction.LLM_OUTPUT_REASK, - entity_extraction.COMPILED_PROMPT_FULL_REASK: entity_extraction.LLM_OUTPUT_FULL_REASK, # noqa: E501 - entity_extraction.COMPILED_PROMPT_SKELETON_REASK_1: entity_extraction.LLM_OUTPUT_SKELETON_REASK_1, # noqa: E501 - entity_extraction.COMPILED_PROMPT_SKELETON_REASK_2: entity_extraction.LLM_OUTPUT_SKELETON_REASK_2, # noqa: E501 - pydantic.COMPILED_PROMPT: pydantic.LLM_OUTPUT, - pydantic.COMPILED_PROMPT_REASK_1: pydantic.LLM_OUTPUT_REASK_1, - pydantic.COMPILED_PROMPT_FULL_REASK_1: pydantic.LLM_OUTPUT_FULL_REASK_1, - pydantic.COMPILED_PROMPT_REASK_2: pydantic.LLM_OUTPUT_REASK_2, - pydantic.COMPILED_PROMPT_FULL_REASK_2: pydantic.LLM_OUTPUT_FULL_REASK_2, - pydantic.COMPILED_PROMPT_ENUM: pydantic.LLM_OUTPUT_ENUM, - pydantic.COMPILED_PROMPT_ENUM_2: pydantic.LLM_OUTPUT_ENUM_2, - string.COMPILED_PROMPT: string.LLM_OUTPUT, - string.COMPILED_PROMPT_REASK: string.LLM_OUTPUT_REASK, - string.COMPILED_LIST_PROMPT: string.LIST_LLM_OUTPUT, - python_rail.VALIDATOR_PARALLELISM_PROMPT_1: python_rail.VALIDATOR_PARALLELISM_RESPONSE_1, # noqa: E501 - python_rail.VALIDATOR_PARALLELISM_PROMPT_2: python_rail.VALIDATOR_PARALLELISM_RESPONSE_2, # noqa: E501 - python_rail.VALIDATOR_PARALLELISM_PROMPT_3: python_rail.VALIDATOR_PARALLELISM_RESPONSE_3, # noqa: E501 - lists_object.LIST_PROMPT: lists_object.LIST_OUTPUT, - } - - try: - output = mock_llm_responses[prompt] - return LLMResponse( - output=output, - prompt_token_count=123, - response_token_count=1234, - ) - except KeyError: - print("Unrecognized prompt!") - print(prompt) - raise ValueError("Compiled prompt not found") - - -class MockAsyncOpenAICallable(AsyncOpenAICallable): +class MockAsyncLiteLLMCallable(AsyncLiteLLMCallable): async def invoke_llm(self, prompt, *args, **kwargs): - sync_mock = MockOpenAICallable() + sync_mock = MockLiteLLMCallable() return sync_mock._invoke_llm(prompt, *args, **kwargs) -class MockOpenAIChatCallable(OpenAIChatCallable): +class MockLiteLLMCallable(LiteLLMCallable): def _invoke_llm( self, prompt=None, diff --git a/tests/integration_tests/test_assets/entity_extraction/filter.rail b/tests/integration_tests/test_assets/entity_extraction/filter.rail index c5b17a648..2464e9df0 100644 --- a/tests/integration_tests/test_assets/entity_extraction/filter.rail +++ b/tests/integration_tests/test_assets/entity_extraction/filter.rail @@ -14,8 +14,8 @@ on-fail-two-words="filter"/> - - + + Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'. ${document} @@ -24,6 +24,7 @@ ${gr.xml_prefix_prompt} ${xml_output_schema} -${gr.xml_suffix_prompt_v2_wo_none} +${gr.xml_suffix_prompt_v2_wo_none} + \ No newline at end of file diff --git a/tests/integration_tests/test_assets/entity_extraction/fix.rail b/tests/integration_tests/test_assets/entity_extraction/fix.rail index eb273bdb7..b31e5cb7b 100644 --- a/tests/integration_tests/test_assets/entity_extraction/fix.rail +++ b/tests/integration_tests/test_assets/entity_extraction/fix.rail @@ -13,8 +13,8 @@ - - + + Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'. ${document} @@ -23,6 +23,7 @@ ${gr.xml_prefix_prompt} ${xml_output_schema} -${gr.xml_suffix_prompt_v2_wo_none} +${gr.xml_suffix_prompt_v2_wo_none} + \ No newline at end of file diff --git a/tests/integration_tests/test_assets/entity_extraction/fix_chat_model.rail b/tests/integration_tests/test_assets/entity_extraction/fix_chat_model.rail index b2457c2dd..4afca6c42 100644 --- a/tests/integration_tests/test_assets/entity_extraction/fix_chat_model.rail +++ b/tests/integration_tests/test_assets/entity_extraction/fix_chat_model.rail @@ -13,15 +13,13 @@ - - + + You are a helpful assistant only capable of communicating with valid JSON, and no other text. ${gr.xml_suffix_prompt_examples} - - - - + + Given the following document, answer the following questions. If the answer doesn't exist in the document, enter `null`. ${document} @@ -31,6 +29,7 @@ Extract information from this document and return a JSON that follows the correc ${gr.xml_prefix_prompt} ${xml_output_schema} - + + \ No newline at end of file diff --git a/tests/integration_tests/test_assets/entity_extraction/noop.rail b/tests/integration_tests/test_assets/entity_extraction/noop.rail index be2954d4f..49d0e8548 100644 --- a/tests/integration_tests/test_assets/entity_extraction/noop.rail +++ b/tests/integration_tests/test_assets/entity_extraction/noop.rail @@ -13,8 +13,8 @@ - - + + Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'. ${document} @@ -23,6 +23,7 @@ ${gr.xml_prefix_prompt} ${xml_output_schema} -${gr.xml_suffix_prompt_v2_wo_none} +${gr.xml_suffix_prompt_v2_wo_none} + \ No newline at end of file diff --git a/tests/integration_tests/test_assets/entity_extraction/reask.rail b/tests/integration_tests/test_assets/entity_extraction/reask.rail index 6a3bcb071..e8c642721 100644 --- a/tests/integration_tests/test_assets/entity_extraction/reask.rail +++ b/tests/integration_tests/test_assets/entity_extraction/reask.rail @@ -15,7 +15,8 @@ on-fail-two-words="reask"/> - + + Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'. ${document} @@ -24,6 +25,7 @@ ${gr.xml_prefix_prompt} ${xml_output_schema} -${gr.xml_suffix_prompt_v2_wo_none} +${gr.xml_suffix_prompt_v2_wo_none} + \ No newline at end of file diff --git a/tests/integration_tests/test_assets/entity_extraction/refrain.rail b/tests/integration_tests/test_assets/entity_extraction/refrain.rail index 1801b38ba..f020e87d9 100644 --- a/tests/integration_tests/test_assets/entity_extraction/refrain.rail +++ b/tests/integration_tests/test_assets/entity_extraction/refrain.rail @@ -14,7 +14,8 @@ - + + Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'. ${document} @@ -23,6 +24,6 @@ ${gr.xml_prefix_prompt} ${xml_output_schema} -${gr.xml_suffix_prompt_v2_wo_none} - +${gr.xml_suffix_prompt_v2_wo_none} + \ No newline at end of file diff --git a/tests/integration_tests/test_assets/entity_extraction/skeleton_reask.rail b/tests/integration_tests/test_assets/entity_extraction/skeleton_reask.rail index b8cf35448..e9ca3540e 100644 --- a/tests/integration_tests/test_assets/entity_extraction/skeleton_reask.rail +++ b/tests/integration_tests/test_assets/entity_extraction/skeleton_reask.rail @@ -11,8 +11,8 @@ - - + + Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'. @@ -22,6 +22,7 @@ ${gr.xml_prefix_prompt} ${xml_output_schema} -${gr.xml_suffix_prompt_v2_wo_none} +${gr.xml_suffix_prompt_v2_wo_none} + \ No newline at end of file diff --git a/tests/integration_tests/test_data_validation.py b/tests/integration_tests/test_data_validation.py index 8a4c32865..27559a80a 100644 --- a/tests/integration_tests/test_data_validation.py +++ b/tests/integration_tests/test_data_validation.py @@ -60,11 +60,11 @@ def test_choice_validation(llm_output, raises, fails, has_error): - - + + Dummy prompt. - - + + """ guard = Guard.from_rail_string(rail_spec) @@ -117,7 +117,9 @@ class Flight(BaseModel): class Choice(BaseModel): choice: Union[Fight, Flight] = Field(..., discriminator="action") - guard = Guard.from_pydantic(output_class=Choice, prompt="Dummy prompt.") + guard = Guard.from_pydantic( + output_class=Choice, messages=[{"role": "user", "content": "Dummy prompt."}] + ) # If raises is True, then the test should raise an exception. # For our existing test cases this will always be a ValidationError diff --git a/tests/integration_tests/test_guard.py b/tests/integration_tests/test_guard.py index 4038ae18d..5f80c2318 100644 --- a/tests/integration_tests/test_guard.py +++ b/tests/integration_tests/test_guard.py @@ -26,8 +26,7 @@ ) from .mock_llm_outputs import ( - MockOpenAICallable, - MockOpenAIChatCallable, + MockLiteLLMCallable, entity_extraction, lists_object, ) @@ -149,7 +148,7 @@ def test_entity_extraction_with_reask( second time. """ mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAICallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) second_response = ( entity_extraction.LLM_OUTPUT_FULL_REASK @@ -259,7 +258,7 @@ def test_entity_extraction_with_reask( ) def test_entity_extraction_with_noop(mocker, rail, prompt): """Test that the entity extraction works with re-asking.""" - mocker.patch("guardrails.llm_providers.OpenAICallable", new=MockOpenAICallable) + mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer(rail, prompt) @@ -305,7 +304,7 @@ def test_entity_extraction_with_noop(mocker, rail, prompt): ) def test_entity_extraction_with_filter(mocker, rail, prompt): """Test that the entity extraction works with re-asking.""" - mocker.patch("guardrails.llm_providers.OpenAICallable", new=MockOpenAICallable) + mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer(rail, prompt) @@ -340,7 +339,7 @@ def test_entity_extraction_with_filter(mocker, rail, prompt): ) def test_entity_extraction_with_fix(mocker, rail, prompt): """Test that the entity extraction works with re-asking.""" - mocker.patch("guardrails.llm_providers.OpenAICallable", new=MockOpenAICallable) + mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer(rail, prompt) @@ -376,7 +375,7 @@ def test_entity_extraction_with_fix(mocker, rail, prompt): ) def test_entity_extraction_with_refrain(mocker, rail, prompt): """Test that the entity extraction works with re-asking.""" - mocker.patch("guardrails.llm_providers.OpenAICallable", new=MockOpenAICallable) + mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer(rail, prompt) @@ -557,7 +556,7 @@ def test_entity_extraction_with_reask_with_optional_prompts( mock_openai_invoke_llm = None if llm_api == openai.completions.create: mock_openai_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAICallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) else: mock_openai_invoke_llm = mocker.patch( @@ -572,7 +571,7 @@ def test_entity_extraction_with_reask_with_optional_prompts( llm_api=llm_api, prompt=prompt, instructions=instructions, - msg_history=history, + messages=history, prompt_params={"document": content[:6000]}, num_reasks=1, ) @@ -632,7 +631,7 @@ def test_skeleton_reask(mocker): from unittest.mock import patch with patch( - "guardrails.llm_providers.OpenAICallable._invoke_llm", + "guardrails.llm_providers.LiteLLMCallable._invoke_llm", side_effect=[ LLMResponse( output=entity_extraction.LLM_OUTPUT_SKELETON_REASK_1, @@ -705,13 +704,13 @@ def test_string_with_message_history_reask(mocker): reask.""" mocker.patch( "guardrails.llm_providers.OpenAIChatCallable", - new=MockOpenAIChatCallable, + new=MockLiteLLMCallable, ) - guard = gd.Guard.from_rail_string(string.RAIL_SPEC_FOR_MSG_HISTORY) + guard = gd.Guard.from_rail_string(string.RAIL_SPEC_FOR_messages) final_output = guard( llm_api=openai.chat.completions.create, - msg_history=string.MOVIE_MSG_HISTORY, + messages=string.MOVIE_messages, temperature=0.0, model="gpt-3.5-turbo", ) @@ -744,12 +743,12 @@ def test_pydantic_with_message_history_reask(mocker): ) mock_invoke_llm.side_effect = [ LLMResponse( - output=pydantic.MSG_HISTORY_LLM_OUTPUT_INCORRECT, + output=pydantic.messages_LLM_OUTPUT_INCORRECT, prompt_token_count=123, response_token_count=1234, ), LLMResponse( - output=pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT, + output=pydantic.messages_LLM_OUTPUT_CORRECT, prompt_token_count=123, response_token_count=1234, ), @@ -764,17 +763,17 @@ def test_pydantic_with_message_history_reask(mocker): }, ) - guard = gd.Guard.from_pydantic(output_class=pydantic.WITH_MSG_HISTORY) + guard = gd.Guard.from_pydantic(output_class=pydantic.WITH_messages) final_output = guard( llm_api=openai.chat.completions.create, - msg_history=string.MOVIE_MSG_HISTORY, + messages=string.MOVIE_messages, temperature=0.0, model="gpt-3.5-turbo", ) - assert final_output.raw_llm_output == pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT + assert final_output.raw_llm_output == pydantic.messages_LLM_OUTPUT_CORRECT assert final_output.validated_output == json.loads( - pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT + pydantic.messages_LLM_OUTPUT_CORRECT ) call = guard.history.first @@ -784,7 +783,7 @@ def test_pydantic_with_message_history_reask(mocker): assert call.compiled_instructions is None assert call.compiled_prompt is None - assert call.iterations.first.raw_output == pydantic.MSG_HISTORY_LLM_OUTPUT_INCORRECT + assert call.iterations.first.raw_output == pydantic.messages_LLM_OUTPUT_INCORRECT assert ( call.iterations.first.validation_response == pydantic.MSG_VALIDATED_OUTPUT_REASK ) @@ -792,13 +791,13 @@ def test_pydantic_with_message_history_reask(mocker): # For re-asked prompt and output assert call.reask_prompts.last == pydantic.MSG_COMPILED_PROMPT_REASK assert call.reask_instructions.last == pydantic.MSG_COMPILED_INSTRUCTIONS_REASK - assert call.raw_outputs.last == pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT - assert call.guarded_output == json.loads(pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT) + assert call.raw_outputs.last == pydantic.messages_LLM_OUTPUT_CORRECT + assert call.guarded_output == json.loads(pydantic.messages_LLM_OUTPUT_CORRECT) def test_sequential_validator_log_is_not_duplicated(mocker): mocker.patch( - "guardrails.llm_providers.OpenAICallable._invoke_llm", + "guardrails.llm_providers.LiteLLMCallable._invoke_llm", return_value=LLMResponse( output=entity_extraction.LLM_OUTPUT, prompt_token_count=123, @@ -841,7 +840,7 @@ def test_sequential_validator_log_is_not_duplicated(mocker): def test_in_memory_validator_log_is_not_duplicated(mocker): mocker.patch( - "guardrails.llm_providers.OpenAICallable._invoke_llm", + "guardrails.llm_providers.LiteLLMCallable._invoke_llm", return_value=LLMResponse( output=entity_extraction.LLM_OUTPUT, prompt_token_count=123, @@ -892,7 +891,7 @@ def custom_llm( prompt: Optional[str] = None, *args, instructions: Optional[str] = None, - msg_history: Optional[List[Dict[str, str]]] = None, + messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: nonlocal return_value @@ -939,7 +938,7 @@ def test_guard_with_top_level_list_return_type(mocker, rail, prompt): # Create a Guard with a top level list return type # Mock the LLM - mocker.patch("guardrails.llm_providers.OpenAICallable", new=MockOpenAICallable) + mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) guard = guard_initializer(rail, prompt=prompt) @@ -960,34 +959,34 @@ def test_pydantic_with_lite_llm(mocker): ) mock_invoke_llm.side_effect = [ LLMResponse( - output=pydantic.MSG_HISTORY_LLM_OUTPUT_INCORRECT, + output=pydantic.messages_LLM_OUTPUT_INCORRECT, prompt_token_count=123, response_token_count=1234, ), LLMResponse( - output=pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT, + output=pydantic.messages_LLM_OUTPUT_CORRECT, prompt_token_count=123, response_token_count=1234, ), ] - guard = gd.Guard.from_pydantic(output_class=pydantic.WITH_MSG_HISTORY) + guard = gd.Guard.from_pydantic(output_class=pydantic.WITH_messages) final_output = guard( - messages=string.MOVIE_MSG_HISTORY, model="gpt-3.5-turbo", max_tokens=10 + messages=string.MOVIE_messages, model="gpt-3.5-turbo", max_tokens=10 ) - assert guard.history.last.inputs.msg_history == [ + assert guard.history.last.inputs.messages == [ {"role": "system", "content": "You are a helpful assistant."}, {"role": "user", "content": "Can you give me your favorite movie?"}, ] call = guard.history.first assert call.iterations.length == 2 - assert final_output.raw_llm_output == pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT + assert final_output.raw_llm_output == pydantic.messages_LLM_OUTPUT_CORRECT def test_string_output(mocker): """Test single string (non-JSON) generation.""" mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAICallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) mock_invoke_llm.side_effect = [ LLMResponse( @@ -1082,7 +1081,7 @@ class Tasks(BaseModel): final_output = guard( llm_api=openai.chat.completions.create, - msg_history=[ + messages=[ { "role": "user", "content": "You are a helpful assistant" @@ -1118,7 +1117,7 @@ class Tasks(BaseModel): def test_string_reask(mocker): """Test single string (non-JSON) generation with re-asking.""" mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAICallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) mock_invoke_llm.side_effect = [ LLMResponse( @@ -1269,7 +1268,7 @@ def test_guard_from_pydantic_with_mock_hf_model(): _ = guard( model.generate, tokenizer=tokenizer, - prompt="Don't care about the output.", + messages=[{"role": "user", "content": "Don't care about the output."}], ) @@ -1459,133 +1458,6 @@ def test_guard_use_many_same_instance_on_two_guards(self, mocker): # With 0.6.0 we can drop the baggage of # the prompt and instructions and just pass in the messages. class TestCustomLLMApi: - def test_with_prompt(self, mocker): - mock_llm = mocker.Mock() - - def custom_llm( - prompt: Optional[str] = None, - *args, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict[str, str]]] = None, - **kwargs, - ) -> str: - mock_llm( - prompt, - *args, - instructions=instructions, - msg_history=msg_history, - **kwargs, - ) - return "Not really, no. I'm just a static function." - - guard = Guard().use( - ValidLength(1, 100), - ) - output = guard( - llm_api=custom_llm, - prompt="Can you generate a list of 10 things that are not food?", - ) - - assert output.validation_passed is True - assert output.validated_output == "Not really, no. I'm just a static function." - mock_llm.assert_called_once_with( - "Can you generate a list of 10 things that are not food?", - instructions=None, - msg_history=None, - temperature=0, - ) - - def test_with_prompt_and_instructions(self, mocker): - mock_llm = mocker.Mock() - - def custom_llm( - prompt: Optional[str] = None, - *args, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict[str, str]]] = None, - **kwargs, - ) -> str: - mock_llm( - prompt, - *args, - instructions=instructions, - msg_history=msg_history, - **kwargs, - ) - return "Not really, no. I'm just a static function." - - guard = Guard().use( - ValidLength(1, 100), - ) - output = guard( - llm_api=custom_llm, - prompt="Can you generate a list of 10 things that are not food?", - instructions="You are a list generator. You can generate a list of things that are not food.", # noqa - ) - - assert output.validation_passed is True - assert output.validated_output == "Not really, no. I'm just a static function." - mock_llm.assert_called_once_with( - "Can you generate a list of 10 things that are not food?", - instructions="You are a list generator. You can generate a list of things that are not food.", # noqa - msg_history=None, - temperature=0, - ) - - def test_with_msg_history(self, mocker): - mock_llm = mocker.Mock() - - def custom_llm( - prompt: Optional[str] = None, - *args, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict[str, str]]] = None, - **kwargs, - ) -> str: - mock_llm( - prompt, - *args, - instructions=instructions, - msg_history=msg_history, - **kwargs, - ) - return "Not really, no. I'm just a static function." - - guard = Guard().use( - ValidLength(1, 100), - ) - output = guard( - llm_api=custom_llm, - msg_history=[ - { - "role": "system", - "content": "You are a list generator. You can generate a list of things that are not food.", # noqa - }, - { - "role": "user", - "content": "Can you generate a list of 10 things that are not food?", # noqa - }, - ], - ) - - assert output.validation_passed is True - assert output.validated_output == "Not really, no. I'm just a static function." - mock_llm.assert_called_once_with( - None, - instructions=None, - msg_history=[ - { - "role": "system", - "content": "You are a list generator. You can generate a list of things that are not food.", # noqa - }, - { - "role": "user", - "content": "Can you generate a list of 10 things that are not food?", # noqa - }, - ], - temperature=0, - ) - def test_with_messages(self, mocker): mock_llm = mocker.Mock() @@ -1593,14 +1465,14 @@ def custom_llm( prompt: Optional[str] = None, *args, instructions: Optional[str] = None, - msg_history: Optional[List[Dict[str, str]]] = None, + messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: mock_llm( prompt, *args, instructions=instructions, - msg_history=msg_history, + messages=messages, **kwargs, ) return "Not really, no. I'm just a static function." @@ -1627,16 +1499,6 @@ def custom_llm( mock_llm.assert_called_once_with( None, instructions=None, - msg_history=[ - { - "role": "system", - "content": "You are a list generator. You can generate a list of things that are not food.", # noqa - }, - { - "role": "user", - "content": "Can you generate a list of 10 things that are not food?", # noqa - }, - ], messages=[ { "role": "system", diff --git a/tests/integration_tests/test_multi_reask.py b/tests/integration_tests/test_multi_reask.py index e3037b93d..b59a3e362 100644 --- a/tests/integration_tests/test_multi_reask.py +++ b/tests/integration_tests/test_multi_reask.py @@ -10,7 +10,7 @@ def test_multi_reask(mocker): """Test that parallel reasking works.""" mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAICallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) mock_invoke_llm.side_effect = [ LLMResponse( diff --git a/tests/integration_tests/test_parsing.py b/tests/integration_tests/test_parsing.py index 22eb4dd23..33da4fad2 100644 --- a/tests/integration_tests/test_parsing.py +++ b/tests/integration_tests/test_parsing.py @@ -31,7 +31,8 @@ def test_parsing_reask(mocker): ] guard = gd.Guard.from_pydantic( - output_class=pydantic.PersonalDetails, prompt=pydantic.PARSING_INITIAL_PROMPT + output_class=pydantic.PersonalDetails, + messages=[{"role": "user", "content": pydantic.PARSING_INITIAL_PROMPT}], ) final_output = guard( diff --git a/tests/integration_tests/test_pydantic.py b/tests/integration_tests/test_pydantic.py index 9bc60105a..15610acb1 100644 --- a/tests/integration_tests/test_pydantic.py +++ b/tests/integration_tests/test_pydantic.py @@ -16,7 +16,7 @@ def test_pydantic_with_reask(mocker): """Test that the entity extraction works with re-asking.""" mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAICallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) mock_invoke_llm.side_effect = [ LLMResponse( diff --git a/tests/integration_tests/test_python_rail.py b/tests/integration_tests/test_python_rail.py index eecfa4738..9c64becf9 100644 --- a/tests/integration_tests/test_python_rail.py +++ b/tests/integration_tests/test_python_rail.py @@ -17,7 +17,7 @@ ) from tests.integration_tests.test_assets.validators import ValidLength, TwoWords -from .mock_llm_outputs import MockOpenAICallable +from .mock_llm_outputs import MockLiteLLMCallable from .test_assets import python_rail, string @@ -176,7 +176,7 @@ def test_python_rail(mocker): def test_python_string(mocker): """Test single string (non-JSON) generation via pydantic with re-asking.""" - mocker.patch("guardrails.llm_providers.OpenAICallable", new=MockOpenAICallable) + mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) validators = [TwoWords(on_fail=OnFailAction.REASK)] description = "Name for the pizza" diff --git a/tests/integration_tests/test_run.py b/tests/integration_tests/test_run.py index 7190151d5..cd7d3af41 100644 --- a/tests/integration_tests/test_run.py +++ b/tests/integration_tests/test_run.py @@ -4,9 +4,7 @@ from guardrails.classes.history.iteration import Iteration from guardrails.classes.llm.llm_response import LLMResponse from guardrails.classes.output_type import OutputTypes -from guardrails.llm_providers import AsyncOpenAICallable, OpenAICallable -from guardrails.prompt.instructions import Instructions -from guardrails.prompt.prompt import Prompt +from guardrails.llm_providers import AsyncLiteLLMCallable, LiteLLMCallable from guardrails.run import AsyncRunner, Runner from guardrails.types.on_fail import OnFailAction @@ -33,10 +31,11 @@ def runner_instance(is_sync: bool): output_schema=OUTPUT_SCHEMA, num_reasks=0, validation_map=validation_map, - prompt=PROMPT, - instructions=INSTRUCTIONS, - msg_history=None, - api=OpenAICallable, + messages=[ + {"role": "system", "content": INSTRUCTIONS}, + {"role": "user", "content": PROMPT}, + ], + api=LiteLLMCallable, ) else: return AsyncRunner( @@ -44,17 +43,18 @@ def runner_instance(is_sync: bool): output_schema=OUTPUT_SCHEMA, num_reasks=0, validation_map=validation_map, - prompt=PROMPT, - instructions=INSTRUCTIONS, - msg_history=None, - api=AsyncOpenAICallable, + messages=[ + {"role": "system", "content": INSTRUCTIONS}, + {"role": "user", "content": PROMPT}, + ], + api=AsyncLiteLLMCallable, ) @pytest.mark.asyncio async def test_sync_async_validate_equivalence(mocker): mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.AsyncOpenAICallable.invoke_llm", + "guardrails.llm_providers.AsyncLiteLLMCallable.invoke_llm", ) mock_invoke_llm.side_effect = [ LLMResponse( @@ -86,7 +86,7 @@ async def test_sync_async_validate_equivalence(mocker): @pytest.mark.asyncio async def test_sync_async_step_equivalence(mocker): mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.AsyncOpenAICallable.invoke_llm", + "guardrails.llm_providers.AsyncLiteLLMCallable.invoke_llm", ) mock_invoke_llm.side_effect = [ LLMResponse( @@ -103,9 +103,11 @@ async def test_sync_async_step_equivalence(mocker): 1, OUTPUT_SCHEMA, call_log, - api=OpenAICallable(**{"temperature": 0}), - instructions=Instructions(INSTRUCTIONS), - prompt=Prompt(PROMPT), + api=LiteLLMCallable(**{"temperature": 0}), + messages=[ + {"role": "system", "content": INSTRUCTIONS}, + {"role": "user", "content": PROMPT}, + ], prompt_params={}, output=OUTPUT, ) @@ -115,9 +117,11 @@ async def test_sync_async_step_equivalence(mocker): 1, OUTPUT_SCHEMA, call_log, - api=AsyncOpenAICallable(**{"temperature": 0}), - instructions=Instructions(INSTRUCTIONS), - prompt=Prompt(PROMPT), + api=AsyncLiteLLMCallable(**{"temperature": 0}), + messages=[ + {"role": "system", "content": INSTRUCTIONS}, + {"role": "user", "content": PROMPT}, + ], prompt_params={}, output=OUTPUT, ) diff --git a/tests/integration_tests/test_streaming.py b/tests/integration_tests/test_streaming.py index acb24518d..c6eac4363 100644 --- a/tests/integration_tests/test_streaming.py +++ b/tests/integration_tests/test_streaming.py @@ -1,5 +1,5 @@ # 3 tests -# 1. Test streaming with OpenAICallable (mock openai.Completion.create) +# 1. Test streaming with LiteLLMCallable (mock openai.Completion.create) # 2. Test streaming with OpenAIChatCallable (mock openai.ChatCompletion.create) # 3. Test string schema streaming # Using the LowerCase Validator, and a custom validator to show new streaming behavior @@ -207,24 +207,38 @@ class MinSentenceLengthNoOp(BaseModel): ' too."}', ] +MESSAGES = [ + { + "role": "user", + "content": PROMPT, + } +] + +STR_MESSAGES = [ + { + "role": "user", + "content": STR_PROMPT, + } +] + @pytest.mark.parametrize( "guard, expected_validated_output", [ ( - gd.Guard.from_pydantic(output_class=LowerCaseNoop, prompt=PROMPT), + gd.Guard.from_pydantic(output_class=LowerCaseNoop, messages=MESSAGES), expected_noop_output, ), ( - gd.Guard.from_pydantic(output_class=LowerCaseFix, prompt=PROMPT), + gd.Guard.from_pydantic(output_class=LowerCaseFix, messages=MESSAGES), expected_fix_output, ), ( - gd.Guard.from_pydantic(output_class=LowerCaseFilter, prompt=PROMPT), + gd.Guard.from_pydantic(output_class=LowerCaseFilter, messages=MESSAGES), expected_filter_refrain_output, ), ( - gd.Guard.from_pydantic(output_class=LowerCaseRefrain, prompt=PROMPT), + gd.Guard.from_pydantic(output_class=LowerCaseRefrain, messages=MESSAGES), expected_filter_refrain_output, ), ], @@ -234,7 +248,7 @@ def test_streaming_with_openai_callable( guard, expected_validated_output, ): - """Test streaming with OpenAICallable. + """Test streaming with LiteLLMCallable. Mocks openai.Completion.create. """ @@ -268,19 +282,19 @@ def test_streaming_with_openai_callable( "guard, expected_validated_output", [ ( - gd.Guard.from_pydantic(output_class=LowerCaseNoop, prompt=PROMPT), + gd.Guard.from_pydantic(output_class=LowerCaseNoop, messages=MESSAGES), expected_noop_output, ), ( - gd.Guard.from_pydantic(output_class=LowerCaseFix, prompt=PROMPT), + gd.Guard.from_pydantic(output_class=LowerCaseFix, messages=MESSAGES), expected_fix_output, ), ( - gd.Guard.from_pydantic(output_class=LowerCaseFilter, prompt=PROMPT), + gd.Guard.from_pydantic(output_class=LowerCaseFilter, messages=MESSAGES), expected_filter_refrain_output, ), ( - gd.Guard.from_pydantic(output_class=LowerCaseRefrain, prompt=PROMPT), + gd.Guard.from_pydantic(output_class=LowerCaseRefrain, messages=MESSAGES), expected_filter_refrain_output, ), ], @@ -345,7 +359,7 @@ def test_streaming_with_openai_chat_callable( validators=[ MinSentenceLengthValidator(26, 30, on_fail=OnFailAction.NOOP) ], - prompt=STR_PROMPT, + messages=STR_MESSAGES, ), # each value is a tuple # first is expected text inside span @@ -437,7 +451,12 @@ def test_noop_behavior_two_validators(mocker): Make every third word all caps.""" gen = guard( llm_api=openai.chat.completions.create, - prompt=prompt, + messages=[ + { + "role": "user", + "content": prompt, + } + ], model="gpt-4", stream=True, ) @@ -475,7 +494,12 @@ def test_fix_behavior_one_validator(mocker): Make every third word all caps.""" gen = guard( llm_api=openai.chat.completions.create, - prompt=prompt, + messages=[ + { + "role": "user", + "content": prompt, + } + ], model="gpt-4", stream=True, ) @@ -518,7 +542,12 @@ def test_fix_behavior_two_validators(mocker): Make every third word all caps.""" gen = guard( llm_api=openai.chat.completions.create, - prompt=prompt, + messages=[ + { + "role": "user", + "content": prompt, + } + ], model="gpt-4", stream=True, ) @@ -571,7 +600,12 @@ def test_fix_behavior_three_validators(mocker): Make every third word all caps.""" gen = guard( llm_api=openai.chat.completions.create, - prompt=prompt, + messages=[ + { + "role": "user", + "content": prompt, + } + ], model="gpt-4", stream=True, ) @@ -626,7 +660,7 @@ def test_fix_behavior_three_validators(mocker): # Make every third word all caps.""" # gen = guard( # llm_api=openai.chat.completions.create, -# prompt=prompt, +# messages=MESSAGES, # model="gpt-4", # stream=True, # ) @@ -671,7 +705,12 @@ def test_refrain_behavior(mocker): Make every third word all caps.""" gen = guard( llm_api=openai.chat.completions.create, - prompt=prompt, + messages=[ + { + "role": "user", + "content": prompt, + } + ], model="gpt-4", stream=True, ) @@ -707,7 +746,12 @@ def test_filter_behavior(mocker): Make every third word all caps.""" gen = guard( llm_api=openai.chat.completions.create, - prompt=prompt, + messages=[ + { + "role": "user", + "content": prompt, + } + ], model="gpt-4", stream=True, ) diff --git a/tests/unit_tests/classes/history/test_call.py b/tests/unit_tests/classes/history/test_call.py index 8002ed65b..d0804ecf1 100644 --- a/tests/unit_tests/classes/history/test_call.py +++ b/tests/unit_tests/classes/history/test_call.py @@ -6,8 +6,6 @@ from guardrails.classes.history.outputs import Outputs from guardrails.constants import not_run_status, pass_status from guardrails.llm_providers import ArbitraryCallable -from guardrails.prompt.instructions import Instructions -from guardrails.prompt.prompt import Prompt from guardrails.classes.llm.llm_response import LLMResponse from guardrails.classes.validation.validator_logs import ValidatorLogs from guardrails.actions.reask import ReAsk @@ -19,13 +17,10 @@ def test_empty_initialization(): assert call.iterations == Stack() assert call.inputs == CallInputs() - assert call.prompt is None + assert call.messages is None assert call.prompt_params is None - assert call.compiled_prompt is None - assert call.reask_prompts == Stack() - assert call.instructions is None - assert call.compiled_instructions is None - assert call.reask_instructions == Stack() + assert call.compiled_messages is None + assert call.reask_messages == [] assert call.logs == Stack() assert call.tokens_consumed is None assert call.prompt_tokens_consumed is None @@ -51,16 +46,23 @@ def custom_llm(prompt, *args, instructions=None, msg_history=None, **kwargs): return "Hello there!" llm_api = custom_llm - prompt = "Respond with a ${greeting_type} greeting." - instructions = "You are a greeting bot." + messages = [ + { + "role": "system", + "content": "You are a greeting bot.", + }, + { + "role": "user", + "content": "Respond with a {greeting_type} greeting.", + }, + ] args = ["arg1"] kwargs = {"kwarg1": 1} prompt_params = {"greeting_type": "friendly"} call_inputs = CallInputs( llm_api=llm_api, - prompt=prompt, - instructions=instructions, + messages=messages, prompt_params=prompt_params, args=args, kwargs=kwargs, @@ -69,8 +71,6 @@ def custom_llm(prompt, *args, instructions=None, msg_history=None, **kwargs): # First Iteration Inputs iter_llm_api = ArbitraryCallable(llm_api=llm_api) llm_output = "Hello there!" - instructions = Instructions(source=instructions) - iter_prompt = Prompt(source=prompt) num_reasks = 0 metadata = {"some_meta_data": "doesn't actually matter"} full_schema_reask = False @@ -78,8 +78,7 @@ def custom_llm(prompt, *args, instructions=None, msg_history=None, **kwargs): inputs = Inputs( llm_api=iter_llm_api, llm_output=llm_output, - instructions=instructions, - prompt=iter_prompt, + messages=messages, prompt_params=prompt_params, num_reasks=num_reasks, metadata=metadata, @@ -121,13 +120,16 @@ def custom_llm(prompt, *args, instructions=None, msg_history=None, **kwargs): call_id="mock-call", index=0, inputs=inputs, outputs=first_outputs ) - second_iter_prompt = Prompt(source="That wasn't quite right. Try again.") - + second_iter_messages = [ + { + "role": "user", + "content": "That wasn't quite right. Try again.", + } + ] second_inputs = Inputs( llm_api=iter_llm_api, llm_output=llm_output, - instructions=instructions, - prompt=second_iter_prompt, + messages=second_iter_messages, num_reasks=num_reasks, metadata=metadata, full_schema_reask=full_schema_reask, @@ -169,13 +171,19 @@ def custom_llm(prompt, *args, instructions=None, msg_history=None, **kwargs): assert isinstance(call.iterations, Stack) is True assert call.inputs == call_inputs - assert call.prompt == prompt + assert call.messages == messages assert call.prompt_params == prompt_params - assert call.compiled_prompt == "Respond with a friendly greeting." - assert call.reask_prompts == Stack(second_iter_prompt.source) - assert call.instructions == instructions.source - assert call.compiled_instructions == instructions.source - assert call.reask_instructions == Stack(instructions.source) + assert call.compiled_messages == [ + { + "role": "system", + "content": "You are a greeting bot.", + }, + { + "role": "user", + "content": "Respond with a friendly greeting.", + }, + ] + assert call.reask_messages == Stack(second_iter_messages) # TODO: Test this in the integration tests assert call.logs == [] diff --git a/tests/unit_tests/classes/history/test_inputs.py b/tests/unit_tests/classes/history/test_inputs.py index 4ef221c48..7b0441dde 100644 --- a/tests/unit_tests/classes/history/test_inputs.py +++ b/tests/unit_tests/classes/history/test_inputs.py @@ -1,7 +1,5 @@ from guardrails.classes.history.inputs import Inputs -from guardrails.llm_providers import OpenAICallable -from guardrails.prompt.instructions import Instructions -from guardrails.prompt.prompt import Prompt +from guardrails.llm_providers import LiteLLMCallable # Guard against regressions in pydantic BaseModel @@ -20,12 +18,17 @@ def test_empty_initialization(): def test_non_empty_initialization(): - llm_api = OpenAICallable(text="Respond with a greeting.") + llm_api = LiteLLMCallable(text="Respond with a greeting.") llm_output = "Hello there!" - instructions = Instructions(source="You are a greeting bot.") - prompt = Prompt(source="Respond with a ${greeting_type} greeting.") - msg_history = [ - {"some_key": "doesn't actually matter because this isn't that strongly typed"} + messages = [ + { + "role": "system", + "content": "You are a greeting bot.", + }, + { + "role": "user", + "content": "Respond with a ${greeting_type} greeting.", + }, ] prompt_params = {"greeting_type": "friendly"} num_reasks = 0 @@ -35,9 +38,7 @@ def test_non_empty_initialization(): inputs = Inputs( llm_api=llm_api, llm_output=llm_output, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, num_reasks=num_reasks, metadata=metadata, @@ -48,12 +49,8 @@ def test_non_empty_initialization(): assert inputs.llm_api == llm_api assert inputs.llm_output is not None assert inputs.llm_output == llm_output - assert inputs.instructions is not None - assert inputs.instructions == instructions - assert inputs.prompt is not None - assert inputs.prompt == prompt - assert inputs.msg_history is not None - assert inputs.msg_history == msg_history + assert inputs.messages is not None + assert inputs.messages == messages assert inputs.prompt_params is not None assert inputs.prompt_params == prompt_params assert inputs.num_reasks is not None diff --git a/tests/unit_tests/classes/history/test_iteration.py b/tests/unit_tests/classes/history/test_iteration.py index 38bc05d73..6bcf1a7e3 100644 --- a/tests/unit_tests/classes/history/test_iteration.py +++ b/tests/unit_tests/classes/history/test_iteration.py @@ -3,9 +3,7 @@ from guardrails.classes.history.iteration import Iteration from guardrails.classes.history.outputs import Outputs from guardrails.constants import error_status, not_run_status -from guardrails.llm_providers import OpenAICallable -from guardrails.prompt.instructions import Instructions -from guardrails.prompt.prompt import Prompt +from guardrails.llm_providers import LiteLLMCallable from guardrails.classes.llm.llm_response import LLMResponse from guardrails.classes.validation.validator_logs import ValidatorLogs from guardrails.actions.reask import FieldReAsk @@ -38,12 +36,17 @@ def test_empty_initialization(): def test_non_empty_initialization(): # Inputs - llm_api = OpenAICallable(text="Respond with a greeting.") + llm_api = LiteLLMCallable(text="Respond with a greeting.") llm_output = "Hello there!" - instructions = Instructions(source="You are a greeting bot.") - prompt = Prompt(source="Respond with a ${greeting_type} greeting.") - msg_history = [ - {"some_key": "doesn't actually matter because this isn't that strongly typed"} + messages = [ + { + "role": "system", + "content": "You are a greeting bot.", + }, + { + "role": "user", + "content": "Respond with a ${greeting_type} greeting.", + }, ] prompt_params = {"greeting_type": "friendly"} num_reasks = 0 @@ -53,9 +56,7 @@ def test_non_empty_initialization(): inputs = Inputs( llm_api=llm_api, llm_output=llm_output, - instructions=instructions, - prompt=prompt, - msg_history=msg_history, + messages=messages, prompt_params=prompt_params, num_reasks=num_reasks, metadata=metadata, diff --git a/tests/unit_tests/test_async_guard.py b/tests/unit_tests/test_async_guard.py index 0fca512da..683d0dd83 100644 --- a/tests/unit_tests/test_async_guard.py +++ b/tests/unit_tests/test_async_guard.py @@ -196,7 +196,7 @@ class TestClass(BaseModel): py_guard.use(EndsWith("a")) assert py_guard._validator_map.get("$") == [EndsWith("a")] - # Use a combination of prompt, instructions, msg_history and output validators + # Use a combination of prompt, instructions, messages and output validators # Should only have the output validators in the guard, # everything else is in the schema guard: AsyncGuard = ( @@ -204,7 +204,7 @@ class TestClass(BaseModel): .use(LowerCase, on="prompt") .use(OneLine, on="prompt") .use(UpperCase, on="instructions") - .use(LowerCase, on="msg_history") + .use(LowerCase, on="messages") .use( EndsWith, end="a", on="output" ) # default on="output", still explicitly set @@ -213,7 +213,7 @@ class TestClass(BaseModel): ) # default on="output", implicitly set ) - # Check schemas for prompt, instructions and msg_history validators + # Check schemas for prompt, instructions and messages validators prompt_validators = guard._validator_map.get("prompt") assert len(prompt_validators) == 2 assert prompt_validators[0].__class__.__name__ == "LowerCase" @@ -223,9 +223,9 @@ class TestClass(BaseModel): assert len(instructions_validators) == 1 assert instructions_validators[0].__class__.__name__ == "UpperCase" - msg_history_validators = guard._validator_map.get("msg_history") - assert len(msg_history_validators) == 1 - assert msg_history_validators[0].__class__.__name__ == "LowerCase" + messages_validators = guard._validator_map.get("messages") + assert len(messages_validators) == 1 + assert messages_validators[0].__class__.__name__ == "LowerCase" # Check guard for output validators assert len(guard._validators) == 6 # 2 + 1 + 1 + 2 = 6 @@ -352,16 +352,16 @@ class TestClass(BaseModel): assert instructions_validators[2].__class__.__name__ == "TwoWords" assert len(guard._validators) == 3 - # Test with explicitly setting the "on" parameter = "msg_history" + # Test with explicitly setting the "on" parameter = "messages" guard: AsyncGuard = AsyncGuard().use_many( - OneLine(), LowerCase(), TwoWords(on_fail=OnFailAction.REASK), on="msg_history" + OneLine(), LowerCase(), TwoWords(on_fail=OnFailAction.REASK), on="messages" ) - msg_history_validators = guard._validator_map.get("msg_history") - assert len(msg_history_validators) == 3 - assert msg_history_validators[0].__class__.__name__ == "OneLine" - assert msg_history_validators[1].__class__.__name__ == "LowerCase" - assert msg_history_validators[2].__class__.__name__ == "TwoWords" + messages_validators = guard._validator_map.get("messages") + assert len(messages_validators) == 3 + assert messages_validators[0].__class__.__name__ == "OneLine" + assert messages_validators[1].__class__.__name__ == "LowerCase" + assert messages_validators[2].__class__.__name__ == "TwoWords" assert len(guard._validators) == 3 # Test with an unrecognized "on" parameter, should warn with a UserWarning @@ -486,13 +486,13 @@ async def test_output_only_failure(self): @pytest.mark.asyncio async def test_on_many_success(self): # Test with a combination of prompt, output, - # instructions and msg_history validators + # instructions and messages validators # Should still only use the output validators to validate the output guard: AsyncGuard = ( AsyncGuard() - .use(OneLine, on="prompt") - .use(LowerCase, on="instructions") - .use(UpperCase, on="msg_history") + .use(OneLine, on="messages") + .use(LowerCase, on="messages") + .use(UpperCase, on="messages") .use(LowerCase, on="output", on_fail=OnFailAction.FIX) .use(TwoWords) .use(ValidLength, 0, 12, on_fail=OnFailAction.REFRAIN) @@ -509,9 +509,9 @@ async def test_on_many_success(self): async def test_on_many_failure(self): guard: AsyncGuard = ( AsyncGuard() - .use(OneLine, on="prompt") - .use(LowerCase, on="instructions") - .use(UpperCase, on="msg_history") + .use(OneLine, on="messages") + .use(LowerCase, on="messages") + .use(UpperCase, on="messages") .use(LowerCase, on="output", on_fail=OnFailAction.FIX) .use(TwoWords) .use(ValidLength, 0, 12, on_fail=OnFailAction.REFRAIN) @@ -528,9 +528,7 @@ async def test_on_many_failure(self): def test_use_and_use_many(): guard: AsyncGuard = ( AsyncGuard() - .use_many(OneLine(), LowerCase(), on="prompt") - .use(UpperCase, on="instructions") - .use(LowerCase, on="msg_history") + .use(UpperCase, on="messages") .use_many( TwoWords(on_fail=OnFailAction.REASK), ValidLength(0, 12, on_fail=OnFailAction.REFRAIN), @@ -538,42 +536,37 @@ def test_use_and_use_many(): ) ) - # Check schemas for prompt, instructions and msg_history validators - prompt_validators = guard._validator_map.get("prompt") - assert len(prompt_validators) == 2 - assert prompt_validators[0].__class__.__name__ == "OneLine" - assert prompt_validators[1].__class__.__name__ == "LowerCase" + # Check schemas for prompt, instructions and messages validators + output_validators = guard._validator_map.get("$") - instructions_validators = guard._validator_map.get("instructions") - assert len(instructions_validators) == 1 - assert instructions_validators[0].__class__.__name__ == "UpperCase" + assert len(output_validators) == 2 + assert output_validators[0].__class__.__name__ == "TwoWords" + assert output_validators[1].__class__.__name__ == "ValidLength" - msg_history_validators = guard._validator_map.get("msg_history") - assert len(msg_history_validators) == 1 - assert msg_history_validators[0].__class__.__name__ == "LowerCase" + messages_validators = guard._validator_map.get("messages") + assert len(messages_validators) == 1 + assert messages_validators[0].__class__.__name__ == "UpperCase" # Check guard for output validators - assert len(guard._validators) == 6 # 2 + 1 + 1 + 2 = 6 + assert len(guard._validators) == 3 # 2 + 1 + 1 + 2 = 6 - assert isinstance(guard._validators[4], TwoWords) - assert guard._validators[4].on_fail_descriptor == OnFailAction.REASK # bc we set it + assert isinstance(guard._validators[1], TwoWords) + assert guard._validators[1].on_fail_descriptor == OnFailAction.REASK # bc we set it - assert isinstance(guard._validators[5], ValidLength) - assert guard._validators[5]._min == 0 - assert guard._validators[5]._kwargs["min"] == 0 - assert guard._validators[5]._max == 12 - assert guard._validators[5]._kwargs["max"] == 12 + assert isinstance(guard._validators[2], ValidLength) + assert guard._validators[2]._min == 0 + assert guard._validators[2]._kwargs["min"] == 0 + assert guard._validators[2]._max == 12 + assert guard._validators[2]._kwargs["max"] == 12 assert ( - guard._validators[5].on_fail_descriptor == OnFailAction.REFRAIN + guard._validators[2].on_fail_descriptor == OnFailAction.REFRAIN ) # bc we set it # Test with an unrecognized "on" parameter, should warn with a UserWarning with pytest.warns(UserWarning): guard: AsyncGuard = ( AsyncGuard() - .use_many(OneLine(), LowerCase(), on="prompt") - .use(UpperCase, on="instructions") - .use(LowerCase, on="msg_history") + .use(LowerCase, on="messages") .use_many( TwoWords(on_fail=OnFailAction.REASK), ValidLength(0, 12, on_fail=OnFailAction.REFRAIN), diff --git a/tests/unit_tests/test_llm_providers.py b/tests/unit_tests/test_llm_providers.py index 9d3d453ee..db57c8aaf 100644 --- a/tests/unit_tests/test_llm_providers.py +++ b/tests/unit_tests/test_llm_providers.py @@ -1,11 +1,10 @@ import importlib.util import os from dataclasses import dataclass -from typing import Any, Callable, Dict, Iterable, List +from typing import Any, Callable, Dict, List from unittest.mock import MagicMock import pytest -from pydantic import BaseModel from guardrails.llm_providers import ( ArbitraryCallable, @@ -155,100 +154,6 @@ def gen(): return gen() -def test_openai_callable(mocker, openai_mock): - mocker.patch("openai.resources.Completions.create", return_value=openai_mock) - - from guardrails.llm_providers import OpenAICallable - - openai_callable = OpenAICallable() - - response = openai_callable(text="Hello") - - assert isinstance(response, LLMResponse) is True - assert response.output == "Mocked LLM output" - assert response.prompt_token_count == 10 - assert response.response_token_count == 20 - - -def test_openai_stream_callable(mocker, openai_stream_mock): - mocker.patch("openai.resources.Completions.create", return_value=openai_stream_mock) - - from guardrails.llm_providers import OpenAICallable - - openai_callable = OpenAICallable() - response = openai_callable(text="1,2,3,", stream=True) - - assert isinstance(response, LLMResponse) is True - assert isinstance(response.stream_output, Iterable) is True - - actual_op = None - i = 4 - for fragment in response.stream_output: - actual_op = fragment["choices"][0]["text"] - assert actual_op == f"{i}," - i += 1 - - -def test_openai_chat_callable(mocker, openai_chat_mock): - mocker.patch( - "openai.resources.chat.completions.Completions.create", - return_value=openai_chat_mock, - ) - from guardrails.llm_providers import OpenAIChatCallable - - openai_chat_callable = OpenAIChatCallable() - response = openai_chat_callable(text="Hello") - - assert isinstance(response, LLMResponse) is True - assert response.output == "Mocked LLM output" - assert response.prompt_token_count == 10 - assert response.response_token_count == 20 - - -def test_openai_chat_stream_callable(mocker, openai_chat_stream_mock): - mocker.patch( - "openai.resources.chat.completions.Completions.create", - return_value=openai_chat_stream_mock, - ) - from guardrails.llm_providers import OpenAIChatCallable - - openai_chat_callable = OpenAIChatCallable() - response = openai_chat_callable(text="1,2,3,", stream=True) - - assert isinstance(response, LLMResponse) is True - assert isinstance(response.stream_output, Iterable) is True - - actual_op = None - i = 4 - for fragment in response.stream_output: - actual_op = fragment["choices"][0]["delta"]["content"] - assert actual_op == f"{i}," - i += 1 - - -def test_openai_chat_model_callable(mocker, openai_chat_mock): - mocker.patch( - "openai.resources.chat.completions.Completions.create", - return_value=openai_chat_mock, - ) - - from guardrails.llm_providers import OpenAIChatCallable - - class MyModel(BaseModel): - a: str - - openai_chat_model_callable = OpenAIChatCallable() - response = openai_chat_model_callable( - text="Hello", - base_model=MyModel, - ) - - assert isinstance(response, LLMResponse) is True - assert response.output == "Mocked LLM output" - assert response.prompt_token_count == 10 - assert response.response_token_count == 20 - - @pytest.mark.skipif( not importlib.util.find_spec("manifest"), reason="manifest-ml is not installed", @@ -421,38 +326,6 @@ def test_get_llm_ask_temperature(llm_api, args, kwargs, expected_temperature): assert result.init_kwargs["temperature"] == expected_temperature -@pytest.mark.skipif( - not importlib.util.find_spec("openai"), - reason="openai is not installed", -) -def test_get_llm_ask_openai_completion(): - import openai - - from guardrails.llm_providers import OpenAICallable - - completion_create = None - completion_create = openai.completions.create - prompt_callable = get_llm_ask(completion_create) - - assert isinstance(prompt_callable, OpenAICallable) - - -@pytest.mark.skipif( - not importlib.util.find_spec("openai"), - reason="openai is not installed", -) -def test_get_llm_ask_openai_chat(): - import openai - - from guardrails.llm_providers import OpenAIChatCallable - - chat_completion_create = openai.chat.completions.create - - prompt_callable = get_llm_ask(chat_completion_create) - - assert isinstance(prompt_callable, OpenAIChatCallable) - - @pytest.mark.skipif( not importlib.util.find_spec("manifest"), reason="manifest is not installed", @@ -476,54 +349,6 @@ def mock_os_environ_get(key, *args): assert isinstance(prompt_callable, ManifestCallable) -@pytest.mark.skipif( - not importlib.util.find_spec("cohere"), - reason="cohere is not installed", -) -def test_get_llm_ask_cohere(): - from cohere import Client - - from guardrails.llm_providers import CohereCallable - - cohere_client = Client(api_key="mock_api_key") - - prompt_callable = get_llm_ask(cohere_client.chat) - - assert isinstance(prompt_callable, CohereCallable) - - -@pytest.mark.skipif( - not importlib.util.find_spec("cohere"), - reason="cohere is not installed", -) -def test_get_llm_ask_cohere_legacy(): - from cohere import Client - - from guardrails.llm_providers import CohereCallable - - cohere_client = Client(api_key="mock_api_key") - - prompt_callable = get_llm_ask(cohere_client.generate) - - assert isinstance(prompt_callable, CohereCallable) - - -@pytest.mark.skipif( - not importlib.util.find_spec("anthropic"), - reason="anthropic is not installed", -) -def test_get_llm_ask_anthropic(): - if importlib.util.find_spec("anthropic"): - from anthropic import Anthropic - - from guardrails.llm_providers import AnthropicCallable - - anthropic_client = Anthropic(api_key="my_api_key") - prompt_callable = get_llm_ask(anthropic_client.completions.create) - - assert isinstance(prompt_callable, AnthropicCallable) - - @pytest.mark.skipif( not importlib.util.find_spec("transformers"), reason="transformers is not installed", diff --git a/tests/unit_tests/test_prompt.py b/tests/unit_tests/test_prompt.py index 7c933ecea..dbef98cc3 100644 --- a/tests/unit_tests/test_prompt.py +++ b/tests/unit_tests/test_prompt.py @@ -26,17 +26,18 @@ - + + {INSTRUCTIONS} - - - + + {PROMPT} - + + """ @@ -46,17 +47,18 @@ - + + ${user_instructions} - - - + + ${user_prompt} - + + """ @@ -66,18 +68,19 @@ - + + You are a helpful bot, who answers only with valid JSON - - - + + Extract a string from the text ${gr.complete_json_suffix_v2} - + + """ @@ -86,67 +89,76 @@ - + + You are a helpful bot, who answers only with valid JSON - - - + + Extract a string from the text @gr.complete_json_suffix_v2 - + + """ -RAIL_WITH_REASK_PROMPT = """ +RAIL_WITH_REASK_MESSAGES_USER = """ - + + You are a helpful bot, who answers only with valid JSON - - - + + ${gr.complete_json_suffix_v2} - - + + + + + Please try that again, extract a string from the text ${xml_output_schema} ${previous_response} - + + """ -RAIL_WITH_REASK_INSTRUCTIONS = """ +RAIL_WITH_REASK_MESSAGES_USER_AND_SYSTEM = """ - + + You are a helpful bot, who answers only with valid JSON - - - + + Extract a string from the text ${gr.complete_json_suffix_v2} - - + + + + + Please try that again, extract a string from the text ${xml_output_schema} ${previous_response} - - + + You are a helpful bot, who answers only with valid JSON - + + """ @@ -156,9 +168,9 @@ def test_parse_prompt(): guard = gd.Guard.from_rail_string(SIMPLE_RAIL_SPEC) # Strip both, raw and parsed, to be safe - instructions = Instructions(guard._exec_opts.instructions) + instructions = Instructions(guard._exec_opts.messages[0]["content"]) assert instructions.format().source.strip() == INSTRUCTIONS.strip() - prompt = Prompt(guard._exec_opts.prompt) + prompt = Prompt(guard._exec_opts.messages[1]["content"]) assert prompt.format().source.strip() == PROMPT.strip() @@ -169,12 +181,12 @@ def test_instructions_with_params(): user_instructions = "A useful system message." user_prompt = "A useful prompt." - instructions = Instructions(guard._exec_opts.instructions) + instructions = Instructions(guard._exec_opts.messages[0]["content"]) assert ( instructions.format(user_instructions=user_instructions).source.strip() == user_instructions.strip() ) - prompt = Prompt(guard._exec_opts.prompt) + prompt = Prompt(guard._exec_opts.messages[1]["content"]) assert prompt.format(user_prompt=user_prompt).source.strip() == user_prompt.strip() @@ -189,7 +201,7 @@ def test_variable_names(rail, var_names): """Test extracting variable names from a prompt.""" guard = gd.Guard.from_rail_string(rail) - prompt = Prompt(guard._exec_opts.prompt) + prompt = Prompt(guard._exec_opts.messages[1]["content"]) assert prompt.variable_names == var_names @@ -210,18 +222,20 @@ def test_format_instructions(): .safe_substitute(output_schema=output_schema) .rstrip() ) - prompt = Prompt(guard._exec_opts.prompt, output_schema=output_schema) + prompt = Prompt( + guard._exec_opts.messages[1]["content"], output_schema=output_schema + ) assert prompt.format_instructions.rstrip() == expected_instructions -def test_reask_prompt(): - guard = gd.Guard.from_rail_string(RAIL_WITH_REASK_PROMPT) - assert guard._exec_opts.reask_prompt == REASK_PROMPT +def test_reask_messages_user(): + guard = gd.Guard.from_rail_string(RAIL_WITH_REASK_MESSAGES_USER) + assert guard._exec_opts.reask_messages[0]["content"] == REASK_PROMPT -def test_reask_instructions(): - guard = gd.Guard.from_rail_string(RAIL_WITH_REASK_INSTRUCTIONS) - assert guard._exec_opts.reask_instructions == INSTRUCTIONS +def test_reask_messages_user_and_system(): + guard = gd.Guard.from_rail_string(RAIL_WITH_REASK_MESSAGES_USER_AND_SYSTEM) + assert guard._exec_opts.reask_messages[1]["content"] == INSTRUCTIONS @pytest.mark.parametrize( @@ -247,9 +261,15 @@ class TestResponse(BaseModel): def test_gr_prefixed_prompt_item_passes(): # From pydantic: prompt = """Give me a response to ${grade}""" - - guard = gd.Guard.from_pydantic(output_class=TestResponse, prompt=prompt) - prompt = Prompt(guard._exec_opts.prompt) + messages = [ + { + "role": "user", + "content": prompt, + } + ] + + guard = gd.Guard.from_pydantic(output_class=TestResponse, messages=messages) + prompt = Prompt(guard._exec_opts.messages[0]["content"]) assert len(prompt.variable_names) == 1 diff --git a/tests/unit_tests/test_validator_base.py b/tests/unit_tests/test_validator_base.py index 6a8459822..01e97a2cd 100644 --- a/tests/unit_tests/test_validator_base.py +++ b/tests/unit_tests/test_validator_base.py @@ -238,7 +238,12 @@ def test_deprecated_on_fail_handler(self): ${gr.complete_json_suffix_v2} """ - + messages = [ + { + "role": "user", + "content": prompt, + } + ] output = """ { "pet_type": "dog", @@ -261,7 +266,7 @@ class Pet(BaseModel): pet_type: str = Field(description="Species of pet", validators=[validator]) name: str = Field(description="a unique pet name") - guard = Guard.from_pydantic(output_class=Pet, prompt=prompt) + guard = Guard.from_pydantic(output_class=Pet, messages=messages) response = guard.parse(output, num_reasks=0) assert response.validation_passed is True @@ -273,7 +278,12 @@ def test_custom_fix(self): ${gr.complete_json_suffix_v2} """ - + messages = [ + { + "role": "user", + "content": prompt, + } + ] output = """ { "pet_type": "dog", @@ -288,7 +298,7 @@ class Pet(BaseModel): pet_type: str = Field(description="Species of pet", validators=[validator]) name: str = Field(description="a unique pet name") - guard = Guard.from_pydantic(output_class=Pet, prompt=prompt) + guard = Guard.from_pydantic(output_class=Pet, messages=messages) response = guard.parse(output, num_reasks=0) assert response.validation_passed is True @@ -300,7 +310,12 @@ def test_custom_reask(self): ${gr.complete_json_suffix_v2} """ - + messages = [ + { + "role": "user", + "content": prompt, + } + ] output = """ { "pet_type": "dog", @@ -324,7 +339,7 @@ class Pet(BaseModel): pet_type: str = Field(description="Species of pet", validators=[validator]) name: str = Field(description="a unique pet name") - guard = Guard.from_pydantic(output_class=Pet, prompt=prompt) + guard = Guard.from_pydantic(output_class=Pet, messages=messages) response = guard.parse(output, num_reasks=0) @@ -339,7 +354,12 @@ def test_custom_exception(self): ${gr.complete_json_suffix_v2} """ - + messages = [ + { + "role": "user", + "content": prompt, + } + ] output = """ { "pet_type": "dog", @@ -353,7 +373,7 @@ class Pet(BaseModel): pet_type: str = Field(description="Species of pet", validators=[validator]) name: str = Field(description="a unique pet name") - guard = Guard.from_pydantic(output_class=Pet, prompt=prompt) + guard = Guard.from_pydantic(output_class=Pet, messages=messages) with pytest.raises(ValidationError) as excinfo: guard.parse(output, num_reasks=0) @@ -365,7 +385,12 @@ def test_custom_filter(self): ${gr.complete_json_suffix_v2} """ - + messages = [ + { + "role": "user", + "content": prompt, + } + ] output = """ { "pet_type": "dog", @@ -379,7 +404,7 @@ class Pet(BaseModel): pet_type: str = Field(description="Species of pet", validators=[validator]) name: str = Field(description="a unique pet name") - guard = Guard.from_pydantic(output_class=Pet, prompt=prompt) + guard = Guard.from_pydantic(output_class=Pet, messages=messages) response = guard.parse(output, num_reasks=0) @@ -394,7 +419,12 @@ def test_custom_refrain(self): ${gr.complete_json_suffix_v2} """ - + messages = [ + { + "role": "user", + "content": prompt, + } + ] output = """ { "pet_type": "dog", @@ -408,7 +438,7 @@ class Pet(BaseModel): pet_type: str = Field(description="Species of pet", validators=[validator]) name: str = Field(description="a unique pet name") - guard = Guard.from_pydantic(output_class=Pet, prompt=prompt) + guard = Guard.from_pydantic(output_class=Pet, messages=messages) response = guard.parse(output, num_reasks=0) @@ -421,16 +451,21 @@ class Pet(BaseModel): def test_input_validation_fix(mocker): - def mock_llm_api(prompt, *args, instructions=None, msg_history=None, **kwargs): + def mock_llm_api(prompt, *args, instructions=None, messages=None, **kwargs): return json.dumps({"name": "Fluffy"}) # fix returns an amended value for prompt/instructions validation, guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="prompt") + guard.use(TwoWords(on_fail=OnFailAction.FIX), on="messages") guard( mock_llm_api, - prompt="What kind of pet should I get?", + messages=[ + { + "role": "user", + "content": "What kind of pet should I get?", + } + ], ) assert ( guard.history.first.iterations.first.outputs.validation_response == "What kind" @@ -448,14 +483,14 @@ def mock_llm_api(prompt, *args, instructions=None, msg_history=None, **kwargs): == "But really," ) - # but raises for msg_history validation + # but raises for messages validation guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="msg_history") + guard.use(TwoWords(on_fail=OnFailAction.FIX), on="messages") with pytest.raises(ValidationError) as excinfo: guard( mock_llm_api, - msg_history=[ + messages=[ { "role": "user", "content": "What kind of pet should I get?", @@ -513,45 +548,52 @@ def mock_llm_api(prompt, *args, instructions=None, msg_history=None, **kwargs): @pytest.mark.asyncio -async def test_async_input_validation_fix(mocker): - async def mock_llm_api( - prompt, *args, instructions=None, msg_history=None, **kwargs - ) -> str: +async def test_async_messages_validation_fix(mocker): + async def mock_llm_api(*args, instructions=None, messages=None, **kwargs) -> str: return json.dumps({"name": "Fluffy"}) # fix returns an amended value for prompt/instructions validation, guard = AsyncGuard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="prompt") + guard.use(TwoWords(on_fail=OnFailAction.FIX), on="messages") await guard( mock_llm_api, - prompt="What kind of pet should I get?", + messages=[ + { + "role": "user", + "content": "What kind of pet should I get?", + } + ], ) assert ( guard.history.first.iterations.first.outputs.validation_response == "What kind" ) guard = AsyncGuard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="instructions") + guard.use(TwoWords(on_fail=OnFailAction.FIX), on="messages") await guard( mock_llm_api, - prompt="What kind of pet should I get and what should I name it?", - instructions="But really, what kind of pet should I get?", + messages=[ + { + "role": "user", + "content": "But really, what kind of pet should I get?", + } + ], ) assert ( guard.history.first.iterations.first.outputs.validation_response == "But really," ) - # but raises for msg_history validation + # but raises for messages validation guard = AsyncGuard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="msg_history") + guard.use(TwoWords(on_fail=OnFailAction.FIX), on="messages") with pytest.raises(ValidationError) as excinfo: await guard( mock_llm_api, - msg_history=[ + messages=[ { "role": "user", "content": "What kind of pet should I get?", @@ -566,12 +608,12 @@ async def mock_llm_api( guard = AsyncGuard.from_rail_string( """ - -This is not two words - +This is not two words + @@ -582,131 +624,62 @@ async def mock_llm_api( ) assert guard.history.first.iterations.first.outputs.validation_response == "This is" - # rail instructions validation - guard = AsyncGuard.from_rail_string( - """ - - -This is not two words - - -This also is not two words - - - - -""" - ) - await guard( - mock_llm_api, - ) - assert ( - guard.history.first.iterations.first.outputs.validation_response == "This also" - ) - @pytest.mark.parametrize( - "on_fail," - "structured_prompt_error," - "structured_instructions_error," - "structured_message_history_error," - "unstructured_prompt_error," - "unstructured_instructions_error", + "on_fail," "structured_messages_error," "unstructured_messages_error,", [ ( OnFailAction.REASK, - "Prompt validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa - "Instructions validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa - "Message history validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa - "Prompt validation failed: incorrect_value='\\nThis is not two words\\n' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='This is', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa - "Instructions validation failed: incorrect_value='\\nThis also is not two words\\n' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='This also', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa + "Message validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa + "Message validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa ), ( OnFailAction.FILTER, - "Prompt validation failed", - "Instructions validation failed", - "Message history validation failed", - "Prompt validation failed", - "Instructions validation failed", + "Message validation failed", + "Message validation failed", ), ( OnFailAction.REFRAIN, - "Prompt validation failed", - "Instructions validation failed", - "Message history validation failed", - "Prompt validation failed", - "Instructions validation failed", + "Message validation failed", + "Message validation failed", ), ( OnFailAction.EXCEPTION, "Validation failed for field with errors: must be exactly two words", "Validation failed for field with errors: must be exactly two words", - "Validation failed for field with errors: must be exactly two words", - "Validation failed for field with errors: must be exactly two words", - "Validation failed for field with errors: must be exactly two words", ), ], ) def test_input_validation_fail( on_fail, - structured_prompt_error, - structured_instructions_error, - structured_message_history_error, - unstructured_prompt_error, - unstructured_instructions_error, + structured_messages_error, + unstructured_messages_error, ): # With Prompt Validation guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=on_fail), on="prompt") + guard.use(TwoWords(on_fail=on_fail), on="messages") - def custom_llm(prompt, *args, instructions=None, msg_history=None, **kwargs): + def custom_llm(prompt, *args, instructions=None, messages=None, **kwargs): raise Exception( "LLM was called when it should not have been!" "Input Validation did not raise as expected!" ) - with pytest.raises(ValidationError) as excinfo: - guard( - custom_llm, - prompt="What kind of pet should I get?", - ) - assert str(excinfo.value) == structured_prompt_error - assert isinstance(guard.history.last.exception, ValidationError) - assert guard.history.last.exception == excinfo.value - - # With Instructions Validation - guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=on_fail), on="instructions") - - with pytest.raises(ValidationError) as excinfo: - guard( - custom_llm, - prompt="What kind of pet should I get and what should I name it?", - instructions="What kind of pet should I get?", - ) - - assert str(excinfo.value) == structured_instructions_error - assert isinstance(guard.history.last.exception, ValidationError) - assert guard.history.last.exception == excinfo.value - - # With Msg History Validation + # With messages Validation guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=on_fail), on="msg_history") + guard.use(TwoWords(on_fail=on_fail), on="messages") with pytest.raises(ValidationError) as excinfo: guard( custom_llm, - msg_history=[ + messages=[ { "role": "user", "content": "What kind of pet should I get?", } ], ) - assert str(excinfo.value) == structured_message_history_error + assert str(excinfo.value) == structured_messages_error assert isinstance(guard.history.last.exception, ValidationError) assert guard.history.last.exception == excinfo.value @@ -714,12 +687,12 @@ def custom_llm(prompt, *args, instructions=None, msg_history=None, **kwargs): guard = Guard.from_rail_string( f""" - -This is not two words - +What kind of pet should I get? + @@ -729,76 +702,33 @@ def custom_llm(prompt, *args, instructions=None, msg_history=None, **kwargs): guard( custom_llm, ) - assert str(excinfo.value) == unstructured_prompt_error - assert isinstance(guard.history.last.exception, ValidationError) - assert guard.history.last.exception == excinfo.value - - # Rail Instructions Validation - guard = Guard.from_rail_string( - f""" - - -This is not two words - - -This also is not two words - - - - -""" - ) - with pytest.raises(ValidationError) as excinfo: - guard( - custom_llm, - ) - assert str(excinfo.value) == unstructured_instructions_error + assert str(excinfo.value) == unstructured_messages_error assert isinstance(guard.history.last.exception, ValidationError) assert guard.history.last.exception == excinfo.value @pytest.mark.parametrize( - "on_fail," - "structured_prompt_error," - "structured_instructions_error," - "structured_message_history_error," - "unstructured_prompt_error," - "unstructured_instructions_error", + "on_fail," "structured_messages_error," "unstructured_messages_error,", [ ( OnFailAction.REASK, - "Prompt validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa - "Instructions validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa - "Message history validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa - "Prompt validation failed: incorrect_value='\\nThis is not two words\\n' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='This is', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa - "Instructions validation failed: incorrect_value='\\nThis also is not two words\\n' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='This also', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa + "Message validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa + "Message validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa ), ( OnFailAction.FILTER, - "Prompt validation failed", - "Instructions validation failed", - "Message history validation failed", - "Prompt validation failed", - "Instructions validation failed", + "Messages validation failed", + "Messages validation failed", ), ( OnFailAction.REFRAIN, - "Prompt validation failed", - "Instructions validation failed", - "Message history validation failed", - "Prompt validation failed", - "Instructions validation failed", + "Messages validation failed", + "Messages validation failed", ), ( OnFailAction.EXCEPTION, "Validation failed for field with errors: must be exactly two words", "Validation failed for field with errors: must be exactly two words", - "Validation failed for field with errors: must be exactly two words", - "Validation failed for field with errors: must be exactly two words", - "Validation failed for field with errors: must be exactly two words", ), ], ) @@ -806,62 +736,30 @@ def custom_llm(prompt, *args, instructions=None, msg_history=None, **kwargs): async def test_input_validation_fail_async( mocker, on_fail, - structured_prompt_error, - structured_instructions_error, - structured_message_history_error, - unstructured_prompt_error, - unstructured_instructions_error, + structured_messages_error, + unstructured_messages_error, ): - async def custom_llm( - prompt, *args, instructions=None, msg_history=None, **kwargs - ) -> str: + async def custom_llm(*args, messages=None, **kwargs) -> str: raise Exception( "LLM was called when it should not have been!" "Input Validation did not raise as expected!" ) - # with_prompt_validation - guard = AsyncGuard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=on_fail), on="prompt") - - with pytest.raises(ValidationError) as excinfo: - await guard( - custom_llm, - prompt="What kind of pet should I get?", - ) - assert str(excinfo.value) == structured_prompt_error - assert isinstance(guard.history.last.exception, ValidationError) - assert guard.history.last.exception == excinfo.value - - # with_instructions_validation - guard = AsyncGuard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=on_fail), on="instructions") - - with pytest.raises(ValidationError) as excinfo: - await guard( - custom_llm, - prompt="What kind of pet should I get and what should I name it?", - instructions="What kind of pet should I get?", - ) - assert str(excinfo.value) == structured_instructions_error - assert isinstance(guard.history.last.exception, ValidationError) - assert guard.history.last.exception == excinfo.value - - # with_msg_history_validation + # with_messages_validation guard = AsyncGuard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=on_fail), on="msg_history") + guard.use(TwoWords(on_fail=on_fail), on="messages") with pytest.raises(ValidationError) as excinfo: await guard( custom_llm, - msg_history=[ + messages=[ { "role": "user", "content": "What kind of pet should I get?", } ], ) - assert str(excinfo.value) == structured_message_history_error + assert str(excinfo.value) == structured_messages_error assert isinstance(guard.history.last.exception, ValidationError) assert guard.history.last.exception == excinfo.value @@ -879,7 +777,7 @@ async def custom_llm( } ], ) - assert str(excinfo.value) == structured_message_history_error + assert str(excinfo.value) == structured_messages_error assert isinstance(guard.history.last.exception, ValidationError) assert guard.history.last.exception == excinfo.value @@ -887,38 +785,12 @@ async def custom_llm( guard = AsyncGuard.from_rail_string( f""" - -This is not two words - - - - -""" - ) - with pytest.raises(ValidationError) as excinfo: - await guard( - custom_llm, - ) - assert str(excinfo.value) == unstructured_prompt_error - assert isinstance(guard.history.last.exception, ValidationError) - assert guard.history.last.exception == excinfo.value - - # rail instructions validation - guard = AsyncGuard.from_rail_string( - f""" - - -This is not two words - - -This also is not two words - +What kind of pet should I get? + @@ -928,48 +800,23 @@ async def custom_llm( await guard( custom_llm, ) - assert str(excinfo.value) == unstructured_instructions_error + assert str(excinfo.value) == unstructured_messages_error assert isinstance(guard.history.last.exception, ValidationError) assert guard.history.last.exception == excinfo.value def test_input_validation_mismatch_raise(): - # prompt validation, msg_history argument + # messages validation, prompt argument guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="prompt") + guard.use(TwoWords(on_fail=OnFailAction.FIX), on="messages") with pytest.raises(ValueError): guard( openai.completions.create, - msg_history=[ - { - "role": "user", - "content": "What kind of pet should I get?", - } - ], - ) - - # instructions validation, msg_history argument - guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="instructions") - - with pytest.raises(ValueError): - guard( - openai.completions.create, - msg_history=[ + messages=[ { "role": "user", "content": "What kind of pet should I get?", } ], ) - - # msg_history validation, prompt argument - guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="msg_history") - - with pytest.raises(ValueError): - guard( - openai.completions.create, - prompt="What kind of pet should I get?", - ) From a11c4ee4781c276db2e39f05b313d45bee8491e7 Mon Sep 17 00:00:00 2001 From: David Tam Date: Tue, 24 Sep 2024 10:45:35 -0700 Subject: [PATCH 03/71] migrate more tests partially --- guardrails/actions/reask.py | 8 +-- guardrails/llm_providers.py | 15 ++---- tests/integration_tests/mock_llm_outputs.py | 48 ++++++++++++++++- .../test_assets/custom_llm.py | 8 +-- .../test_assets/entity_extraction/__init__.py | 2 + .../test_assets/string/string.rail | 13 ++--- .../test_assets/string/string_reask.rail | 12 ++--- tests/integration_tests/test_guard.py | 26 ++++++---- tests/integration_tests/test_litellm.py | 8 +-- tests/integration_tests/test_parsing.py | 2 +- tests/integration_tests/test_python_rail.py | 6 ++- tests/unit_tests/actions/test_reask.py | 7 ++- tests/unit_tests/classes/history/test_call.py | 2 +- .../classes/history/test_call_inputs.py | 17 +++--- .../unit_tests/classes/history/test_inputs.py | 4 +- tests/unit_tests/mocks/mock_custom_llm.py | 24 +++------ tests/unit_tests/test_assets/simple.rail | 11 ++-- tests/unit_tests/test_guard.py | 30 +++-------- tests/unit_tests/test_llm_providers.py | 20 +++---- tests/unit_tests/test_rail.py | 33 ++++++------ tests/unit_tests/test_validator_base.py | 52 ++++++------------- 21 files changed, 168 insertions(+), 180 deletions(-) diff --git a/guardrails/actions/reask.py b/guardrails/actions/reask.py index 04ef70643..6a35e0714 100644 --- a/guardrails/actions/reask.py +++ b/guardrails/actions/reask.py @@ -314,16 +314,16 @@ def get_reask_setup_for_string( def get_original_prompt(exec_options: Optional[GuardExecutionOptions] = None) -> str: exec_options = exec_options or GuardExecutionOptions() - original_msg_history = exec_options.msg_history or [] - msg_history_prompt = next( + original_messages = exec_options.messages or [] + messages_prompt = next( ( h.get("content") - for h in original_msg_history + for h in original_messages if isinstance(h, dict) and h.get("role") == "user" ), "", ) - original_prompt = exec_options.prompt or msg_history_prompt or "" + original_prompt = exec_options.prompt or messages_prompt or "" return original_prompt diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py index 5040eb7fc..37300c5a6 100644 --- a/guardrails/llm_providers.py +++ b/guardrails/llm_providers.py @@ -417,22 +417,13 @@ def _invoke_llm(self, prompt: str, pipeline: Any, *args, **kwargs) -> LLMRespons class ArbitraryCallable(PromptCallableBase): def __init__(self, llm_api: Optional[Callable] = None, *args, **kwargs): llm_api_args = inspect.getfullargspec(llm_api) - if not llm_api_args.args: - raise ValueError( - "Custom LLM callables must accept" - " at least one positional argument for prompt!" - ) if not llm_api_args.varkw: raise ValueError("Custom LLM callables must accept **kwargs!") - if ( - not llm_api_args.kwonlyargs - or "instructions" not in llm_api_args.kwonlyargs - or "msg_history" not in llm_api_args.kwonlyargs - ): + if not llm_api_args.kwonlyargs or "messages" not in llm_api_args.kwonlyargs: warnings.warn( - "We recommend including 'instructions' and 'msg_history'" + "We recommend including 'messages'" " as keyword-only arguments for custom LLM callables." - " Doing so ensures these arguments are not uninentionally" + " Doing so ensures these arguments are not unintentionally" " passed through to other calls via **kwargs.", UserWarning, ) diff --git a/tests/integration_tests/mock_llm_outputs.py b/tests/integration_tests/mock_llm_outputs.py index b88c22fa5..1f5ba0975 100644 --- a/tests/integration_tests/mock_llm_outputs.py +++ b/tests/integration_tests/mock_llm_outputs.py @@ -6,7 +6,53 @@ ) from guardrails.classes.llm.llm_response import LLMResponse -from .test_assets import entity_extraction, pydantic, python_rail, string +from .test_assets import entity_extraction, lists_object, pydantic, python_rail, string + + +class MockLiteLLMCallableOther(LiteLLMCallable): + # NOTE: this class normally overrides `llm_providers.LiteLLMCallable`, + # which compiles instructions and prompt into a single prompt; + # here the instructions are passed into kwargs and ignored + def _invoke_llm(self, prompt, *args, **kwargs): + """Mock the OpenAI API call to Completion.create.""" + + _rail_to_compiled_prompt = { # noqa + entity_extraction.RAIL_SPEC_WITH_REASK: entity_extraction.COMPILED_PROMPT, + } + + mock_llm_responses = { + entity_extraction.COMPILED_PROMPT: entity_extraction.LLM_OUTPUT, + entity_extraction.COMPILED_PROMPT_REASK: entity_extraction.LLM_OUTPUT_REASK, + entity_extraction.COMPILED_PROMPT_FULL_REASK: entity_extraction.LLM_OUTPUT_FULL_REASK, # noqa: E501 + entity_extraction.COMPILED_PROMPT_SKELETON_REASK_1: entity_extraction.LLM_OUTPUT_SKELETON_REASK_1, # noqa: E501 + entity_extraction.COMPILED_PROMPT_SKELETON_REASK_2: entity_extraction.LLM_OUTPUT_SKELETON_REASK_2, # noqa: E501 + pydantic.COMPILED_PROMPT: pydantic.LLM_OUTPUT, + pydantic.COMPILED_PROMPT_REASK_1: pydantic.LLM_OUTPUT_REASK_1, + pydantic.COMPILED_PROMPT_FULL_REASK_1: pydantic.LLM_OUTPUT_FULL_REASK_1, + pydantic.COMPILED_PROMPT_REASK_2: pydantic.LLM_OUTPUT_REASK_2, + pydantic.COMPILED_PROMPT_FULL_REASK_2: pydantic.LLM_OUTPUT_FULL_REASK_2, + pydantic.COMPILED_PROMPT_ENUM: pydantic.LLM_OUTPUT_ENUM, + pydantic.COMPILED_PROMPT_ENUM_2: pydantic.LLM_OUTPUT_ENUM_2, + string.COMPILED_PROMPT: string.LLM_OUTPUT, + string.COMPILED_PROMPT_REASK: string.LLM_OUTPUT_REASK, + string.COMPILED_LIST_PROMPT: string.LIST_LLM_OUTPUT, + python_rail.VALIDATOR_PARALLELISM_PROMPT_1: python_rail.VALIDATOR_PARALLELISM_RESPONSE_1, # noqa: E501 + python_rail.VALIDATOR_PARALLELISM_PROMPT_2: python_rail.VALIDATOR_PARALLELISM_RESPONSE_2, # noqa: E501 + python_rail.VALIDATOR_PARALLELISM_PROMPT_3: python_rail.VALIDATOR_PARALLELISM_RESPONSE_3, # noqa: E501 + lists_object.LIST_PROMPT: lists_object.LIST_OUTPUT, + } + + try: + output = mock_llm_responses[prompt] + return LLMResponse( + output=output, + prompt_token_count=123, + response_token_count=1234, + ) + except KeyError: + print("Unrecognized prompt!") + print(prompt) + raise ValueError("Compiled prompt not found") class MockAsyncLiteLLMCallable(AsyncLiteLLMCallable): diff --git a/tests/integration_tests/test_assets/custom_llm.py b/tests/integration_tests/test_assets/custom_llm.py index 643d0278f..7c4890683 100644 --- a/tests/integration_tests/test_assets/custom_llm.py +++ b/tests/integration_tests/test_assets/custom_llm.py @@ -2,20 +2,16 @@ def mock_llm( - prompt: Optional[str] = None, *args, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict[str, str]]] = None, + messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: return "" async def mock_async_llm( - prompt: Optional[str] = None, *args, - instructions: Optional[str] = None, - msg_history: Optional[List[Dict[str, str]]] = None, + messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: return "" diff --git a/tests/integration_tests/test_assets/entity_extraction/__init__.py b/tests/integration_tests/test_assets/entity_extraction/__init__.py index e9cc75457..972ca4ed5 100644 --- a/tests/integration_tests/test_assets/entity_extraction/__init__.py +++ b/tests/integration_tests/test_assets/entity_extraction/__init__.py @@ -95,6 +95,8 @@ "COMPILED_MSG_HISTORY_PROMPT", "LLM_OUTPUT", "LLM_OUTPUT_REASK", + "PYDANTIC_INSTRUCTIONS", + "PYDANTIC_PROMPT", "RAIL_SPEC_WITH_FILTER", "RAIL_SPEC_WITH_FIX", "RAIL_SPEC_WITH_FIX_CHAT_MODEL", diff --git a/tests/integration_tests/test_assets/string/string.rail b/tests/integration_tests/test_assets/string/string.rail index 7f20dd9e0..da29cafae 100644 --- a/tests/integration_tests/test_assets/string/string.rail +++ b/tests/integration_tests/test_assets/string/string.rail @@ -3,17 +3,18 @@ type="string" description="Name for the pizza" /> - - + + You are a helpful assistant, and you are helping me come up with a name for a pizza. ${complete_string_suffix} - - - + + Given the following ingredients, what would you call this pizza? ${ingredients} - + + \ No newline at end of file diff --git a/tests/integration_tests/test_assets/string/string_reask.rail b/tests/integration_tests/test_assets/string/string_reask.rail index 64d4b59be..2960439b4 100644 --- a/tests/integration_tests/test_assets/string/string_reask.rail +++ b/tests/integration_tests/test_assets/string/string_reask.rail @@ -5,17 +5,17 @@ validators="two-words" on-fail-two-words="reask" /> - - + + You are a helpful assistant, and you are helping me come up with a name for a pizza. ${gr.complete_string_suffix} - - - + + Given the following ingredients, what would you call this pizza? ${ingredients} - + + \ No newline at end of file diff --git a/tests/integration_tests/test_guard.py b/tests/integration_tests/test_guard.py index 5f80c2318..f46762774 100644 --- a/tests/integration_tests/test_guard.py +++ b/tests/integration_tests/test_guard.py @@ -103,15 +103,13 @@ def validated_output(): } -def guard_initializer( - rail: Union[str, BaseModel], prompt: str, instructions: Optional[str] = None -) -> Guard: +def guard_initializer(rail: Union[str, BaseModel], messages=None) -> Guard: """Helper function to initialize a Guard using the correct method.""" if isinstance(rail, str): return Guard.from_rail_string(rail) else: - return Guard.from_pydantic(rail, prompt=prompt, instructions=instructions) + return Guard.from_pydantic(rail, messages=messages) '''def test_rail_spec_output_parse(rail_spec, llm_output, validated_output): @@ -400,17 +398,25 @@ def test_entity_extraction_with_refrain(mocker, rail, prompt): @pytest.mark.parametrize( - "rail,prompt,instructions", + "rail,messages", [ - (entity_extraction.RAIL_SPEC_WITH_FIX_CHAT_MODEL, None, None), + (entity_extraction.RAIL_SPEC_WITH_FIX_CHAT_MODEL, None), ( entity_extraction.PYDANTIC_RAIL_WITH_FIX, - entity_extraction.PYDANTIC_PROMPT_CHAT_MODEL, - entity_extraction.PYDANTIC_INSTRUCTIONS_CHAT_MODEL, + [ + { + "role": "system", + "content": entity_extraction.PYDANTIC_INSTRUCTIONS_CHAT_MODEL, + }, + { + "role": "user", + "content": entity_extraction.PYDANTIC_PROMPT_CHAT_MODEL, + }, + ], ), ], ) -def test_entity_extraction_with_fix_chat_models(mocker, rail, prompt, instructions): +def test_entity_extraction_with_fix_chat_models(mocker, rail, messages): """Test that the entity extraction works with fix for chat models.""" mock_invoke_llm = mocker.patch( "guardrails.llm_providers.OpenAIChatCallable._invoke_llm", @@ -424,7 +430,7 @@ def test_entity_extraction_with_fix_chat_models(mocker, rail, prompt, instructio ] content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") - guard = guard_initializer(rail, prompt, instructions) + guard = guard_initializer(rail, messages) final_output = guard( llm_api=openai.chat.completions.create, prompt_params={"document": content[:6000]}, diff --git a/tests/integration_tests/test_litellm.py b/tests/integration_tests/test_litellm.py index 47514cba8..dbc226e54 100644 --- a/tests/integration_tests/test_litellm.py +++ b/tests/integration_tests/test_litellm.py @@ -40,9 +40,7 @@ class Fruits(BaseModel): guard = gd.Guard.from_pydantic(Fruits) res = guard( model="gpt-4o", - msg_history=[ - {"role": "user", "content": "Name 10 unique fruits, lowercase only"} - ], + messages=[{"role": "user", "content": "Name 10 unique fruits, lowercase only"}], tools=guard.json_function_calling_tool([]), tool_choice="required", ) @@ -64,9 +62,7 @@ def test_litellm_openai(): res = guard( llm_api=litellm.completion, model="gpt-3.5-turbo", - msg_history=[ - {"role": "user", "content": "Name 10 unique fruits, lowercase only"} - ], + messages=[{"role": "user", "content": "Name 10 unique fruits, lowercase only"}], ) assert res.validated_output res = guard( diff --git a/tests/integration_tests/test_parsing.py b/tests/integration_tests/test_parsing.py index 33da4fad2..9a1216ce4 100644 --- a/tests/integration_tests/test_parsing.py +++ b/tests/integration_tests/test_parsing.py @@ -145,7 +145,7 @@ def always_fail(value: str, metadata: Dict) -> ValidationResult: guard.parse( llm_output="Tomato Cheese Pizza", llm_api=openai.chat.completions.create, - msg_history=[ + messages=[ {"role": "system", "content": "Some content"}, {"role": "user", "content": "Some prompt"}, ], diff --git a/tests/integration_tests/test_python_rail.py b/tests/integration_tests/test_python_rail.py index 9c64becf9..305b9446c 100644 --- a/tests/integration_tests/test_python_rail.py +++ b/tests/integration_tests/test_python_rail.py @@ -195,8 +195,10 @@ def test_python_string(mocker): guard = gd.Guard.from_string( validators, string_description=description, - prompt=prompt, - instructions=instructions, + messages=[ + {"role": "system", "content": instructions}, + {"role": "user", "content": prompt}, + ], ) final_output = guard( llm_api=openai.completions.create, diff --git a/tests/unit_tests/actions/test_reask.py b/tests/unit_tests/actions/test_reask.py index ccf6e77d7..7e8f05998 100644 --- a/tests/unit_tests/actions/test_reask.py +++ b/tests/unit_tests/actions/test_reask.py @@ -542,7 +542,12 @@ def test_get_reask_prompt( output_schema = processed_schema.json_schema exec_options = GuardExecutionOptions( # Use an XML constant to make existing test cases pass - prompt="${gr.complete_xml_suffix_v3}" + messages=[ + { + "role": "user", + "content": "${gr.complete_xml_suffix_v3}", + } + ] ) ( diff --git a/tests/unit_tests/classes/history/test_call.py b/tests/unit_tests/classes/history/test_call.py index d0804ecf1..a5719f0dc 100644 --- a/tests/unit_tests/classes/history/test_call.py +++ b/tests/unit_tests/classes/history/test_call.py @@ -42,7 +42,7 @@ def test_empty_initialization(): def test_non_empty_initialization(): # Call input - def custom_llm(prompt, *args, instructions=None, msg_history=None, **kwargs): + def custom_llm(*args, messages=None, **kwargs): return "Hello there!" llm_api = custom_llm diff --git a/tests/unit_tests/classes/history/test_call_inputs.py b/tests/unit_tests/classes/history/test_call_inputs.py index 74191683f..754d2572f 100644 --- a/tests/unit_tests/classes/history/test_call_inputs.py +++ b/tests/unit_tests/classes/history/test_call_inputs.py @@ -6,14 +6,12 @@ def test_empty_initialization(): # Overrides and additional properties assert call_inputs.llm_api is None - assert call_inputs.prompt is None - assert call_inputs.instructions is None + assert call_inputs.messages is None assert call_inputs.args == [] assert call_inputs.kwargs == {} # Inherited properties assert call_inputs.llm_output is None - assert call_inputs.msg_history is None assert call_inputs.prompt_params is None assert call_inputs.num_reasks is None assert call_inputs.metadata is None @@ -25,15 +23,17 @@ def custom_llm(): return "Hello there!" llm_api = custom_llm - prompt = "Respond with a friendly greeting." - instructions = "You are a greeting bot." + messages = [ + {"role": "system", "content": "You are a greeting bot."}, + {"role": "user", "content": "Respond with a friendly greeting."}, + ] + args = ["arg1"] kwargs = {"kwarg1": 1} call_inputs = CallInputs( llm_api=llm_api, - prompt=prompt, - instructions=instructions, + messages=messages, args=args, kwargs=kwargs, ) @@ -41,7 +41,6 @@ def custom_llm(): # We only care about overrides and additional props # because the others were tested in test_inputs.py assert call_inputs.llm_api == llm_api - assert call_inputs.prompt == prompt - assert call_inputs.instructions == instructions + assert call_inputs.messages == messages assert call_inputs.args == args assert call_inputs.kwargs == kwargs diff --git a/tests/unit_tests/classes/history/test_inputs.py b/tests/unit_tests/classes/history/test_inputs.py index 7b0441dde..19d9fb74f 100644 --- a/tests/unit_tests/classes/history/test_inputs.py +++ b/tests/unit_tests/classes/history/test_inputs.py @@ -8,9 +8,7 @@ def test_empty_initialization(): assert inputs.llm_api is None assert inputs.llm_output is None - assert inputs.instructions is None - assert inputs.prompt is None - assert inputs.msg_history is None + assert inputs.messages is None assert inputs.prompt_params is None assert inputs.num_reasks is None assert inputs.metadata is None diff --git a/tests/unit_tests/mocks/mock_custom_llm.py b/tests/unit_tests/mocks/mock_custom_llm.py index 3f62044bf..fce6ddac5 100644 --- a/tests/unit_tests/mocks/mock_custom_llm.py +++ b/tests/unit_tests/mocks/mock_custom_llm.py @@ -6,22 +6,16 @@ def __init__(self, times_called=0, response="Hello world!"): self.times_called = times_called self.response = response - def fail_retryable( - self, prompt: str, *args, instructions=None, msg_history=None, **kwargs - ) -> str: + def fail_retryable(self, *args, messages=None, **kwargs) -> str: if self.times_called == 0: self.times_called = self.times_called + 1 raise OpenAIServiceUnavailableError("ServiceUnavailableError") return self.response - def fail_non_retryable( - self, prompt: str, *args, instructions=None, msg_history=None, **kwargs - ) -> str: + def fail_non_retryable(self, *args, messages=None, **kwargs) -> str: raise Exception("Non-Retryable Error!") - def succeed( - self, prompt: str, *args, instructions=None, msg_history=None, **kwargs - ) -> str: + def succeed(self, *args, messages=None, **kwargs) -> str: return self.response @@ -30,20 +24,14 @@ def __init__(self, times_called=0, response="Hello world!"): self.times_called = times_called self.response = response - async def fail_retryable( - self, prompt: str, *args, instructions=None, msg_history=None, **kwargs - ) -> str: + async def fail_retryable(self, *args, messages=None, **kwargs) -> str: if self.times_called == 0: self.times_called = self.times_called + 1 raise OpenAIServiceUnavailableError("ServiceUnavailableError") return self.response - async def fail_non_retryable( - self, prompt: str, *args, instructions=None, msg_history=None, **kwargs - ) -> str: + async def fail_non_retryable(self, *args, messages=None, **kwargs) -> str: raise Exception("Non-Retryable Error!") - async def succeed( - self, prompt: str, *args, instructions=None, msg_history=None, **kwargs - ) -> str: + async def succeed(self, *args, messages=None, **kwargs) -> str: return self.response diff --git a/tests/unit_tests/test_assets/simple.rail b/tests/unit_tests/test_assets/simple.rail index 951e40854..bc58f1838 100644 --- a/tests/unit_tests/test_assets/simple.rail +++ b/tests/unit_tests/test_assets/simple.rail @@ -2,15 +2,16 @@ - + + You are a helpful bot, who answers only with valid JSON - - - + + Extract a string from the text - + + \ No newline at end of file diff --git a/tests/unit_tests/test_guard.py b/tests/unit_tests/test_guard.py index aad985d78..199b5ea50 100644 --- a/tests/unit_tests/test_guard.py +++ b/tests/unit_tests/test_guard.py @@ -249,10 +249,8 @@ class TestClass(BaseModel): # everything else is in the schema guard: Guard = ( Guard() - .use(LowerCase, on="prompt") - .use(OneLine, on="prompt") - .use(UpperCase, on="instructions") - .use(LowerCase, on="msg_history") + .use(LowerCase, on="messages") + .use(OneLine, on="messages") .use( EndsWith, end="a", on="output" ) # default on="output", still explicitly set @@ -261,20 +259,12 @@ class TestClass(BaseModel): ) # default on="output", implicitly set ) - # Check schemas for prompt, instructions and msg_history validators - prompt_validators = guard._validator_map.get("prompt", []) + # Check schemas for messages validators + prompt_validators = guard._validator_map.get("messages", []) assert len(prompt_validators) == 2 assert prompt_validators[0].__class__.__name__ == "LowerCase" assert prompt_validators[1].__class__.__name__ == "OneLine" - instructions_validators = guard._validator_map.get("instructions", []) - assert len(instructions_validators) == 1 - assert instructions_validators[0].__class__.__name__ == "UpperCase" - - msg_history_validators = guard._validator_map.get("msg_history", []) - assert len(msg_history_validators) == 1 - assert msg_history_validators[0].__class__.__name__ == "LowerCase" - # Check guard for output validators assert len(guard._validators) == 6 @@ -554,9 +544,7 @@ def test_on_many_success(self): def test_on_many_failure(self): guard: Guard = ( Guard() - .use(OneLine, on="prompt") - .use(LowerCase, on="instructions") - .use(UpperCase, on="msg_history") + .use(OneLine, on="messages") .use(LowerCase, on="output", on_fail=OnFailAction.FIX) .use(TwoWords) .use(ValidLength, 0, 12, on_fail=OnFailAction.REFRAIN) @@ -573,9 +561,7 @@ def test_on_many_failure(self): def test_use_and_use_many(): guard: Guard = ( Guard() - .use_many(OneLine(), LowerCase(), on="prompt") - .use(UpperCase, on="instructions") - .use(LowerCase, on="msg_history") + .use_many(OneLine(), LowerCase(), on="messages") .use_many( TwoWords(on_fail=OnFailAction.REASK), ValidLength(0, 12, on_fail=OnFailAction.REFRAIN), @@ -616,9 +602,7 @@ def test_use_and_use_many(): with pytest.warns(UserWarning): guard: Guard = ( Guard() - .use_many(OneLine(), LowerCase(), on="prompt") - .use(UpperCase, on="instructions") - .use(LowerCase, on="msg_history") + .use_many(OneLine(), LowerCase(), on="messages") .use_many( TwoWords(on_fail=OnFailAction.REASK), ValidLength(0, 12, on_fail=OnFailAction.REFRAIN), diff --git a/tests/unit_tests/test_llm_providers.py b/tests/unit_tests/test_llm_providers.py index db57c8aaf..18613f424 100644 --- a/tests/unit_tests/test_llm_providers.py +++ b/tests/unit_tests/test_llm_providers.py @@ -307,9 +307,7 @@ def create() -> MockResponse: class ReturnTempCallable(Callable): - def __call__( - self, prompt: str, *args, instructions=None, msg_history=None, **kwargs - ) -> Any: + def __call__(self, *args, messages=None, **kwargs) -> Any: return "" @@ -422,7 +420,7 @@ def test_get_llm_ask_litellm(): def test_get_llm_ask_custom_llm(): from guardrails.llm_providers import ArbitraryCallable - def my_llm(prompt: str, *, instructions=None, msg_history=None, **kwargs) -> str: + def my_llm(prompt: str, *, messages=None, **kwargs) -> str: return f"Hello {prompt}!" prompt_callable = get_llm_ask(my_llm) @@ -439,9 +437,9 @@ def my_llm(prompt: str, **kwargs) -> str: with pytest.warns( UserWarning, match=( - "We recommend including 'instructions' and 'msg_history'" + "We recommend including 'messages'" " as keyword-only arguments for custom LLM callables." - " Doing so ensures these arguments are not uninentionally" + " Doing so ensures these arguments are not unintentionally" " passed through to other calls via \\*\\*kwargs." ), ): @@ -474,9 +472,7 @@ def my_llm(prompt: str) -> str: def test_get_async_llm_ask_custom_llm(): from guardrails.llm_providers import AsyncArbitraryCallable - async def my_llm( - prompt: str, *, instructions=None, msg_history=None, **kwargs - ) -> str: + async def my_llm(prompt: str, *, messages=None, **kwargs) -> str: return f"Hello {prompt}!" prompt_callable = get_async_llm_ask(my_llm) @@ -493,9 +489,9 @@ async def my_llm(prompt: str, **kwargs) -> str: with pytest.warns( UserWarning, match=( - "We recommend including 'instructions' and 'msg_history'" + "We recommend including 'messages'" " as keyword-only arguments for custom LLM callables." - " Doing so ensures these arguments are not uninentionally" + " Doing so ensures these arguments are not unintentionally" " passed through to other calls via \\*\\*kwargs." ), ): @@ -526,6 +522,6 @@ def my_llm(prompt: str) -> str: def test_chat_prompt(): - # raises when neither msg_history or prompt are provided + # raises when messages are not provided with pytest.raises(PromptCallableException): chat_prompt(None) diff --git a/tests/unit_tests/test_rail.py b/tests/unit_tests/test_rail.py index 077d7c393..aa44f9885 100644 --- a/tests/unit_tests/test_rail.py +++ b/tests/unit_tests/test_rail.py @@ -8,13 +8,13 @@ def test_rail_scalar_string(): - + + Hello world - - - + + Hello world - + """ @@ -32,13 +32,13 @@ def test_rail_object_with_scalar(): - + + Hello world - - - + + Hello world - + """ rail_string_to_schema(rail_spec) @@ -174,15 +174,14 @@ def test_format_not_read_as_validators(): - - + + Hello world - - - + + Hello world - - + + """ # Declaring Validators in the format field was dropped in 0.5.x diff --git a/tests/unit_tests/test_validator_base.py b/tests/unit_tests/test_validator_base.py index 01e97a2cd..a4b5cb322 100644 --- a/tests/unit_tests/test_validator_base.py +++ b/tests/unit_tests/test_validator_base.py @@ -485,7 +485,7 @@ def mock_llm_api(prompt, *args, instructions=None, messages=None, **kwargs): # but raises for messages validation guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="messages") + guard.use(TwoWords(on_fail=OnFailAction.EXCEPTION), on="messages") with pytest.raises(ValidationError) as excinfo: guard( @@ -501,41 +501,19 @@ def mock_llm_api(prompt, *args, instructions=None, messages=None, **kwargs): assert isinstance(guard.history.first.exception, ValidationError) assert guard.history.first.exception == excinfo.value - # rail prompt validation - guard = Guard.from_rail_string( - """ - - -This is not two words - - - - -""" - ) - guard( - mock_llm_api, - ) - assert guard.history.first.iterations.first.outputs.validation_response == "This is" - - # rail instructions validation + # rail messages validation guard = Guard.from_rail_string( """ - -This is not two words - - -This also is not two words - - - + + This is not two words + This also is not two words + + + """ ) @@ -549,10 +527,10 @@ def mock_llm_api(prompt, *args, instructions=None, messages=None, **kwargs): @pytest.mark.asyncio async def test_async_messages_validation_fix(mocker): - async def mock_llm_api(*args, instructions=None, messages=None, **kwargs) -> str: + async def mock_llm_api(*args, messages=None, **kwargs) -> str: return json.dumps({"name": "Fluffy"}) - # fix returns an amended value for prompt/instructions validation, + # fix returns an amended value for messages validation, guard = AsyncGuard.from_pydantic(output_class=Pet) guard.use(TwoWords(on_fail=OnFailAction.FIX), on="messages") @@ -600,7 +578,7 @@ async def mock_llm_api(*args, instructions=None, messages=None, **kwargs) -> str } ], ) - assert str(excinfo.value) == "Message history validation failed" + assert str(excinfo.value) == "Messages validation failed" assert isinstance(guard.history.first.exception, ValidationError) assert guard.history.first.exception == excinfo.value @@ -659,7 +637,7 @@ def test_input_validation_fail( guard = Guard.from_pydantic(output_class=Pet) guard.use(TwoWords(on_fail=on_fail), on="messages") - def custom_llm(prompt, *args, instructions=None, messages=None, **kwargs): + def custom_llm(*args, messages=None, **kwargs): raise Exception( "LLM was called when it should not have been!" "Input Validation did not raise as expected!" From b97caa2aab085b38a9be536c92e55c800f16a4a9 Mon Sep 17 00:00:00 2001 From: David Tam Date: Tue, 24 Sep 2024 15:19:25 -0700 Subject: [PATCH 04/71] some progress --- guardrails/actions/reask.py | 65 +++++++++---------- guardrails/async_guard.py | 2 +- guardrails/classes/history/inputs.py | 5 +- guardrails/hub_telemetry/hub_tracing.py | 4 -- guardrails/prompt/messages.py | 16 +++++ guardrails/run/async_runner.py | 32 +-------- guardrails/run/runner.py | 3 +- .../entity_extraction/refrain.rail | 2 +- tests/integration_tests/test_async.py | 30 ++++----- tests/unit_tests/actions/test_reask.py | 7 +- tests/unit_tests/test_guard.py | 42 +++++------- tests/unit_tests/test_llm_providers.py | 15 +---- tests/unit_tests/test_rail.py | 3 +- 13 files changed, 92 insertions(+), 134 deletions(-) diff --git a/guardrails/actions/reask.py b/guardrails/actions/reask.py index 6a35e0714..eced6ce47 100644 --- a/guardrails/actions/reask.py +++ b/guardrails/actions/reask.py @@ -247,7 +247,7 @@ def get_reask_setup_for_string( validation_response: Optional[Union[str, List, Dict, ReAsk]] = None, prompt_params: Optional[Dict[str, Any]] = None, exec_options: Optional[GuardExecutionOptions] = None, -) -> Tuple[Dict[str, Any], Prompt, Instructions]: +) -> Tuple[Dict[str, Any], Messages]: prompt_params = prompt_params or {} exec_options = exec_options or GuardExecutionOptions() @@ -259,13 +259,11 @@ def get_reask_setup_for_string( ) reask_prompt_template = None - if exec_options.reask_prompt: - reask_prompt_template = Prompt(exec_options.reask_prompt) - else: - reask_prompt_template = Prompt( - constants["high_level_string_reask_prompt"] - + constants["complete_string_suffix"] - ) + + reask_prompt_template = Prompt( + constants["high_level_string_reask_prompt"] + + constants["complete_string_suffix"] + ) error_messages = "\n".join( [ @@ -298,9 +296,12 @@ def get_reask_setup_for_string( messages = None if exec_options.reask_messages: messages = Messages(exec_options.reask_messages) + if messages is None: messages = Messages( - [{"role": "system", "content": "You are a helpful assistant."}] + [ + {"role": "system", "content": instructions}, + {"role": "user", "content": prompt}] ) messages = messages.format( @@ -309,7 +310,7 @@ def get_reask_setup_for_string( **prompt_params, ) - return output_schema, prompt, instructions + return output_schema, messages def get_original_prompt(exec_options: Optional[GuardExecutionOptions] = None) -> str: @@ -323,7 +324,7 @@ def get_original_prompt(exec_options: Optional[GuardExecutionOptions] = None) -> ), "", ) - original_prompt = exec_options.prompt or messages_prompt or "" + original_prompt = messages_prompt or "" return original_prompt @@ -338,7 +339,7 @@ def get_reask_setup_for_json( use_full_schema: Optional[bool] = False, prompt_params: Optional[Dict[str, Any]] = None, exec_options: Optional[GuardExecutionOptions] = None, -) -> Tuple[Dict[str, Any], Prompt, Instructions]: +) -> Tuple[Dict[str, Any], Messages]: reask_schema = output_schema is_skeleton_reask = not any(isinstance(reask, FieldReAsk) for reask in reasks) is_nonparseable_reask = any( @@ -351,8 +352,6 @@ def get_reask_setup_for_json( use_xml = prompt_uses_xml(original_prompt) reask_prompt_template = None - if exec_options.reask_prompt: - reask_prompt_template = Prompt(exec_options.reask_prompt) if is_nonparseable_reask: if reask_prompt_template is None: @@ -462,30 +461,26 @@ def reask_decoder(obj: ReAsk): ) instructions = None - if exec_options.reask_instructions: - instructions = Instructions(exec_options.reask_instructions) + instructions_const = ( + constants["high_level_xml_instructions"] + if use_xml + else constants["high_level_json_instructions"] + ) + instructions = Instructions(instructions_const) + instructions = instructions.format(**prompt_params) + + messages = None + if exec_options.reask_messages: + messages = Messages(exec_options.reask_messages) else: - instructions_const = ( - constants["high_level_xml_instructions"] - if use_xml - else constants["high_level_json_instructions"] + messages = Messages( + [ + {"role": "system", "content": instructions}, + {"role": "user", "content": prompt}, + ] ) - instructions = Instructions(instructions_const) - instructions = instructions.format(**prompt_params) - # TODO: enable this in 0.6.0 - # messages = None - # if exec_options.reask_messages: - # messages = Messages(exec_options.reask_messages) - # else: - # messages = Messages( - # [ - # {"role": "system", "content": instructions}, - # {"role": "user", "content": prompt}, - # ] - # ) - - return reask_schema, prompt, instructions + return reask_schema, messages def get_reask_setup( diff --git a/guardrails/async_guard.py b/guardrails/async_guard.py index a60a2d562..6683f5b88 100644 --- a/guardrails/async_guard.py +++ b/guardrails/async_guard.py @@ -408,7 +408,7 @@ async def __call__( # Determine the final value for messages messages = messages or messages_from_kwargs or messages_from_exec_opts or [] - + print("===== messages is", messages) if messages is not None and not len(messages): raise RuntimeError( "You must provide a prompt if messages is empty. " diff --git a/guardrails/classes/history/inputs.py b/guardrails/classes/history/inputs.py index b94a3d11e..7dcf68cd8 100644 --- a/guardrails/classes/history/inputs.py +++ b/guardrails/classes/history/inputs.py @@ -6,7 +6,8 @@ from guardrails.classes.generic.arbitrary_model import ArbitraryModel from guardrails.classes.llm.prompt_callable import PromptCallableBase from guardrails.prompt.prompt import Prompt - +from guardrails.prompt.messages import Messages +from guardrails.prompt.instructions import Instructions class Inputs(IInputs, ArbitraryModel): """Inputs represent the input data that is passed into the validation loop. @@ -37,7 +38,7 @@ class Inputs(IInputs, ArbitraryModel): "provided by the user via Guard.parse.", default=None, ) - messages: Optional[List[Dict[str, Union[str, Prompt]]]] = Field( + messages: Optional[Union[List[Dict[str, Union[str, Prompt, Instructions]]], Messages]] = Field( description="The message history provided by the user for chat model calls.", default=None, ) diff --git a/guardrails/hub_telemetry/hub_tracing.py b/guardrails/hub_telemetry/hub_tracing.py index a02b1b688..fa8cf619c 100644 --- a/guardrails/hub_telemetry/hub_tracing.py +++ b/guardrails/hub_telemetry/hub_tracing.py @@ -24,10 +24,6 @@ def get_guard_call_attributes( if guard_self is not None: attrs["guard_id"] = guard_self.id attrs["user_id"] = guard_self._user_id - attrs["custom_reask_prompt"] = guard_self._exec_opts.reask_prompt is not None - attrs["custom_reask_instructions"] = ( - guard_self._exec_opts.reask_instructions is not None - ) attrs["custom_reask_messages"] = ( guard_self._exec_opts.reask_messages is not None ) diff --git a/guardrails/prompt/messages.py b/guardrails/prompt/messages.py index a7adec457..16b8c84cd 100644 --- a/guardrails/prompt/messages.py +++ b/guardrails/prompt/messages.py @@ -39,6 +39,22 @@ def __init__( else: self.source = source + # Ensure self.source is iterable + self.source = list(self._source) + self._index = 0 + + def __iter__(self): + self._index = 0 + return self + + def __next__(self): + if self._index < len(self.source): + result = self.source[self._index] + self._index += 1 + return result + else: + raise StopIteration + def format( self, **kwargs, diff --git a/guardrails/run/async_runner.py b/guardrails/run/async_runner.py index cb90fe303..4e57b50ff 100644 --- a/guardrails/run/async_runner.py +++ b/guardrails/run/async_runner.py @@ -298,21 +298,8 @@ async def async_prepare( prompt_params = prompt_params or {} if api is None: raise UserFacingException(ValueError("API must be provided.")) - - has_prompt_validation = "prompt" in self.validation_map - has_instructions_validation = "instructions" in self.validation_map - has_messages_validation = "messages" in self.validation_map + print("===== runner messages are", messages) if messages: - if has_prompt_validation or has_instructions_validation: - raise UserFacingException( - ValueError( - "Prompt and instructions validation are " - "not supported when using message history." - ) - ) - - prompt, instructions = None, None - # Runner.prepare_messages messages = await self.prepare_messages( call_log=call_log, @@ -320,19 +307,6 @@ async def async_prepare( prompt_params=prompt_params, attempt_number=attempt_number, ) - elif prompt is not None: - if has_messages_validation: - raise UserFacingException( - ValueError( - "Message history validation is " - "not supported when using prompt/instructions." - ) - ) - messages = None - - instructions, prompt = await self.prepare_prompt( - call_log, instructions, prompt, prompt_params, api, attempt_number - ) else: raise UserFacingException(ValueError("'messages' must be provided.")) @@ -387,7 +361,7 @@ async def validate_messages( iteration.outputs.validation_response = validated_messages if isinstance(validated_messages, ReAsk): raise ValidationError( - f"Message history validation failed: " f"{validated_messages}" + f"Messages validation failed: " f"{validated_messages}" ) if validated_messages != msg_str: - raise ValidationError("Message history validation failed") + raise ValidationError("Messages validation failed") diff --git a/guardrails/run/runner.py b/guardrails/run/runner.py index 09e0c6b6c..d4bf82505 100644 --- a/guardrails/run/runner.py +++ b/guardrails/run/runner.py @@ -523,6 +523,5 @@ def prepare_to_loop( prompt_params=prompt_params, exec_options=self.exec_options, ) - # TODO add messages support - messages = None + return output_schema, messages diff --git a/tests/integration_tests/test_assets/entity_extraction/refrain.rail b/tests/integration_tests/test_assets/entity_extraction/refrain.rail index f020e87d9..17d5abf07 100644 --- a/tests/integration_tests/test_assets/entity_extraction/refrain.rail +++ b/tests/integration_tests/test_assets/entity_extraction/refrain.rail @@ -15,7 +15,7 @@ - + Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'. ${document} diff --git a/tests/integration_tests/test_async.py b/tests/integration_tests/test_async.py index 9766a1322..41981ac0c 100644 --- a/tests/integration_tests/test_async.py +++ b/tests/integration_tests/test_async.py @@ -37,19 +37,12 @@ async def test_entity_extraction_with_reask(mocker): content = docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = AsyncGuard.from_rail_string(entity_extraction.RAIL_SPEC_WITH_REASK) - from guardrails.run import async_runner - - preprocess_prompt_spy = mocker.spy(async_runner, "preprocess_prompt") - final_output = await guard( llm_api=mock_async_llm, prompt_params={"document": content[:6000]}, num_reasks=1, ) - # Check that the preprocess_prompt method was called. - preprocess_prompt_spy.assert_called() - # Assertions are made on the guard state object. assert final_output.validation_passed is True assert final_output.validated_output == entity_extraction.VALIDATED_OUTPUT_REASK_2 @@ -64,9 +57,9 @@ async def test_entity_extraction_with_reask(mocker): # For orginal prompt and output first = call.iterations.first - assert first.inputs.prompt == Prompt(entity_extraction.NON_OPENAI_COMPILED_PROMPT) + assert first.inputs.messages[0]["content"] == Prompt(entity_extraction.NON_OPENAI_COMPILED_PROMPT) # Same as above - assert call.compiled_prompt == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT assert first.prompt_tokens_consumed == 123 assert first.completion_tokens_consumed == 1234 assert first.raw_output == entity_extraction.LLM_OUTPUT @@ -74,11 +67,11 @@ async def test_entity_extraction_with_reask(mocker): # For re-asked prompt and output final = call.iterations.last - assert final.inputs.prompt == Prompt( + assert final.inputs.messages[1]["content"] == Prompt( entity_extraction.NON_OPENAI_COMPILED_PROMPT_REASK ) # Same as above - assert call.reask_prompts.last == entity_extraction.NON_OPENAI_COMPILED_PROMPT_REASK + assert call.reask_messages[0][1]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT_REASK # TODO: Re-enable once field level reasking is supported # assert final.raw_output == entity_extraction.LLM_OUTPUT_REASK @@ -125,7 +118,7 @@ async def test_entity_extraction_with_noop(mocker): assert call.iterations.length == 1 # For orginal prompt and output - assert call.compiled_prompt == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.validation_response == entity_extraction.VALIDATED_OUTPUT_NOOP @@ -145,7 +138,10 @@ async def test_entity_extraction_with_noop_pydantic(mocker): content = docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = AsyncGuard.from_pydantic( entity_extraction.PYDANTIC_RAIL_WITH_NOOP, - prompt=entity_extraction.PYDANTIC_PROMPT, + messages=[{ + "role":"user", + "content": entity_extraction.PYDANTIC_PROMPT, + }], ) final_output = await guard( llm_api=mock_async_llm, @@ -167,7 +163,7 @@ async def test_entity_extraction_with_noop_pydantic(mocker): assert call.iterations.length == 1 # For orginal prompt and output - assert call.compiled_prompt == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.validation_response == entity_extraction.VALIDATED_OUTPUT_NOOP @@ -205,7 +201,7 @@ async def test_entity_extraction_with_filter(mocker): assert call.iterations.length == 1 # For orginal prompt and output - assert call.compiled_prompt == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.validation_response == entity_extraction.VALIDATED_OUTPUT_FILTER assert call.guarded_output is None @@ -244,7 +240,7 @@ async def test_entity_extraction_with_fix(mocker): assert guard.history.length == 1 # For orginal prompt and output - assert call.compiled_prompt == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.guarded_output == entity_extraction.VALIDATED_OUTPUT_FIX @@ -281,7 +277,7 @@ async def test_entity_extraction_with_refrain(mocker): assert guard.history.length == 1 # For orginal prompt and output - assert call.compiled_prompt == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.guarded_output == entity_extraction.VALIDATED_OUTPUT_REFRAIN diff --git a/tests/unit_tests/actions/test_reask.py b/tests/unit_tests/actions/test_reask.py index 7e8f05998..1e1e20cee 100644 --- a/tests/unit_tests/actions/test_reask.py +++ b/tests/unit_tests/actions/test_reask.py @@ -552,8 +552,7 @@ def test_get_reask_prompt( ( reask_schema, - reask_prompt, - reask_instructions, + reask_messages ) = get_reask_setup( output_type, output_schema, @@ -574,9 +573,9 @@ def test_get_reask_prompt( # json.dumps(json_example, indent=2), ) - assert reask_prompt.source == expected_prompt + assert reask_messages.source[1]["content"].source == expected_prompt - assert reask_instructions.source == expected_instructions + assert reask_messages.source[0]["content"].source == expected_instructions ### FIXME: Implement once Field Level ReAsk is implemented w/ JSON schema ### diff --git a/tests/unit_tests/test_guard.py b/tests/unit_tests/test_guard.py index 199b5ea50..7ed15d116 100644 --- a/tests/unit_tests/test_guard.py +++ b/tests/unit_tests/test_guard.py @@ -266,16 +266,16 @@ class TestClass(BaseModel): assert prompt_validators[1].__class__.__name__ == "OneLine" # Check guard for output validators - assert len(guard._validators) == 6 + assert len(guard._validators) == 4 - assert isinstance(guard._validators[4], EndsWith) - assert guard._validators[4]._kwargs["end"] == "a" + assert isinstance(guard._validators[2], EndsWith) + assert guard._validators[2]._kwargs["end"] == "a" assert ( - guard._validators[4].on_fail_descriptor == OnFailAction.FIX + guard._validators[2].on_fail_descriptor == OnFailAction.FIX ) # bc this is the default - assert isinstance(guard._validators[5], TwoWords) - assert guard._validators[5].on_fail_descriptor == OnFailAction.REASK # bc we set it + assert isinstance(guard._validators[3], TwoWords) + assert guard._validators[3].on_fail_descriptor == OnFailAction.REASK # bc we set it # Test with an unrecognized "on" parameter, should warn with a UserWarning with pytest.warns(UserWarning): @@ -569,33 +569,25 @@ def test_use_and_use_many(): ) ) - # Check schemas for prompt, instructions and msg_history validators - prompt_validators = guard._validator_map.get("prompt", []) + # Check schemas for messages validators + prompt_validators = guard._validator_map.get("messages", []) assert len(prompt_validators) == 2 assert prompt_validators[0].__class__.__name__ == "OneLine" assert prompt_validators[1].__class__.__name__ == "LowerCase" - instructions_validators = guard._validator_map.get("instructions", []) - assert len(instructions_validators) == 1 - assert instructions_validators[0].__class__.__name__ == "UpperCase" - - msg_history_validators = guard._validator_map.get("msg_history", []) - assert len(msg_history_validators) == 1 - assert msg_history_validators[0].__class__.__name__ == "LowerCase" - # Check guard for validators - assert len(guard._validators) == 6 + assert len(guard._validators) == 4 - assert isinstance(guard._validators[4], TwoWords) - assert guard._validators[4].on_fail_descriptor == OnFailAction.REASK # bc we set it + assert isinstance(guard._validators[2], TwoWords) + assert guard._validators[2].on_fail_descriptor == OnFailAction.REASK # bc we set it - assert isinstance(guard._validators[5], ValidLength) - assert guard._validators[5]._min == 0 - assert guard._validators[5]._kwargs["min"] == 0 - assert guard._validators[5]._max == 12 - assert guard._validators[5]._kwargs["max"] == 12 + assert isinstance(guard._validators[3], ValidLength) + assert guard._validators[3]._min == 0 + assert guard._validators[3]._kwargs["min"] == 0 + assert guard._validators[3]._max == 12 + assert guard._validators[3]._kwargs["max"] == 12 assert ( - guard._validators[5].on_fail_descriptor == OnFailAction.REFRAIN + guard._validators[3].on_fail_descriptor == OnFailAction.REFRAIN ) # bc we set it # Test with an unrecognized "on" parameter, should warn with a UserWarning diff --git a/tests/unit_tests/test_llm_providers.py b/tests/unit_tests/test_llm_providers.py index 18613f424..30e1c7702 100644 --- a/tests/unit_tests/test_llm_providers.py +++ b/tests/unit_tests/test_llm_providers.py @@ -483,8 +483,8 @@ async def my_llm(prompt: str, *, messages=None, **kwargs) -> str: def test_get_async_llm_ask_custom_llm_warning(): from guardrails.llm_providers import AsyncArbitraryCallable - async def my_llm(prompt: str, **kwargs) -> str: - return f"Hello {prompt}!" + async def my_llm(messages: str, **kwargs) -> str: + return f"Hello {messages}!" with pytest.warns( UserWarning, @@ -500,17 +500,6 @@ async def my_llm(prompt: str, **kwargs) -> str: assert isinstance(prompt_callable, AsyncArbitraryCallable) -def test_get_async_llm_ask_custom_llm_must_accept_prompt(): - async def my_llm() -> str: - return "Hello!" - - with pytest.raises( - ValueError, - match="Custom LLM callables must accept at least one positional argument for prompt!", # noqa - ): - get_async_llm_ask(my_llm) - - def test_get_async_llm_ask_custom_llm_must_accept_kwargs(): def my_llm(prompt: str) -> str: return f"Hello {prompt}!" diff --git a/tests/unit_tests/test_rail.py b/tests/unit_tests/test_rail.py index aa44f9885..b7fede276 100644 --- a/tests/unit_tests/test_rail.py +++ b/tests/unit_tests/test_rail.py @@ -15,7 +15,7 @@ def test_rail_scalar_string(): Hello world - + """ rail_string_to_schema(rail_spec) @@ -39,6 +39,7 @@ def test_rail_object_with_scalar(): Hello world + """ rail_string_to_schema(rail_spec) From e684739e6d9d77719e2d728cf76e1fa38aaca07e Mon Sep 17 00:00:00 2001 From: David Tam Date: Tue, 24 Sep 2024 16:52:07 -0700 Subject: [PATCH 05/71] more progress --- guardrails/formatters/json_formatter.py | 12 +++- guardrails/guard.py | 14 ++-- guardrails/llm_providers.py | 29 ++++---- guardrails/run/async_runner.py | 58 ++++++++------- guardrails/run/runner.py | 24 +++---- tests/integration_tests/mock_llm_outputs.py | 5 ++ tests/integration_tests/test_formatters.py | 4 +- tests/integration_tests/test_parsing.py | 19 ++--- tests/integration_tests/test_pydantic.py | 24 ++++--- tests/integration_tests/test_python_rail.py | 34 +++++---- tests/unit_tests/test_validator_base.py | 80 +++++++-------------- 11 files changed, 150 insertions(+), 153 deletions(-) diff --git a/guardrails/formatters/json_formatter.py b/guardrails/formatters/json_formatter.py index 1c771ae61..e71b718ae 100644 --- a/guardrails/formatters/json_formatter.py +++ b/guardrails/formatters/json_formatter.py @@ -105,12 +105,16 @@ def fn( messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: + prompt = "" + for msg in messages: + prompt += msg["content"] + return json.dumps( Jsonformer( model=model.model, tokenizer=model.tokenizer, json_schema=self.output_schema, - messages=messages, + prompt=prompt )() ) @@ -127,12 +131,16 @@ def fn( messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: + prompt = "" + for msg in messages: + prompt += msg["content"] + return json.dumps( Jsonformer( model=model, tokenizer=tokenizer, json_schema=self.output_schema, - messages=messages, + prompt=prompt )() ) diff --git a/guardrails/guard.py b/guardrails/guard.py index f5c1243b8..c73f15465 100644 --- a/guardrails/guard.py +++ b/guardrails/guard.py @@ -647,8 +647,8 @@ def _execute( reask_messages=reask_messages, ) metadata = metadata or {} - if not llm_output and llm_api and not (messages): - raise RuntimeError("'messages' must be provided in order to call an LLM!") + # if not llm_output and llm_api and not (messages): + # raise RuntimeError("'messages' must be provided in order to call an LLM!") # check if validator requirements are fulfilled missing_keys = verify_metadata_requirements(metadata, self._validators) @@ -841,11 +841,11 @@ def __call__( """ messages = messages or self._exec_opts.messages or [] - if messages is not None and not len(messages): - raise RuntimeError( - "You must provide messages. " - "Alternatively, you can provide a prompt in the Schema constructor." - ) + # if messages is not None and not len(messages): + # raise RuntimeError( + # "You must provide messages. " + # "Alternatively, you can provide a prompt in the Schema constructor." + # ) return trace_guard_execution( self.name, self.history, diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py index 368518737..2a57b5caf 100644 --- a/guardrails/llm_providers.py +++ b/guardrails/llm_providers.py @@ -43,14 +43,14 @@ def nonchat_prompt(prompt: str, instructions: Optional[str] = None) -> str: def chat_prompt( prompt: Optional[str], instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, ) -> List[Dict[str, str]]: """Prepare final prompt for chat engine.""" - if msg_history: - return msg_history + if messages: + return messages if prompt is None: raise PromptCallableException( - "You must pass in either `text` or `msg_history` to `guard.__call__`." + "You must pass in either `text` or `messages` to `guard.__call__`." ) if not instructions: @@ -65,14 +65,14 @@ def chat_prompt( def litellm_messages( prompt: Optional[str], instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, ) -> List[Dict[str, str]]: """Prepare messages for LiteLLM.""" - if msg_history: - return msg_history + if messages: + return messages if prompt is None: raise PromptCallableException( - "Either `text` or `msg_history` required for `guard.__call__`." + "Either `text` or `messages` required for `guard.__call__`." ) if instructions: @@ -143,8 +143,7 @@ def _invoke_llm( self, text: Optional[str] = None, model: str = "gpt-3.5-turbo", - instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, *args, **kwargs, ) -> LLMResponse: @@ -170,9 +169,9 @@ def _invoke_llm( "The `litellm` package is not installed. " "Install with `pip install litellm`" ) from e - if text is not None or instructions is not None or msg_history is not None: + if messages is not None: messages = litellm_messages( - prompt=text, instructions=instructions, msg_history=msg_history + prompt=text, messages=messages ) kwargs["messages"] = messages @@ -592,7 +591,7 @@ async def invoke_llm( self, text: Optional[str] = None, instructions: Optional[str] = None, - msg_history: Optional[List[Dict]] = None, + messages: Optional[List[Dict]] = None, *args, **kwargs, ): @@ -619,11 +618,11 @@ async def invoke_llm( "Install with `pip install litellm`" ) from e - if text is not None or instructions is not None or msg_history is not None: + if text is not None or instructions is not None or messages is not None: messages = litellm_messages( prompt=text, instructions=instructions, - msg_history=msg_history, + messages=messages, ) kwargs["messages"] = messages diff --git a/guardrails/run/async_runner.py b/guardrails/run/async_runner.py index 4e57b50ff..962d8cac9 100644 --- a/guardrails/run/async_runner.py +++ b/guardrails/run/async_runner.py @@ -22,6 +22,8 @@ from guardrails.actions.reask import NonParseableReAsk, ReAsk from guardrails.telemetry import trace_async_call, trace_async_step +from guardrails.constants import fail_status +from guardrails.prompt import Prompt class AsyncRunner(Runner): def __init__( @@ -339,29 +341,37 @@ async def prepare_messages( async def validate_messages( self, call_log: Call, messages: MessageHistory, attempt_number: int ): - msg_str = messages_string(messages) - inputs = Inputs( - llm_output=msg_str, - ) - iteration = Iteration(call_id=call_log.id, index=attempt_number, inputs=inputs) - call_log.iterations.insert(0, iteration) - value, _metadata = await validator_service.async_validate( - value=msg_str, - metadata=self.metadata, - validator_map=self.validation_map, - iteration=iteration, - disable_tracer=self._disable_tracer, - path="messages", - ) - validated_messages = validator_service.post_process_validation( - value, attempt_number, iteration, OutputTypes.STRING - ) - validated_messages = cast(str, validated_messages) + for msg in messages: + content = ( + msg["content"].source + if isinstance(msg["content"], Prompt) + else msg["content"] + ) + inputs = Inputs( + llm_output=content, + ) + iteration = Iteration(call_id=call_log.id, index=attempt_number, inputs=inputs) + call_log.iterations.insert(0, iteration) + value, _metadata = await validator_service.async_validate( + value=content, + metadata=self.metadata, + validator_map=self.validation_map, + iteration=iteration, + disable_tracer=self._disable_tracer, + path="messages", + ) - iteration.outputs.validation_response = validated_messages - if isinstance(validated_messages, ReAsk): - raise ValidationError( - f"Messages validation failed: " f"{validated_messages}" + validated_msg = validator_service.post_process_validation( + value, attempt_number, iteration, OutputTypes.STRING ) - if validated_messages != msg_str: - raise ValidationError("Messages validation failed") + + iteration.outputs.validation_response = validated_msg + + if isinstance(validated_msg, ReAsk): + raise ValidationError(f"Messages validation failed: {validated_msg}") + elif not validated_msg or iteration.status == fail_status: + raise ValidationError("Messages validation failed") + + msg["content"] = cast(str, validated_msg) + + return messages # type: ignore \ No newline at end of file diff --git a/guardrails/run/runner.py b/guardrails/run/runner.py index d4bf82505..7e666b876 100644 --- a/guardrails/run/runner.py +++ b/guardrails/run/runner.py @@ -287,22 +287,17 @@ def step( def validate_messages( self, call_log: Call, messages: MessageHistory, attempt_number: int ) -> None: - msg_str = messages_string(messages) - inputs = Inputs( - llm_output=msg_str, - ) - iteration = Iteration(call_id=call_log.id, index=attempt_number, inputs=inputs) - call_log.iterations.insert(0, iteration) - - validated_msgs = "" - for msg in messages: content = ( msg["content"].source if isinstance(msg["content"], Prompt) else msg["content"] ) - + inputs = Inputs( + llm_output=content, + ) + iteration = Iteration(call_id=call_log.id, index=attempt_number, inputs=inputs) + call_log.iterations.insert(0, iteration) value, _metadata = validator_service.validate( value=content, metadata=self.metadata, @@ -315,16 +310,15 @@ def validate_messages( validated_msg = validator_service.post_process_validation( value, attempt_number, iteration, OutputTypes.STRING ) + + iteration.outputs.validation_response = validated_msg if isinstance(validated_msg, ReAsk): - raise ValidationError(f"Message validation failed: {validated_msg}") + raise ValidationError(f"Messages validation failed: {validated_msg}") elif not validated_msg or iteration.status == fail_status: - raise ValidationError("Message validation failed") + raise ValidationError("Messages validation failed") msg["content"] = cast(str, validated_msg) - validated_msgs += validated_msg - - iteration.outputs.validation_response = validated_msgs return messages # type: ignore diff --git a/tests/integration_tests/mock_llm_outputs.py b/tests/integration_tests/mock_llm_outputs.py index 1f5ba0975..f292451b3 100644 --- a/tests/integration_tests/mock_llm_outputs.py +++ b/tests/integration_tests/mock_llm_outputs.py @@ -128,6 +128,11 @@ def _invoke_llm( } try: + if msg_history: + key = (msg_history[0]["content"], msg_history[1]["content"]) + print("=========trying key", key) + out_text = mock_llm_responses[key] + print("========found out text", out_text) if prompt and instructions and not msg_history: out_text = mock_llm_responses[(prompt, instructions)] elif msg_history and not prompt and not instructions: diff --git a/tests/integration_tests/test_formatters.py b/tests/integration_tests/test_formatters.py index 48f9628b8..b6c3f341a 100644 --- a/tests/integration_tests/test_formatters.py +++ b/tests/integration_tests/test_formatters.py @@ -25,7 +25,7 @@ class Foo(BaseModel): bez: List[str] g = Guard.from_pydantic(Foo, output_formatter="jsonformer") - response = g(model.generate, tokenizer=tokenizer, prompt="test") + response = g(model.generate, tokenizer=tokenizer, messages=[{"content": "test","role": "user"}]) validated_output = response.validated_output assert isinstance(validated_output, dict) assert "bar" in validated_output @@ -45,7 +45,7 @@ class Foo(BaseModel): bez: List[str] g = Guard.from_pydantic(Foo, output_formatter="jsonformer") - response = g(model, prompt="Sample:") + response = g(model, messages=[{"content": "Sample:","role": "user"}]) validated_output = response.validated_output assert isinstance(validated_output, dict) assert "bar" in validated_output diff --git a/tests/integration_tests/test_parsing.py b/tests/integration_tests/test_parsing.py index 9a1216ce4..3397b3b3e 100644 --- a/tests/integration_tests/test_parsing.py +++ b/tests/integration_tests/test_parsing.py @@ -49,16 +49,16 @@ def test_parsing_reask(mocker): assert call.iterations.length == 2 # For orginal prompt and output - assert call.compiled_prompt == pydantic.PARSING_COMPILED_PROMPT + assert call.compiled_messages[0]["content"]._source == pydantic.PARSING_COMPILED_PROMPT assert call.iterations.first.raw_output == pydantic.PARSING_UNPARSEABLE_LLM_OUTPUT assert call.iterations.first.guarded_output is None # For re-asked prompt and output - assert call.iterations.last.inputs.prompt == gd.Prompt( + assert call.iterations.last.inputs.messages[1]["content"] == gd.Prompt( pydantic.PARSING_COMPILED_REASK ) # Same as above - assert call.reask_prompts.last == pydantic.PARSING_COMPILED_REASK + assert call.reask_messages[0][1]["content"]._source == pydantic.PARSING_COMPILED_REASK assert call.raw_outputs.last == pydantic.PARSING_EXPECTED_LLM_OUTPUT assert call.guarded_output == pydantic.PARSING_EXPECTED_OUTPUT @@ -83,7 +83,8 @@ async def test_async_parsing_reask(mocker): ] guard = gd.AsyncGuard.from_pydantic( - output_class=pydantic.PersonalDetails, prompt=pydantic.PARSING_INITIAL_PROMPT + output_class=pydantic.PersonalDetails, + messages=[{"role": "user", "content": pydantic.PARSING_INITIAL_PROMPT}], ) final_output = await guard( @@ -100,17 +101,17 @@ async def test_async_parsing_reask(mocker): assert call.iterations.length == 2 # For orginal prompt and output - assert call.compiled_prompt == pydantic.PARSING_COMPILED_PROMPT + assert call.compiled_messages[0]["content"]._source == pydantic.PARSING_COMPILED_PROMPT assert call.iterations.first.raw_output == pydantic.PARSING_UNPARSEABLE_LLM_OUTPUT assert call.iterations.first.guarded_output is None # For re-asked prompt and output - assert call.iterations.last.inputs.prompt == gd.Prompt( + assert call.iterations.last.inputs.messages[1]["content"] == gd.Prompt( pydantic.PARSING_COMPILED_REASK ) # Same as above - assert call.reask_prompts.last == pydantic.PARSING_COMPILED_REASK + assert call.reask_messages[0][1]["content"]._source == pydantic.PARSING_COMPILED_REASK assert call.raw_outputs.last == pydantic.PARSING_EXPECTED_LLM_OUTPUT assert call.guarded_output == pydantic.PARSING_EXPECTED_OUTPUT @@ -123,7 +124,7 @@ def test_reask_prompt_instructions(mocker): """ mocker.patch( - "guardrails.llm_providers.OpenAIChatCallable._invoke_llm", + "guardrails.llm_providers.LiteLLMCallable._invoke_llm", return_value=LLMResponse( output=string.MSG_LLM_OUTPUT_CORRECT, prompt_token_count=123, @@ -144,7 +145,7 @@ def always_fail(value: str, metadata: Dict) -> ValidationResult: guard.parse( llm_output="Tomato Cheese Pizza", - llm_api=openai.chat.completions.create, + model="gpt-3.5-turbo", messages=[ {"role": "system", "content": "Some content"}, {"role": "user", "content": "Some prompt"}, diff --git a/tests/integration_tests/test_pydantic.py b/tests/integration_tests/test_pydantic.py index 15610acb1..47ee05992 100644 --- a/tests/integration_tests/test_pydantic.py +++ b/tests/integration_tests/test_pydantic.py @@ -36,10 +36,12 @@ def test_pydantic_with_reask(mocker): ), ] - guard = gd.Guard.from_pydantic(ListOfPeople, prompt=VALIDATED_RESPONSE_REASK_PROMPT) + guard = gd.Guard.from_pydantic(ListOfPeople, + messages=[{ + "role": "user", + "content": VALIDATED_RESPONSE_REASK_PROMPT}]) final_output = guard( - openai.completions.create, - engine="text-davinci-003", + model="text-davinci-003", max_tokens=512, temperature=0.5, num_reasks=2, @@ -55,8 +57,8 @@ def test_pydantic_with_reask(mocker): # Check that the guard state object has the correct number of re-asks. assert call.iterations.length == 3 - # For orginal prompt and output - assert call.compiled_prompt == pydantic.COMPILED_PROMPT + # For original prompt and output + assert call.compiled_messages[0]["content"]._source == pydantic.COMPILED_PROMPT assert call.iterations.first.raw_output == pydantic.LLM_OUTPUT assert ( call.iterations.first.validation_response == pydantic.VALIDATED_OUTPUT_REASK_1 @@ -102,7 +104,7 @@ def test_pydantic_with_reask(mocker): def test_pydantic_with_full_schema_reask(mocker): """Test that the entity extraction works with re-asking.""" mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAIChatCallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) mock_invoke_llm.side_effect = [ LLMResponse( @@ -122,9 +124,11 @@ def test_pydantic_with_full_schema_reask(mocker): ), ] - guard = gd.Guard.from_pydantic(ListOfPeople, prompt=VALIDATED_RESPONSE_REASK_PROMPT) + guard = gd.Guard.from_pydantic(ListOfPeople, messages=[{ + "content": VALIDATED_RESPONSE_REASK_PROMPT, + "role": "user", + }]) final_output = guard( - openai.chat.completions.create, model="gpt-3.5-turbo", max_tokens=512, temperature=0.5, @@ -142,8 +146,8 @@ def test_pydantic_with_full_schema_reask(mocker): assert call.iterations.length == 3 # For orginal prompt and output - assert call.compiled_prompt == pydantic.COMPILED_PROMPT_CHAT - assert call.compiled_instructions == pydantic.COMPILED_INSTRUCTIONS_CHAT + assert call.compiled_messages[0]["content"]._source == pydantic.COMPILED_PROMPT_CHAT + assert call.compiled_messages[1]["content"] == pydantic.COMPILED_INSTRUCTIONS_CHAT assert call.iterations.first.raw_output == pydantic.LLM_OUTPUT assert ( call.iterations.first.validation_response == pydantic.VALIDATED_OUTPUT_REASK_1 diff --git a/tests/integration_tests/test_python_rail.py b/tests/integration_tests/test_python_rail.py index 305b9446c..662fbfd92 100644 --- a/tests/integration_tests/test_python_rail.py +++ b/tests/integration_tests/test_python_rail.py @@ -99,7 +99,7 @@ class Director(BaseModel): def test_python_rail(mocker): mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAIChatCallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) mock_invoke_llm.side_effect = [ LLMResponse( @@ -116,19 +116,25 @@ def test_python_rail(mocker): guard = gd.Guard.from_pydantic( output_class=Director, - prompt=( - "Provide detailed information about the top 5 grossing movies from" - " ${director} including release date, duration, budget, whether " - "it's a sequel, website, and contact email.\n" - "${gr.xml_suffix_without_examples}" - ), - instructions="\nYou are a helpful assistant only capable of communicating" - " with valid JSON, and no other text.\n${gr.xml_suffix_prompt_examples}", + messages=[ + { + "role": "system", + "content": "\nYou are a helpful assistant only capable of communicating" + " with valid JSON, and no other text.\n${gr.xml_suffix_prompt_examples}", + }, + { + "role": "user", + "content":"Provide detailed information about the top 5 grossing movies from" + " ${director} including release date, duration, budget, whether " + "it's a sequel, website, and contact email.\n" + "${gr.xml_suffix_without_examples}", + }, + ], ) # Guardrails runs validation and fixes the first failing output through reasking final_output = guard( - openai.chat.completions.create, + model="gpt-3.5-turbo", prompt_params={"director": "Christopher Nolan"}, num_reasks=2, full_schema_reask=False, @@ -146,7 +152,7 @@ def test_python_rail(mocker): assert call.iterations.length == 2 assert ( - call.compiled_prompt + call.compiled_messages[1]["content"]._source == python_rail.COMPILED_PROMPT_1_PYDANTIC_2_WITHOUT_INSTRUCTIONS ) @@ -155,11 +161,11 @@ def test_python_rail(mocker): == python_rail.LLM_OUTPUT_1_FAIL_GUARDRAILS_VALIDATION ) - assert call.iterations.last.inputs.prompt == gd.Prompt( + assert call.iterations.last.inputs.messages[1]["content"] == gd.Prompt( python_rail.COMPILED_PROMPT_2_WITHOUT_INSTRUCTIONS ) # Same as above - assert call.reask_prompts.last == python_rail.COMPILED_PROMPT_2_WITHOUT_INSTRUCTIONS + assert call.reask_messages[0][1]["content"]._source == python_rail.COMPILED_PROMPT_2_WITHOUT_INSTRUCTIONS assert ( call.raw_outputs.last == python_rail.LLM_OUTPUT_2_SUCCEED_GUARDRAILS_BUT_FAIL_PYDANTIC_VALIDATION @@ -201,7 +207,7 @@ def test_python_string(mocker): ], ) final_output = guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"ingredients": "tomato, cheese, sour cream"}, num_reasks=1, max_tokens=100, diff --git a/tests/unit_tests/test_validator_base.py b/tests/unit_tests/test_validator_base.py index a4b5cb322..b3c5dcaa7 100644 --- a/tests/unit_tests/test_validator_base.py +++ b/tests/unit_tests/test_validator_base.py @@ -1,7 +1,6 @@ import json import re from typing import Any, Dict, List -import openai import pytest from pydantic import BaseModel, Field @@ -451,7 +450,7 @@ class Pet(BaseModel): def test_input_validation_fix(mocker): - def mock_llm_api(prompt, *args, instructions=None, messages=None, **kwargs): + def mock_llm_api(*args, messages=None, **kwargs): return json.dumps({"name": "Fluffy"}) # fix returns an amended value for prompt/instructions validation, @@ -467,20 +466,9 @@ def mock_llm_api(prompt, *args, instructions=None, messages=None, **kwargs): } ], ) - assert ( - guard.history.first.iterations.first.outputs.validation_response == "What kind" - ) - guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="instructions") - guard( - mock_llm_api, - prompt="What kind of pet should I get and what should I name it?", - instructions="But really, what kind of pet should I get?", - ) assert ( - guard.history.first.iterations.first.outputs.validation_response - == "But really," + guard.history.first.iterations.first.outputs.validation_response == "What kind" ) # but raises for messages validation @@ -497,7 +485,7 @@ def mock_llm_api(prompt, *args, instructions=None, messages=None, **kwargs): } ], ) - assert str(excinfo.value) == "Message history validation failed" + assert str(excinfo.value) == "Validation failed for field with errors: must be exactly two words" assert isinstance(guard.history.first.exception, ValidationError) assert guard.history.first.exception == excinfo.value @@ -509,8 +497,8 @@ def mock_llm_api(prompt, *args, instructions=None, messages=None, **kwargs): validators="two-words" on-fail-two-words="fix" > - This is not two words - This also is not two words + This is not two words + This also is not two words @@ -568,19 +556,17 @@ async def mock_llm_api(*args, messages=None, **kwargs) -> str: guard = AsyncGuard.from_pydantic(output_class=Pet) guard.use(TwoWords(on_fail=OnFailAction.FIX), on="messages") - with pytest.raises(ValidationError) as excinfo: - await guard( - mock_llm_api, - messages=[ - { - "role": "user", - "content": "What kind of pet should I get?", - } - ], - ) - assert str(excinfo.value) == "Messages validation failed" - assert isinstance(guard.history.first.exception, ValidationError) - assert guard.history.first.exception == excinfo.value + await guard( + mock_llm_api, + messages=[ + { + "role": "user", + "content": "What kind of pet should I get?", + } + ], + ) + + assert guard.history.first.iterations.first.outputs.validation_response == "What kind" # rail prompt validation guard = AsyncGuard.from_rail_string( @@ -590,7 +576,7 @@ async def mock_llm_api(*args, messages=None, **kwargs) -> str: validators="two-words" on-fail-two-words="fix" > -This is not two words +This is not two words @@ -608,18 +594,18 @@ async def mock_llm_api(*args, messages=None, **kwargs) -> str: [ ( OnFailAction.REASK, - "Message validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa - "Message validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa + "Messages validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa + "Messages validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa ), ( OnFailAction.FILTER, - "Message validation failed", - "Message validation failed", + "Messages validation failed", + "Messages validation failed", ), ( OnFailAction.REFRAIN, - "Message validation failed", - "Message validation failed", + "Messages validation failed", + "Messages validation failed", ), ( OnFailAction.EXCEPTION, @@ -690,8 +676,8 @@ def custom_llm(*args, messages=None, **kwargs): [ ( OnFailAction.REASK, - "Message validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa - "Message validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa + "Messages validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa + "Messages validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', error_message='must be exactly two words', fix_value='What kind', error_spans=None, metadata=None, validated_chunk=None)] additional_properties={} path=None", # noqa ), ( OnFailAction.FILTER, @@ -782,19 +768,3 @@ async def custom_llm(*args, messages=None, **kwargs) -> str: assert isinstance(guard.history.last.exception, ValidationError) assert guard.history.last.exception == excinfo.value - -def test_input_validation_mismatch_raise(): - # messages validation, prompt argument - guard = Guard.from_pydantic(output_class=Pet) - guard.use(TwoWords(on_fail=OnFailAction.FIX), on="messages") - - with pytest.raises(ValueError): - guard( - openai.completions.create, - messages=[ - { - "role": "user", - "content": "What kind of pet should I get?", - } - ], - ) From 18591b73756467ff9fcb5b86dfd428fbd9c2177f Mon Sep 17 00:00:00 2001 From: David Tam Date: Wed, 25 Sep 2024 13:17:46 -0700 Subject: [PATCH 06/71] fix some more tests --- guardrails/async_guard.py | 2 +- guardrails/run/async_runner.py | 2 +- guardrails/run/async_stream_runner.py | 31 +++++++++++++-------------- guardrails/run/stream_runner.py | 25 ++++++++++++--------- 4 files changed, 32 insertions(+), 28 deletions(-) diff --git a/guardrails/async_guard.py b/guardrails/async_guard.py index 6683f5b88..a60a2d562 100644 --- a/guardrails/async_guard.py +++ b/guardrails/async_guard.py @@ -408,7 +408,7 @@ async def __call__( # Determine the final value for messages messages = messages or messages_from_kwargs or messages_from_exec_opts or [] - print("===== messages is", messages) + if messages is not None and not len(messages): raise RuntimeError( "You must provide a prompt if messages is empty. " diff --git a/guardrails/run/async_runner.py b/guardrails/run/async_runner.py index 962d8cac9..03a75a755 100644 --- a/guardrails/run/async_runner.py +++ b/guardrails/run/async_runner.py @@ -300,7 +300,7 @@ async def async_prepare( prompt_params = prompt_params or {} if api is None: raise UserFacingException(ValueError("API must be provided.")) - print("===== runner messages are", messages) + if messages: # Runner.prepare_messages messages = await self.prepare_messages( diff --git a/guardrails/run/async_stream_runner.py b/guardrails/run/async_stream_runner.py index 3a13a3022..db4fb24c7 100644 --- a/guardrails/run/async_stream_runner.py +++ b/guardrails/run/async_stream_runner.py @@ -15,9 +15,7 @@ from guardrails.classes.output_type import OutputTypes from guardrails.constants import pass_status from guardrails.llm_providers import ( - AsyncLiteLLMCallable, AsyncPromptCallableBase, - LiteLLMCallable, PromptCallableBase, ) from guardrails.logger import set_scope @@ -202,23 +200,24 @@ async def async_step( def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> str: """Get the text from a chunk.""" chunk_text = "" - if isinstance(api, LiteLLMCallable): + try: finished = chunk.choices[0].finish_reason - content = chunk.choices[0].delta.content + content = chunk.choices[0].text if not finished and content: chunk_text = content - elif isinstance(api, AsyncLiteLLMCallable): - finished = chunk.choices[0].finish_reason - content = chunk.choices[0].delta.content - if not finished and content: - chunk_text = content - else: + except Exception as e: try: - chunk_text = chunk + finished = chunk.choices[0].finish_reason + content = chunk.choices[0].delta.content + if not finished and content: + chunk_text = content except Exception as e: - raise ValueError( - f"Error getting chunk from stream: {e}. " - "Non-OpenAI API callables expected to return " - "a generator of strings." - ) from e + try: + chunk_text = chunk + except Exception as e: + raise ValueError( + f"Error getting chunk from stream: {e}. " + "Non-OpenAI API callables expected to return " + "a generator of strings." + ) from e return chunk_text diff --git a/guardrails/run/stream_runner.py b/guardrails/run/stream_runner.py index e7c7bd4b7..f09d0df64 100644 --- a/guardrails/run/stream_runner.py +++ b/guardrails/run/stream_runner.py @@ -5,7 +5,6 @@ from guardrails.classes.output_type import OT, OutputTypes from guardrails.classes.validation_outcome import ValidationOutcome from guardrails.llm_providers import ( - LiteLLMCallable, PromptCallableBase, ) from guardrails.run.runner import Runner @@ -249,20 +248,26 @@ def is_last_chunk(self, chunk: Any, api: Union[PromptCallableBase, None]) -> boo def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> str: """Get the text from a chunk.""" chunk_text = "" - if isinstance(api, LiteLLMCallable): + try: finished = chunk.choices[0].finish_reason - content = chunk.choices[0].delta.content + content = chunk.choices[0].text if not finished and content: chunk_text = content - else: + except Exception as e: try: - chunk_text = chunk + finished = chunk.choices[0].finish_reason + content = chunk.choices[0].delta.content + if not finished and content: + chunk_text = content except Exception as e: - raise ValueError( - f"Error getting chunk from stream: {e}. " - "Non-OpenAI API callables expected to return " - "a generator of strings." - ) from e + try: + chunk_text = chunk + except Exception as e: + raise ValueError( + f"Error getting chunk from stream: {e}. " + "Non-OpenAI API callables expected to return " + "a generator of strings." + ) from e return chunk_text def parse( From a1f7893c0bad7341dffeb33f03d3f2790feceb28 Mon Sep 17 00:00:00 2001 From: David Tam Date: Wed, 25 Sep 2024 13:18:12 -0700 Subject: [PATCH 07/71] fix some more tests --- guardrails/run/async_runner.py | 21 +++++++++++---------- guardrails/run/async_stream_runner.py | 4 ++-- guardrails/run/stream_runner.py | 4 ++-- 3 files changed, 15 insertions(+), 14 deletions(-) diff --git a/guardrails/run/async_runner.py b/guardrails/run/async_runner.py index 03a75a755..64cc43b51 100644 --- a/guardrails/run/async_runner.py +++ b/guardrails/run/async_runner.py @@ -1,6 +1,6 @@ import copy from functools import partial -from typing import Any, Dict, List, Optional, Union, cast +from typing import Any, Dict, List, Optional, cast from guardrails import validator_service @@ -11,7 +11,7 @@ from guardrails.llm_providers import AsyncPromptCallableBase from guardrails.logger import set_scope from guardrails.run.runner import Runner -from guardrails.run.utils import messages_source, messages_string +from guardrails.run.utils import messages_source from guardrails.schema.validator import schema_validation from guardrails.hub_telemetry.hub_tracing import async_trace from guardrails.types.inputs import MessageHistory @@ -25,6 +25,7 @@ from guardrails.constants import fail_status from guardrails.prompt import Prompt + class AsyncRunner(Runner): def __init__( self, @@ -331,9 +332,7 @@ async def prepare_messages( formatted_messages.append(msg_copy) if "messages" in self.validation_map: - await self.validate_messages( - call_log, formatted_messages, attempt_number - ) + await self.validate_messages(call_log, formatted_messages, attempt_number) return formatted_messages @@ -348,9 +347,11 @@ async def validate_messages( else msg["content"] ) inputs = Inputs( - llm_output=content, - ) - iteration = Iteration(call_id=call_log.id, index=attempt_number, inputs=inputs) + llm_output=content, + ) + iteration = Iteration( + call_id=call_log.id, index=attempt_number, inputs=inputs + ) call_log.iterations.insert(0, iteration) value, _metadata = await validator_service.async_validate( value=content, @@ -364,7 +365,7 @@ async def validate_messages( validated_msg = validator_service.post_process_validation( value, attempt_number, iteration, OutputTypes.STRING ) - + iteration.outputs.validation_response = validated_msg if isinstance(validated_msg, ReAsk): @@ -374,4 +375,4 @@ async def validate_messages( msg["content"] = cast(str, validated_msg) - return messages # type: ignore \ No newline at end of file + return messages # type: ignore diff --git a/guardrails/run/async_stream_runner.py b/guardrails/run/async_stream_runner.py index db4fb24c7..af0d33610 100644 --- a/guardrails/run/async_stream_runner.py +++ b/guardrails/run/async_stream_runner.py @@ -205,13 +205,13 @@ def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> st content = chunk.choices[0].text if not finished and content: chunk_text = content - except Exception as e: + except Exception: try: finished = chunk.choices[0].finish_reason content = chunk.choices[0].delta.content if not finished and content: chunk_text = content - except Exception as e: + except Exception: try: chunk_text = chunk except Exception as e: diff --git a/guardrails/run/stream_runner.py b/guardrails/run/stream_runner.py index f09d0df64..b848914db 100644 --- a/guardrails/run/stream_runner.py +++ b/guardrails/run/stream_runner.py @@ -253,13 +253,13 @@ def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> st content = chunk.choices[0].text if not finished and content: chunk_text = content - except Exception as e: + except Exception: try: finished = chunk.choices[0].finish_reason content = chunk.choices[0].delta.content if not finished and content: chunk_text = content - except Exception as e: + except Exception: try: chunk_text = chunk except Exception as e: From 67feff464465c86870832746f8ffe7e232a093ea Mon Sep 17 00:00:00 2001 From: David Tam Date: Wed, 25 Sep 2024 16:58:28 -0700 Subject: [PATCH 08/71] more progress --- guardrails/actions/reask.py | 5 +- guardrails/guard.py | 1 + guardrails/llm_providers.py | 26 ++++------ guardrails/prompt/messages.py | 8 +++- guardrails/run/async_stream_runner.py | 5 +- guardrails/run/runner.py | 1 - guardrails/run/stream_runner.py | 5 +- tests/integration_tests/mock_llm_outputs.py | 24 +++++----- .../test_assets/custom_llm.py | 4 +- .../test_assets/string/compiled_prompt.txt | 4 -- .../string/compiled_prompt_reask.txt | 4 -- .../integration_tests/test_data_validation.py | 2 +- tests/integration_tests/test_guard.py | 47 +++++++++---------- tests/integration_tests/test_pydantic.py | 12 ++--- tests/integration_tests/test_python_rail.py | 26 +++++++--- tests/integration_tests/test_streaming.py | 4 +- .../integration_tests/test_validator_base.py | 1 - tests/unit_tests/classes/history/test_call.py | 2 +- tests/unit_tests/mocks/mock_custom_llm.py | 12 ++--- tests/unit_tests/test_llm_providers.py | 12 ++--- tests/unit_tests/test_validator_base.py | 8 ++-- 21 files changed, 104 insertions(+), 109 deletions(-) diff --git a/guardrails/actions/reask.py b/guardrails/actions/reask.py index eced6ce47..037db446e 100644 --- a/guardrails/actions/reask.py +++ b/guardrails/actions/reask.py @@ -284,10 +284,7 @@ def get_reask_setup_for_string( ) instructions = None - if exec_options.reask_instructions: - instructions = Instructions(exec_options.reask_instructions) - if instructions is None: - instructions = Instructions("You are a helpful assistant.") + instructions = Instructions("You are a helpful assistant.") instructions = instructions.format( output_schema=schema_prompt_content, xml_output_schema=xml_output_schema, diff --git a/guardrails/guard.py b/guardrails/guard.py index c73f15465..52f9c3093 100644 --- a/guardrails/guard.py +++ b/guardrails/guard.py @@ -841,6 +841,7 @@ def __call__( """ messages = messages or self._exec_opts.messages or [] + print("==== messages is", messages) # if messages is not None and not len(messages): # raise RuntimeError( # "You must provide messages. " diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py index 2a57b5caf..73ba3f4b6 100644 --- a/guardrails/llm_providers.py +++ b/guardrails/llm_providers.py @@ -416,16 +416,13 @@ def _invoke_llm(self, prompt: str, pipeline: Any, *args, **kwargs) -> LLMRespons class ArbitraryCallable(PromptCallableBase): def __init__(self, llm_api: Optional[Callable] = None, *args, **kwargs): llm_api_args = inspect.getfullargspec(llm_api) + if not llm_api_args.args: + raise ValueError( + "Custom LLM callables must accept" + " at least one positional argument for messages!" + ) if not llm_api_args.varkw: raise ValueError("Custom LLM callables must accept **kwargs!") - if not llm_api_args.kwonlyargs or "messages" not in llm_api_args.kwonlyargs: - warnings.warn( - "We recommend including 'messages'" - " as keyword-only arguments for custom LLM callables." - " Doing so ensures these arguments are not unintentionally" - " passed through to other calls via **kwargs.", - UserWarning, - ) self.llm_api = llm_api super().__init__(*args, **kwargs) @@ -766,16 +763,13 @@ async def invoke_llm( class AsyncArbitraryCallable(AsyncPromptCallableBase): def __init__(self, llm_api: Callable, *args, **kwargs): llm_api_args = inspect.getfullargspec(llm_api) + if not llm_api_args.args: + raise ValueError( + "Custom LLM callables must accept" + " at least one positional argument for messages!" + ) if not llm_api_args.varkw: raise ValueError("Custom LLM callables must accept **kwargs!") - if not llm_api_args.kwonlyargs or "messages" not in llm_api_args.kwonlyargs: - warnings.warn( - "We recommend including 'messages'" - " as keyword-only arguments for custom LLM callables." - " Doing so ensures these arguments are not uninentionally" - " passed through to other calls via **kwargs.", - UserWarning, - ) self.llm_api = llm_api super().__init__(*args, **kwargs) diff --git a/guardrails/prompt/messages.py b/guardrails/prompt/messages.py index 16b8c84cd..3e77e56be 100644 --- a/guardrails/prompt/messages.py +++ b/guardrails/prompt/messages.py @@ -62,12 +62,16 @@ def format( """Format the messages using the given keyword arguments.""" formatted_messages = [] for message in self.source: + if isinstance(message["content"], str): + msg_str = message["content"] + else: + msg_str = message["content"]._source # Only use the keyword arguments that are present in the message. - vars = get_template_variables(message["content"]) + vars = get_template_variables(msg_str) filtered_kwargs = {k: v for k, v in kwargs.items() if k in vars} # Return another instance of the class with the formatted message. - formatted_message = Template(message["content"]).safe_substitute( + formatted_message = Template(msg_str).safe_substitute( **filtered_kwargs ) formatted_messages.append( diff --git a/guardrails/run/async_stream_runner.py b/guardrails/run/async_stream_runner.py index af0d33610..5a3aecc58 100644 --- a/guardrails/run/async_stream_runner.py +++ b/guardrails/run/async_stream_runner.py @@ -200,15 +200,16 @@ async def async_step( def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> str: """Get the text from a chunk.""" chunk_text = "" + try: finished = chunk.choices[0].finish_reason - content = chunk.choices[0].text + content = chunk.choices[0].delta.content if not finished and content: chunk_text = content except Exception: try: finished = chunk.choices[0].finish_reason - content = chunk.choices[0].delta.content + content = chunk.choices[0].text if not finished and content: chunk_text = content except Exception: diff --git a/guardrails/run/runner.py b/guardrails/run/runner.py index 7e666b876..dd50a806c 100644 --- a/guardrails/run/runner.py +++ b/guardrails/run/runner.py @@ -35,7 +35,6 @@ from guardrails.actions.reask import NonParseableReAsk, ReAsk, introspect from guardrails.telemetry import trace_call, trace_step - class Runner: """Runner class that calls an LLM API with a prompt, and performs input and output validation. diff --git a/guardrails/run/stream_runner.py b/guardrails/run/stream_runner.py index b848914db..38e6fbd65 100644 --- a/guardrails/run/stream_runner.py +++ b/guardrails/run/stream_runner.py @@ -5,6 +5,7 @@ from guardrails.classes.output_type import OT, OutputTypes from guardrails.classes.validation_outcome import ValidationOutcome from guardrails.llm_providers import ( + LiteLLMCallable, PromptCallableBase, ) from guardrails.run.runner import Runner @@ -250,13 +251,13 @@ def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> st chunk_text = "" try: finished = chunk.choices[0].finish_reason - content = chunk.choices[0].text + content = chunk.choices[0].delta.content if not finished and content: chunk_text = content except Exception: try: finished = chunk.choices[0].finish_reason - content = chunk.choices[0].delta.content + content = chunk.choices[0].text if not finished and content: chunk_text = content except Exception: diff --git a/tests/integration_tests/mock_llm_outputs.py b/tests/integration_tests/mock_llm_outputs.py index f292451b3..b2d755dfc 100644 --- a/tests/integration_tests/mock_llm_outputs.py +++ b/tests/integration_tests/mock_llm_outputs.py @@ -66,7 +66,7 @@ def _invoke_llm( self, prompt=None, instructions=None, - msg_history=None, + messages=None, base_model=None, *args, **kwargs, @@ -128,28 +128,26 @@ def _invoke_llm( } try: - if msg_history: - key = (msg_history[0]["content"], msg_history[1]["content"]) - print("=========trying key", key) + if messages: + key = (messages[0]["content"], messages[1]["content"]) out_text = mock_llm_responses[key] - print("========found out text", out_text) - if prompt and instructions and not msg_history: + if prompt and instructions and not messages: out_text = mock_llm_responses[(prompt, instructions)] - elif msg_history and not prompt and not instructions: - if msg_history == entity_extraction.COMPILED_MSG_HISTORY: + elif messages and not prompt and not instructions: + if messages == entity_extraction.COMPILED_MSG_HISTORY: out_text = entity_extraction.LLM_OUTPUT elif ( - msg_history == string.MOVIE_MSG_HISTORY + messages == string.MOVIE_MSG_HISTORY and base_model == pydantic.WITH_MSG_HISTORY ): out_text = pydantic.MSG_HISTORY_LLM_OUTPUT_INCORRECT - elif msg_history == string.MOVIE_MSG_HISTORY: + elif messages == string.MOVIE_MSG_HISTORY: out_text = string.MSG_LLM_OUTPUT_INCORRECT else: - raise ValueError("msg_history not found") + raise ValueError("messages not found") else: raise ValueError( - "specify either prompt and instructions " "or msg_history" + "specify either prompt and instructions " "or messages" ) return LLMResponse( output=out_text, @@ -160,7 +158,7 @@ def _invoke_llm( print("Unrecognized prompt!") print("\n prompt: \n", prompt) print("\n instructions: \n", instructions) - print("\n msg_history: \n", msg_history) + print("\n messages: \n", messages) raise ValueError("Compiled prompt not found") diff --git a/tests/integration_tests/test_assets/custom_llm.py b/tests/integration_tests/test_assets/custom_llm.py index 7c4890683..3001b6f91 100644 --- a/tests/integration_tests/test_assets/custom_llm.py +++ b/tests/integration_tests/test_assets/custom_llm.py @@ -2,16 +2,16 @@ def mock_llm( + messages, *args, - messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: return "" async def mock_async_llm( + messages, *args, - messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: return "" diff --git a/tests/integration_tests/test_assets/string/compiled_prompt.txt b/tests/integration_tests/test_assets/string/compiled_prompt.txt index 00b66aa0e..73284f7c4 100644 --- a/tests/integration_tests/test_assets/string/compiled_prompt.txt +++ b/tests/integration_tests/test_assets/string/compiled_prompt.txt @@ -2,7 +2,3 @@ Given the following ingredients, what would you call this pizza? tomato, cheese, sour cream - - -String Output: - diff --git a/tests/integration_tests/test_assets/string/compiled_prompt_reask.txt b/tests/integration_tests/test_assets/string/compiled_prompt_reask.txt index 460efac9d..ac791914e 100644 --- a/tests/integration_tests/test_assets/string/compiled_prompt_reask.txt +++ b/tests/integration_tests/test_assets/string/compiled_prompt_reask.txt @@ -13,7 +13,3 @@ Your generated response should satisfy the following properties: - two-words Don't talk; just go. - - -String Output: - diff --git a/tests/integration_tests/test_data_validation.py b/tests/integration_tests/test_data_validation.py index 27559a80a..da20a951c 100644 --- a/tests/integration_tests/test_data_validation.py +++ b/tests/integration_tests/test_data_validation.py @@ -64,7 +64,7 @@ def test_choice_validation(llm_output, raises, fails, has_error): Dummy prompt. - + """ guard = Guard.from_rail_string(rail_spec) diff --git a/tests/integration_tests/test_guard.py b/tests/integration_tests/test_guard.py index f46762774..077aad236 100644 --- a/tests/integration_tests/test_guard.py +++ b/tests/integration_tests/test_guard.py @@ -419,7 +419,7 @@ def test_entity_extraction_with_refrain(mocker, rail, prompt): def test_entity_extraction_with_fix_chat_models(mocker, rail, messages): """Test that the entity extraction works with fix for chat models.""" mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAIChatCallable._invoke_llm", + "guardrails.llm_providers.LiteLLMCallable._invoke_llm", ) mock_invoke_llm.side_effect = [ LLMResponse( @@ -566,7 +566,7 @@ def test_entity_extraction_with_reask_with_optional_prompts( ) else: mock_openai_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAIChatCallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) mock_openai_invoke_llm.side_effect = llm_return_values @@ -709,14 +709,13 @@ def test_string_with_message_history_reask(mocker): """Test single string (non-JSON) generation with message history and reask.""" mocker.patch( - "guardrails.llm_providers.OpenAIChatCallable", + "guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable, ) - guard = gd.Guard.from_rail_string(string.RAIL_SPEC_FOR_messages) + guard = gd.Guard.from_rail_string(string.RAIL_SPEC_FOR_MSG_HISTORY) final_output = guard( - llm_api=openai.chat.completions.create, - messages=string.MOVIE_messages, + messages=string.MOVIE_MSG_HISTORY, temperature=0.0, model="gpt-3.5-turbo", ) @@ -745,16 +744,16 @@ def test_string_with_message_history_reask(mocker): def test_pydantic_with_message_history_reask(mocker): """Test JSON generation with message history re-asking.""" mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAIChatCallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) mock_invoke_llm.side_effect = [ LLMResponse( - output=pydantic.messages_LLM_OUTPUT_INCORRECT, + output=pydantic.MSG_HISTORY_LLM_OUTPUT_INCORRECT, prompt_token_count=123, response_token_count=1234, ), LLMResponse( - output=pydantic.messages_LLM_OUTPUT_CORRECT, + output=pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT, prompt_token_count=123, response_token_count=1234, ), @@ -769,17 +768,17 @@ def test_pydantic_with_message_history_reask(mocker): }, ) - guard = gd.Guard.from_pydantic(output_class=pydantic.WITH_messages) + guard = gd.Guard.from_pydantic(output_class=pydantic.WITH_MSG_HISTORY) final_output = guard( llm_api=openai.chat.completions.create, - messages=string.MOVIE_messages, + messages=string.MOVIE_MSG_HISTORY, temperature=0.0, model="gpt-3.5-turbo", ) - assert final_output.raw_llm_output == pydantic.messages_LLM_OUTPUT_CORRECT + assert final_output.raw_llm_output == pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT assert final_output.validated_output == json.loads( - pydantic.messages_LLM_OUTPUT_CORRECT + pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT ) call = guard.history.first @@ -789,7 +788,7 @@ def test_pydantic_with_message_history_reask(mocker): assert call.compiled_instructions is None assert call.compiled_prompt is None - assert call.iterations.first.raw_output == pydantic.messages_LLM_OUTPUT_INCORRECT + assert call.iterations.first.raw_output == pydantic.MSG_HISTORY_LLM_OUTPUT_INCORRECT assert ( call.iterations.first.validation_response == pydantic.MSG_VALIDATED_OUTPUT_REASK ) @@ -797,8 +796,8 @@ def test_pydantic_with_message_history_reask(mocker): # For re-asked prompt and output assert call.reask_prompts.last == pydantic.MSG_COMPILED_PROMPT_REASK assert call.reask_instructions.last == pydantic.MSG_COMPILED_INSTRUCTIONS_REASK - assert call.raw_outputs.last == pydantic.messages_LLM_OUTPUT_CORRECT - assert call.guarded_output == json.loads(pydantic.messages_LLM_OUTPUT_CORRECT) + assert call.raw_outputs.last == pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT + assert call.guarded_output == json.loads(pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT) def test_sequential_validator_log_is_not_duplicated(mocker): @@ -965,19 +964,19 @@ def test_pydantic_with_lite_llm(mocker): ) mock_invoke_llm.side_effect = [ LLMResponse( - output=pydantic.messages_LLM_OUTPUT_INCORRECT, + output=pydantic.MSG_HISTORY_LLM_OUTPUT_INCORRECT, prompt_token_count=123, response_token_count=1234, ), LLMResponse( - output=pydantic.messages_LLM_OUTPUT_CORRECT, + output=pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT, prompt_token_count=123, response_token_count=1234, ), ] - guard = gd.Guard.from_pydantic(output_class=pydantic.WITH_messages) + guard = gd.Guard.from_pydantic(output_class=pydantic.WITH_MSG_HISTORY) final_output = guard( - messages=string.MOVIE_messages, model="gpt-3.5-turbo", max_tokens=10 + messages=string.MOVIE_MSG_HISTORY, model="gpt-3.5-turbo", max_tokens=10 ) assert guard.history.last.inputs.messages == [ {"role": "system", "content": "You are a helpful assistant."}, @@ -986,7 +985,7 @@ def test_pydantic_with_lite_llm(mocker): call = guard.history.first assert call.iterations.length == 2 - assert final_output.raw_llm_output == pydantic.messages_LLM_OUTPUT_CORRECT + assert final_output.raw_llm_output == pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT def test_string_output(mocker): @@ -1025,7 +1024,7 @@ def test_string_output(mocker): def test_json_function_calling_tool(mocker): mock_invoke_llm = mocker.patch( - "guardrails.llm_providers.OpenAIChatCallable._invoke_llm" + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) task_list = { "list": [ @@ -1086,7 +1085,7 @@ class Tasks(BaseModel): ] final_output = guard( - llm_api=openai.chat.completions.create, + model="gpt-3.5-turbo", messages=[ { "role": "user", @@ -1464,7 +1463,7 @@ def test_guard_use_many_same_instance_on_two_guards(self, mocker): # With 0.6.0 we can drop the baggage of # the prompt and instructions and just pass in the messages. class TestCustomLLMApi: - def test_with_messages(self, mocker): + def test_WITH_MSG_HISTORY(self, mocker): mock_llm = mocker.Mock() def custom_llm( diff --git a/tests/integration_tests/test_pydantic.py b/tests/integration_tests/test_pydantic.py index 47ee05992..5b909481e 100644 --- a/tests/integration_tests/test_pydantic.py +++ b/tests/integration_tests/test_pydantic.py @@ -145,21 +145,17 @@ def test_pydantic_with_full_schema_reask(mocker): # Check that the guard state object has the correct number of re-asks. assert call.iterations.length == 3 - # For orginal prompt and output + # For original prompt and output assert call.compiled_messages[0]["content"]._source == pydantic.COMPILED_PROMPT_CHAT - assert call.compiled_messages[1]["content"] == pydantic.COMPILED_INSTRUCTIONS_CHAT assert call.iterations.first.raw_output == pydantic.LLM_OUTPUT assert ( call.iterations.first.validation_response == pydantic.VALIDATED_OUTPUT_REASK_1 ) # For re-asked prompt and output - assert call.iterations.at(1).inputs.prompt == gd.Prompt( - pydantic.COMPILED_PROMPT_FULL_REASK_1 - ) - assert call.iterations.at(1).inputs.instructions == gd.Instructions( - pydantic.COMPILED_INSTRUCTIONS_CHAT - ) + assert call.iterations.at(1).inputs.messages[0]["content"]._source == pydantic.COMPILED_INSTRUCTIONS_CHAT + assert call.iterations.at(1).inputs.messages[1]["content"]._source == pydantic.COMPILED_PROMPT_FULL_REASK + assert call.iterations.at(1).raw_output == pydantic.LLM_OUTPUT_FULL_REASK_1 assert ( call.iterations.at(1).validation_response == pydantic.VALIDATED_OUTPUT_REASK_2 diff --git a/tests/integration_tests/test_python_rail.py b/tests/integration_tests/test_python_rail.py index 662fbfd92..60f4bfbbe 100644 --- a/tests/integration_tests/test_python_rail.py +++ b/tests/integration_tests/test_python_rail.py @@ -182,8 +182,22 @@ def test_python_rail(mocker): def test_python_string(mocker): """Test single string (non-JSON) generation via pydantic with re-asking.""" - mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) - + # mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) + mock_invoke_llm = mocker.patch( + "guardrails.llm_providers.LiteLLMCallable._invoke_llm", + ) + mock_invoke_llm.side_effect = [ + LLMResponse( + output=string.LLM_OUTPUT, + prompt_token_count=123, + response_token_count=1234, + ), + LLMResponse( + output=string.LLM_OUTPUT_REASK, + prompt_token_count=123, + response_token_count=1234, + ), + ] validators = [TwoWords(on_fail=OnFailAction.REASK)] description = "Name for the pizza" instructions = """ @@ -221,14 +235,14 @@ def test_python_string(mocker): assert call.iterations.length == 2 # For orginal prompt and output - assert call.compiled_instructions == string.COMPILED_INSTRUCTIONS - assert call.compiled_prompt == string.COMPILED_PROMPT + assert call.compiled_messages[0]["content"]._source == string.COMPILED_INSTRUCTIONS + assert call.compiled_messages[1]["content"]._source == string.COMPILED_PROMPT assert call.iterations.first.raw_output == string.LLM_OUTPUT assert call.iterations.first.validation_response == string.VALIDATED_OUTPUT_REASK # For re-asked prompt and output - assert call.iterations.last.inputs.prompt == gd.Prompt(string.COMPILED_PROMPT_REASK) + assert call.iterations.last.inputs.messages[1]["content"] == string.COMPILED_PROMPT_REASK # Same as above - assert call.reask_prompts.last == string.COMPILED_PROMPT_REASK + assert call.reask_messages.last[-1]["content"] == string.COMPILED_PROMPT_REASK assert call.raw_outputs.last == string.LLM_OUTPUT_REASK assert call.guarded_output == string.LLM_OUTPUT_REASK diff --git a/tests/integration_tests/test_streaming.py b/tests/integration_tests/test_streaming.py index c6eac4363..412c88ae4 100644 --- a/tests/integration_tests/test_streaming.py +++ b/tests/integration_tests/test_streaming.py @@ -125,7 +125,7 @@ def gen(): choices=[ Choice( text=chunk, - delta=Delta(content=""), + delta=None, finish_reason=None, ) ], @@ -142,7 +142,7 @@ def gen(): yield MockOpenAIV1ChunkResponse( choices=[ Choice( - text="", + text=None, delta=Delta(content=chunk), finish_reason=None, ) diff --git a/tests/integration_tests/test_validator_base.py b/tests/integration_tests/test_validator_base.py index 3a8f5bda5..928658410 100644 --- a/tests/integration_tests/test_validator_base.py +++ b/tests/integration_tests/test_validator_base.py @@ -96,7 +96,6 @@ def test_validator_instance_attr_equality(mocker, instance_attr): guard = Guard.from_string( validators=[validator], - prompt="", ) assert guard._validators[0].an_instance_attr == instance_attr diff --git a/tests/unit_tests/classes/history/test_call.py b/tests/unit_tests/classes/history/test_call.py index a5719f0dc..854884868 100644 --- a/tests/unit_tests/classes/history/test_call.py +++ b/tests/unit_tests/classes/history/test_call.py @@ -42,7 +42,7 @@ def test_empty_initialization(): def test_non_empty_initialization(): # Call input - def custom_llm(*args, messages=None, **kwargs): + def custom_llm(messages, *args, **kwargs): return "Hello there!" llm_api = custom_llm diff --git a/tests/unit_tests/mocks/mock_custom_llm.py b/tests/unit_tests/mocks/mock_custom_llm.py index fce6ddac5..628d56618 100644 --- a/tests/unit_tests/mocks/mock_custom_llm.py +++ b/tests/unit_tests/mocks/mock_custom_llm.py @@ -6,16 +6,16 @@ def __init__(self, times_called=0, response="Hello world!"): self.times_called = times_called self.response = response - def fail_retryable(self, *args, messages=None, **kwargs) -> str: + def fail_retryable(self, messages, *args, **kwargs) -> str: if self.times_called == 0: self.times_called = self.times_called + 1 raise OpenAIServiceUnavailableError("ServiceUnavailableError") return self.response - def fail_non_retryable(self, *args, messages=None, **kwargs) -> str: + def fail_non_retryable(self, messages, *args, **kwargs) -> str: raise Exception("Non-Retryable Error!") - def succeed(self, *args, messages=None, **kwargs) -> str: + def succeed(self, messages, *args, **kwargs) -> str: return self.response @@ -24,14 +24,14 @@ def __init__(self, times_called=0, response="Hello world!"): self.times_called = times_called self.response = response - async def fail_retryable(self, *args, messages=None, **kwargs) -> str: + async def fail_retryable(self, messages, *args, **kwargs) -> str: if self.times_called == 0: self.times_called = self.times_called + 1 raise OpenAIServiceUnavailableError("ServiceUnavailableError") return self.response - async def fail_non_retryable(self, *args, messages=None, **kwargs) -> str: + async def fail_non_retryable(self, messages, *args, **kwargs) -> str: raise Exception("Non-Retryable Error!") - async def succeed(self, *args, messages=None, **kwargs) -> str: + async def succeed(self, messages, *args, **kwargs) -> str: return self.response diff --git a/tests/unit_tests/test_llm_providers.py b/tests/unit_tests/test_llm_providers.py index 30e1c7702..372833f58 100644 --- a/tests/unit_tests/test_llm_providers.py +++ b/tests/unit_tests/test_llm_providers.py @@ -24,7 +24,7 @@ def test_openai_callable_does_not_retry_on_success(mocker): llm = MockOpenAILlm() succeed_spy = mocker.spy(llm, "succeed") - arbitrary_callable = ArbitraryCallable(llm.succeed, prompt="Hello") + arbitrary_callable = ArbitraryCallable(llm.succeed, messages=[{"role":"user", "content":"Hello"}]) response = arbitrary_callable() assert succeed_spy.call_count == 1 @@ -39,7 +39,7 @@ async def test_async_openai_callable_does_not_retry_on_success(mocker): llm = MockAsyncOpenAILlm() succeed_spy = mocker.spy(llm, "succeed") - arbitrary_callable = AsyncArbitraryCallable(llm.succeed, prompt="Hello") + arbitrary_callable = AsyncArbitraryCallable(llm.succeed, messages=[{"role":"user", "content":"Hello"}]) response = await arbitrary_callable() assert succeed_spy.call_count == 1 @@ -460,8 +460,8 @@ def my_llm() -> str: def test_get_llm_ask_custom_llm_must_accept_kwargs(): - def my_llm(prompt: str) -> str: - return f"Hello {prompt}!" + def my_llm(messages: str) -> str: + return f"Hello {messages}!" with pytest.raises( ValueError, match="Custom LLM callables must accept \\*\\*kwargs!" @@ -472,8 +472,8 @@ def my_llm(prompt: str) -> str: def test_get_async_llm_ask_custom_llm(): from guardrails.llm_providers import AsyncArbitraryCallable - async def my_llm(prompt: str, *, messages=None, **kwargs) -> str: - return f"Hello {prompt}!" + async def my_llm(messages: str, **kwargs) -> str: + return f"Hello {messages}!" prompt_callable = get_async_llm_ask(my_llm) diff --git a/tests/unit_tests/test_validator_base.py b/tests/unit_tests/test_validator_base.py index b3c5dcaa7..6479f6f17 100644 --- a/tests/unit_tests/test_validator_base.py +++ b/tests/unit_tests/test_validator_base.py @@ -450,7 +450,7 @@ class Pet(BaseModel): def test_input_validation_fix(mocker): - def mock_llm_api(*args, messages=None, **kwargs): + def mock_llm_api(messages, *args, **kwargs): return json.dumps({"name": "Fluffy"}) # fix returns an amended value for prompt/instructions validation, @@ -515,7 +515,7 @@ def mock_llm_api(*args, messages=None, **kwargs): @pytest.mark.asyncio async def test_async_messages_validation_fix(mocker): - async def mock_llm_api(*args, messages=None, **kwargs) -> str: + async def mock_llm_api(messages, *args, **kwargs) -> str: return json.dumps({"name": "Fluffy"}) # fix returns an amended value for messages validation, @@ -623,7 +623,7 @@ def test_input_validation_fail( guard = Guard.from_pydantic(output_class=Pet) guard.use(TwoWords(on_fail=on_fail), on="messages") - def custom_llm(*args, messages=None, **kwargs): + def custom_llm(messages, *args, **kwargs): raise Exception( "LLM was called when it should not have been!" "Input Validation did not raise as expected!" @@ -703,7 +703,7 @@ async def test_input_validation_fail_async( structured_messages_error, unstructured_messages_error, ): - async def custom_llm(*args, messages=None, **kwargs) -> str: + async def custom_llm(messages, *args, **kwargs) -> str: raise Exception( "LLM was called when it should not have been!" "Input Validation did not raise as expected!" From da2dc636d43a37dfc119a8fd3147660940a5cd10 Mon Sep 17 00:00:00 2001 From: David Tam Date: Thu, 26 Sep 2024 10:17:41 -0700 Subject: [PATCH 09/71] more tests --- guardrails/classes/history/inputs.py | 1 + guardrails/llm_providers.py | 28 ++++++++++++------- .../test_assets/string/string.rail | 2 +- tests/integration_tests/test_guard.py | 7 ----- tests/integration_tests/test_multi_reask.py | 3 +- 5 files changed, 21 insertions(+), 20 deletions(-) diff --git a/guardrails/classes/history/inputs.py b/guardrails/classes/history/inputs.py index 7dcf68cd8..e8d686f16 100644 --- a/guardrails/classes/history/inputs.py +++ b/guardrails/classes/history/inputs.py @@ -95,6 +95,7 @@ def to_dict(self) -> Dict[str, Any]: @classmethod def from_interface(cls, i_inputs: IInputs) -> "Inputs": deserialized_messages = None + print("====== inputs.py: Inputs.from_interface() ======", i_inputs) if i_inputs.messages: deserialized_messages = [] for msg in i_inputs.messages: diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py index 73ba3f4b6..00c56ef17 100644 --- a/guardrails/llm_providers.py +++ b/guardrails/llm_providers.py @@ -13,8 +13,7 @@ cast, ) -import warnings - +from guardrails.prompt import Prompt from guardrails_api_client.models import LLMResource from guardrails.errors import UserFacingException @@ -24,6 +23,20 @@ PromptCallableException, ) +from guardrails.types.inputs import MessageHistory + +# todo fix circular import +def messages_string(messages: MessageHistory) -> str: + messages_copy = "" + for msg in messages: + content = ( + msg["content"].source + if isinstance(msg["content"], Prompt) + else msg["content"] + ) + messages_copy += content + return messages_copy + from guardrails.utils.safe_get import safe_get from guardrails.telemetry import trace_llm_call, trace_operation @@ -252,7 +265,7 @@ def _invoke_llm( class HuggingFaceModelCallable(PromptCallableBase): def _invoke_llm( - self, prompt: str, model_generate: Any, *args, **kwargs + self, model_generate: Any, *args, messages: list[dict[str, str]], **kwargs ) -> LLMResponse: try: import transformers # noqa: F401 # type: ignore @@ -268,7 +281,7 @@ def _invoke_llm( "The `torch` package is not installed. " "Install with `pip install torch`" ) - + prompt = messages_string(messages) tokenizer = kwargs.pop("tokenizer") if not tokenizer: raise UserFacingException( @@ -320,7 +333,7 @@ def _invoke_llm( ) trace_llm_call( - input_messages=chat_prompt(prompt, kwargs.get("instructions")), + input_messages=messages, invocation_parameters={ **model_inputs, **kwargs, @@ -416,11 +429,6 @@ def _invoke_llm(self, prompt: str, pipeline: Any, *args, **kwargs) -> LLMRespons class ArbitraryCallable(PromptCallableBase): def __init__(self, llm_api: Optional[Callable] = None, *args, **kwargs): llm_api_args = inspect.getfullargspec(llm_api) - if not llm_api_args.args: - raise ValueError( - "Custom LLM callables must accept" - " at least one positional argument for messages!" - ) if not llm_api_args.varkw: raise ValueError("Custom LLM callables must accept **kwargs!") self.llm_api = llm_api diff --git a/tests/integration_tests/test_assets/string/string.rail b/tests/integration_tests/test_assets/string/string.rail index da29cafae..040d58990 100644 --- a/tests/integration_tests/test_assets/string/string.rail +++ b/tests/integration_tests/test_assets/string/string.rail @@ -14,7 +14,7 @@ Given the following ingredients, what would you call this pizza? ${ingredients} - \ No newline at end of file diff --git a/tests/integration_tests/test_guard.py b/tests/integration_tests/test_guard.py index 077aad236..a1c4d571b 100644 --- a/tests/integration_tests/test_guard.py +++ b/tests/integration_tests/test_guard.py @@ -770,7 +770,6 @@ def test_pydantic_with_message_history_reask(mocker): guard = gd.Guard.from_pydantic(output_class=pydantic.WITH_MSG_HISTORY) final_output = guard( - llm_api=openai.chat.completions.create, messages=string.MOVIE_MSG_HISTORY, temperature=0.0, model="gpt-3.5-turbo", @@ -1467,16 +1466,12 @@ def test_WITH_MSG_HISTORY(self, mocker): mock_llm = mocker.Mock() def custom_llm( - prompt: Optional[str] = None, *args, - instructions: Optional[str] = None, messages: Optional[List[Dict[str, str]]] = None, **kwargs, ) -> str: mock_llm( - prompt, *args, - instructions=instructions, messages=messages, **kwargs, ) @@ -1502,8 +1497,6 @@ def custom_llm( assert output.validation_passed is True assert output.validated_output == "Not really, no. I'm just a static function." mock_llm.assert_called_once_with( - None, - instructions=None, messages=[ { "role": "system", diff --git a/tests/integration_tests/test_multi_reask.py b/tests/integration_tests/test_multi_reask.py index b59a3e362..33be08dbd 100644 --- a/tests/integration_tests/test_multi_reask.py +++ b/tests/integration_tests/test_multi_reask.py @@ -33,8 +33,7 @@ def test_multi_reask(mocker): guard = gd.Guard.from_rail_string(python_rail.RAIL_SPEC_WITH_VALIDATOR_PARALLELISM) guard( - llm_api=openai.completions.create, - engine="text-davinci-003", + model="text-davinci-003", num_reasks=5, ) From 66a568baa1c4385366fb3f98fe4b4a78e9524427 Mon Sep 17 00:00:00 2001 From: David Tam Date: Thu, 26 Sep 2024 16:58:38 -0700 Subject: [PATCH 10/71] more tests --- tests/integration_tests/mock_llm_outputs.py | 15 ++++--- .../test_assets/lists_object.py | 10 ++--- .../python_rail/validator_parallelism.rail | 6 ++- .../validator_parallelism_prompt_1.txt | 4 -- .../validator_parallelism_prompt_2.txt | 4 -- .../validator_parallelism_prompt_3.txt | 4 -- tests/integration_tests/test_guard.py | 43 +++++++++++-------- tests/integration_tests/test_multi_reask.py | 16 +++++-- tests/integration_tests/test_pydantic.py | 33 ++++++++------ 9 files changed, 75 insertions(+), 60 deletions(-) diff --git a/tests/integration_tests/mock_llm_outputs.py b/tests/integration_tests/mock_llm_outputs.py index b2d755dfc..98497639f 100644 --- a/tests/integration_tests/mock_llm_outputs.py +++ b/tests/integration_tests/mock_llm_outputs.py @@ -13,7 +13,7 @@ class MockLiteLLMCallableOther(LiteLLMCallable): # NOTE: this class normally overrides `llm_providers.LiteLLMCallable`, # which compiles instructions and prompt into a single prompt; # here the instructions are passed into kwargs and ignored - def _invoke_llm(self, prompt, *args, **kwargs): + def _invoke_llm(self, messages, *args, **kwargs): """Mock the OpenAI API call to Completion.create.""" _rail_to_compiled_prompt = { # noqa @@ -43,16 +43,16 @@ def _invoke_llm(self, prompt, *args, **kwargs): } try: - output = mock_llm_responses[prompt] + output = mock_llm_responses[messages[0]["content"]] return LLMResponse( output=output, prompt_token_count=123, response_token_count=1234, ) except KeyError: - print("Unrecognized prompt!") - print(prompt) - raise ValueError("Compiled prompt not found") + print("Unrecognized messages!") + print(messages) + raise ValueError("Compiled messages not found") class MockAsyncLiteLLMCallable(AsyncLiteLLMCallable): @@ -129,7 +129,10 @@ def _invoke_llm( try: if messages: - key = (messages[0]["content"], messages[1]["content"]) + if len(messages) == 2: + key = (messages[0]["content"], messages[1]["content"]) + elif len(messages) == 1: + key = (messages[0]["content"], None) out_text = mock_llm_responses[key] if prompt and instructions and not messages: out_text = mock_llm_responses[(prompt, instructions)] diff --git a/tests/integration_tests/test_assets/lists_object.py b/tests/integration_tests/test_assets/lists_object.py index 4310700cc..42b23cd84 100644 --- a/tests/integration_tests/test_assets/lists_object.py +++ b/tests/integration_tests/test_assets/lists_object.py @@ -2,11 +2,7 @@ from pydantic import BaseModel -LIST_PROMPT = """Create a list of items that may be found in a grocery store. - -Json Output: - -""" +LIST_PROMPT = """Create a list of items that may be found in a grocery store.""" LIST_OUTPUT = """[{"name": "apple", "price": 1.0}, {"name": "banana", "price": 0.5}, {"name": "orange", "price": 1.5}]""" # noqa: E501 @@ -28,6 +24,8 @@ class Item(BaseModel): - Create a list of items that may be found in a grocery store. + + Create a list of items that may be found in a grocery store. + """ diff --git a/tests/integration_tests/test_assets/python_rail/validator_parallelism.rail b/tests/integration_tests/test_assets/python_rail/validator_parallelism.rail index d86d278d2..0e5df4456 100644 --- a/tests/integration_tests/test_assets/python_rail/validator_parallelism.rail +++ b/tests/integration_tests/test_assets/python_rail/validator_parallelism.rail @@ -11,10 +11,12 @@ on-fail-length="reask" /> - + + Say hullo to my little friend ${gr.complete_string_suffix} - + + \ No newline at end of file diff --git a/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_1.txt b/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_1.txt index ff6814b77..31d6dd8d8 100644 --- a/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_1.txt +++ b/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_1.txt @@ -14,7 +14,3 @@ Your generated response should satisfy the following properties: Don't talk; just go. - - -String Output: - diff --git a/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_2.txt b/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_2.txt index 63fb66348..d2ce09cae 100644 --- a/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_2.txt +++ b/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_2.txt @@ -22,7 +22,3 @@ Your generated response should satisfy the following properties: - length: min=1 max=10 Don't talk; just go. - - -String Output: - diff --git a/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_3.txt b/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_3.txt index 500b2b7d7..def59a94d 100644 --- a/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_3.txt +++ b/tests/integration_tests/test_assets/python_rail/validator_parallelism_prompt_3.txt @@ -18,7 +18,3 @@ Your generated response should satisfy the following properties: - length: min=1 max=10 Don't talk; just go. - - -String Output: - diff --git a/tests/integration_tests/test_guard.py b/tests/integration_tests/test_guard.py index a1c4d571b..b1b5a027a 100644 --- a/tests/integration_tests/test_guard.py +++ b/tests/integration_tests/test_guard.py @@ -26,6 +26,7 @@ ) from .mock_llm_outputs import ( + MockLiteLLMCallableOther, MockLiteLLMCallable, entity_extraction, lists_object, @@ -173,10 +174,10 @@ def test_entity_extraction_with_reask( ) content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") - guard = guard_initializer(rail, prompt) + guard = guard_initializer(rail, messages=[{"role": "user", "content": prompt}]) final_output: ValidationOutcome = guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"document": content[:6000]}, num_reasks=1, max_tokens=2000, @@ -259,7 +260,7 @@ def test_entity_extraction_with_noop(mocker, rail, prompt): mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") - guard = guard_initializer(rail, prompt) + guard = guard_initializer(rail, messages=[{"role": "user", "content": prompt}]) final_output = guard( llm_api=openai.completions.create, prompt_params={"document": content[:6000]}, @@ -305,7 +306,7 @@ def test_entity_extraction_with_filter(mocker, rail, prompt): mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") - guard = guard_initializer(rail, prompt) + guard = guard_initializer(rail, messages=[{"role": "user", "content": prompt}]) final_output = guard( llm_api=openai.completions.create, prompt_params={"document": content[:6000]}, @@ -340,7 +341,7 @@ def test_entity_extraction_with_fix(mocker, rail, prompt): mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") - guard = guard_initializer(rail, prompt) + guard = guard_initializer(rail, messages=[{"role": "user", "content": prompt}]) final_output = guard( llm_api=openai.completions.create, prompt_params={"document": content[:6000]}, @@ -376,7 +377,7 @@ def test_entity_extraction_with_refrain(mocker, rail, prompt): mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") - guard = guard_initializer(rail, prompt) + guard = guard_initializer(rail, messages=[{"role": "user", "content": prompt}]) final_output = guard( llm_api=openai.completions.create, prompt_params={"document": content[:6000]}, @@ -857,11 +858,12 @@ def test_in_memory_validator_log_is_not_duplicated(mocker): try: content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer( - entity_extraction.PYDANTIC_RAIL_WITH_NOOP, entity_extraction.PYDANTIC_PROMPT + entity_extraction.PYDANTIC_RAIL_WITH_NOOP, + messages=[{"role": "user", "content": entity_extraction.PYDANTIC_PROMPT}], ) guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"document": content[:6000]}, num_reasks=1, ) @@ -942,11 +944,13 @@ def test_guard_with_top_level_list_return_type(mocker, rail, prompt): # Create a Guard with a top level list return type # Mock the LLM - mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) + mocker.patch( + "guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallableOther + ) - guard = guard_initializer(rail, prompt=prompt) + guard = guard_initializer(rail, messages=[{"role": "user", "content": prompt}]) - output = guard(llm_api=openai.completions.create) + output = guard(model="gpt-3.5-turbo") # Validate the output assert output.validated_output == [ @@ -1002,7 +1006,7 @@ def test_string_output(mocker): guard = gd.Guard.from_rail_string(string.RAIL_SPEC_FOR_STRING) final_output = guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"ingredients": "tomato, cheese, sour cream"}, num_reasks=1, ) @@ -1015,7 +1019,7 @@ def test_string_output(mocker): assert call.iterations.length == 1 # For original prompt and output - assert call.compiled_prompt == string.COMPILED_PROMPT + assert call.compiled_messages[1]["content"]._source == string.COMPILED_PROMPT assert call.raw_outputs.last == string.LLM_OUTPUT assert mock_invoke_llm.call_count == 1 mock_invoke_llm = None @@ -1138,7 +1142,7 @@ def test_string_reask(mocker): guard = gd.Guard.from_rail_string(string.RAIL_SPEC_FOR_STRING_REASK) final_output = guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"ingredients": "tomato, cheese, sour cream"}, num_reasks=1, max_tokens=100, @@ -1152,15 +1156,18 @@ def test_string_reask(mocker): assert call.iterations.length == 2 # For orginal prompt and output - assert call.compiled_instructions == string.COMPILED_INSTRUCTIONS - assert call.compiled_prompt == string.COMPILED_PROMPT + assert call.compiled_messages[0]["content"]._source == string.COMPILED_INSTRUCTIONS + assert call.compiled_messages[1]["content"]._source == string.COMPILED_PROMPT assert call.iterations.first.raw_output == string.LLM_OUTPUT assert call.iterations.first.validation_response == string.VALIDATED_OUTPUT_REASK # For re-asked prompt and output - assert call.iterations.last.inputs.prompt == gd.Prompt(string.COMPILED_PROMPT_REASK) + assert ( + call.iterations.last.inputs.messages[1]["content"] + == string.COMPILED_PROMPT_REASK + ) # Same thing as above - assert call.reask_prompts.last == string.COMPILED_PROMPT_REASK + assert call.reask_messages[0][1]["content"] == string.COMPILED_PROMPT_REASK assert call.raw_outputs.last == string.LLM_OUTPUT_REASK assert call.guarded_output == string.LLM_OUTPUT_REASK diff --git a/tests/integration_tests/test_multi_reask.py b/tests/integration_tests/test_multi_reask.py index 33be08dbd..3616572a3 100644 --- a/tests/integration_tests/test_multi_reask.py +++ b/tests/integration_tests/test_multi_reask.py @@ -1,4 +1,3 @@ -import openai import guardrails as gd from guardrails.classes.llm.llm_response import LLMResponse @@ -44,21 +43,30 @@ def test_multi_reask(mocker): assert len(call.iterations) == 3 - assert call.compiled_prompt == python_rail.VALIDATOR_PARALLELISM_PROMPT_1 + assert ( + call.compiled_messages[0]["content"]._source + == python_rail.VALIDATOR_PARALLELISM_PROMPT_1 + ) assert call.raw_outputs.first == python_rail.VALIDATOR_PARALLELISM_RESPONSE_1 assert ( call.iterations.first.validation_response == python_rail.VALIDATOR_PARALLELISM_REASK_1 ) - assert call.reask_prompts.first == python_rail.VALIDATOR_PARALLELISM_PROMPT_2 + assert ( + call.reask_messages[0][1]["content"] + == python_rail.VALIDATOR_PARALLELISM_PROMPT_2 + ) assert call.raw_outputs.at(1) == python_rail.VALIDATOR_PARALLELISM_RESPONSE_2 assert ( call.iterations.at(1).validation_response == python_rail.VALIDATOR_PARALLELISM_REASK_2 ) - assert call.reask_prompts.last == python_rail.VALIDATOR_PARALLELISM_PROMPT_3 + assert ( + call.reask_messages[1][1]["content"] + == python_rail.VALIDATOR_PARALLELISM_PROMPT_3 + ) assert call.raw_outputs.last == python_rail.VALIDATOR_PARALLELISM_RESPONSE_3 # The output here fails some validators but passes others. # Since those that it fails in the end are noop fixes, validation fails. diff --git a/tests/integration_tests/test_pydantic.py b/tests/integration_tests/test_pydantic.py index 5b909481e..a3867c694 100644 --- a/tests/integration_tests/test_pydantic.py +++ b/tests/integration_tests/test_pydantic.py @@ -1,6 +1,5 @@ import json from typing import Dict, List -import openai import pytest from pydantic import BaseModel @@ -36,10 +35,10 @@ def test_pydantic_with_reask(mocker): ), ] - guard = gd.Guard.from_pydantic(ListOfPeople, - messages=[{ - "role": "user", - "content": VALIDATED_RESPONSE_REASK_PROMPT}]) + guard = gd.Guard.from_pydantic( + ListOfPeople, + messages=[{"role": "user", "content": VALIDATED_RESPONSE_REASK_PROMPT}], + ) final_output = guard( model="text-davinci-003", max_tokens=512, @@ -124,10 +123,15 @@ def test_pydantic_with_full_schema_reask(mocker): ), ] - guard = gd.Guard.from_pydantic(ListOfPeople, messages=[{ - "content": VALIDATED_RESPONSE_REASK_PROMPT, - "role": "user", - }]) + guard = gd.Guard.from_pydantic( + ListOfPeople, + messages=[ + { + "content": VALIDATED_RESPONSE_REASK_PROMPT, + "role": "user", + } + ], + ) final_output = guard( model="gpt-3.5-turbo", max_tokens=512, @@ -153,9 +157,14 @@ def test_pydantic_with_full_schema_reask(mocker): ) # For re-asked prompt and output - assert call.iterations.at(1).inputs.messages[0]["content"]._source == pydantic.COMPILED_INSTRUCTIONS_CHAT - assert call.iterations.at(1).inputs.messages[1]["content"]._source == pydantic.COMPILED_PROMPT_FULL_REASK - + assert ( + call.iterations.at(1).inputs.messages[0]["content"]._source + == pydantic.COMPILED_PROMPT_FULL_REASK_1 + ) + assert ( + call.iterations.at(1).inputs.messages[1]["content"]._source + == pydantic.COMPILED_INSTRUCTIONS_CHAT + ) assert call.iterations.at(1).raw_output == pydantic.LLM_OUTPUT_FULL_REASK_1 assert ( call.iterations.at(1).validation_response == pydantic.VALIDATED_OUTPUT_REASK_2 From bbef78a968c9a5208392ef961fa9bd3de9a5e8af Mon Sep 17 00:00:00 2001 From: Alejandro Date: Fri, 27 Sep 2024 12:37:50 -0700 Subject: [PATCH 11/71] removed nltk dependency --- pyproject.toml | 1 - 1 file changed, 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index ab7870f2f..e05a445b3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -28,7 +28,6 @@ rstr = "^3.2.2" typing-extensions = "^4.8.0" python-dateutil = "^2.8.2" tiktoken = ">=0.5.1" -nltk = ">3.0, <=3.8.1" litellm = "^1.37.14" sqlvalidator = {version = "^0.0.20", optional = true} sqlalchemy = {version = ">=2.0.9", optional = true} From 029873034040a6a8a6064de83e99168291a40fc2 Mon Sep 17 00:00:00 2001 From: Alejandro Date: Fri, 27 Sep 2024 12:39:55 -0700 Subject: [PATCH 12/71] remove nltk import and download from validator base --- guardrails/validator_base.py | 44 ++++++++++++++++-------------------- 1 file changed, 19 insertions(+), 25 deletions(-) diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py index d2c8e53db..4ef785d2b 100644 --- a/guardrails/validator_base.py +++ b/guardrails/validator_base.py @@ -15,7 +15,6 @@ from warnings import warn import warnings -import nltk import requests from langchain_core.runnables import Runnable @@ -32,12 +31,6 @@ from guardrails.utils.safe_get import safe_get from guardrails.utils.hub_telemetry_utils import HubTelemetry -# See: https://github.com/guardrails-ai/guardrails/issues/829 -try: - nltk.data.find("tokenizers/punkt") -except LookupError: - nltk.download("punkt") - ### functions to get chunks ### def split_sentence_str(chunk: str): @@ -48,24 +41,25 @@ def split_sentence_str(chunk: str): return [fragments[0] + ".", ".".join(fragments[1:])] -def split_sentence_nltk(chunk: str): - """ - NOTE: this approach currently does not work - Use a sentence tokenizer to split the chunk into sentences. - - Because using the tokenizer is expensive, we only use it if there - is a period present in the chunk. - """ - # using the sentence tokenizer is expensive - # we check for a . to avoid wastefully calling the tokenizer - if "." not in chunk: - return [] - sentences = nltk.sent_tokenize(chunk) - if len(sentences) == 0: - return [] - # return the sentence - # then the remaining chunks that aren't finished accumulating - return [sentences[0], "".join(sentences[1:])] +# TODO ensure this is not indeed needed +# def split_sentence_nltk(chunk: str): +# """ +# NOTE: this approach currently does not work +# Use a sentence tokenizer to split the chunk into sentences. + +# Because using the tokenizer is expensive, we only use it if there +# is a period present in the chunk. +# """ +# # using the sentence tokenizer is expensive +# # we check for a . to avoid wastefully calling the tokenizer +# if "." not in chunk: +# return [] +# sentences = nltk.sent_tokenize(chunk) +# if len(sentences) == 0: +# return [] +# # return the sentence +# # then the remaining chunks that aren't finished accumulating +# return [sentences[0], "".join(sentences[1:])] # TODO: Can we remove dataclass? It was originally added to support pydantic 1.* From e69939723886727918350117da6f20c9c5628b12 Mon Sep 17 00:00:00 2001 From: Alejandro Date: Fri, 27 Sep 2024 12:40:34 -0700 Subject: [PATCH 13/71] remove commented out test referencing nltk --- tests/unit_tests/utils/test_docs_utils.py | 13 ------------- 1 file changed, 13 deletions(-) diff --git a/tests/unit_tests/utils/test_docs_utils.py b/tests/unit_tests/utils/test_docs_utils.py index 6f03857be..9cbf10e00 100644 --- a/tests/unit_tests/utils/test_docs_utils.py +++ b/tests/unit_tests/utils/test_docs_utils.py @@ -48,19 +48,6 @@ def test_text_splitter_split(mock_tokenizer): assert chunks[3] == "10 11 12 13 14 15 16 17" -# @patch('nltk.data.find', side_effect=LookupError) -# def test_sentence_split_nltk_download_error(mock_nltk_find): -# with pytest.raises(ImportError): -# sentence_split("This is a test sentence.") - -# @patch('nltk.data.find') -# def test_sentence_split(mock_nltk_find): -# mock_nltk_find.return_value = True -# result = sentence_split("This is a test sentence.") -# assert len(result) == 1 -# assert result[0] == "This is a test sentence." - - def test_prompt_template_token_length(mock_tokenizer, mock_prompt_template): text_splitter = TextSplitter() length = text_splitter.prompt_template_token_length(mock_prompt_template) From c1f735086bf9b7e805ea351757e9584924e65222 Mon Sep 17 00:00:00 2001 From: Alejandro Date: Fri, 27 Sep 2024 12:41:02 -0700 Subject: [PATCH 14/71] throwing import error if nltk not available in detect_pii mock --- .../test_assets/validators/detect_pii.py | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/tests/integration_tests/test_assets/validators/detect_pii.py b/tests/integration_tests/test_assets/validators/detect_pii.py index ddcfb87cd..2da94e7d6 100644 --- a/tests/integration_tests/test_assets/validators/detect_pii.py +++ b/tests/integration_tests/test_assets/validators/detect_pii.py @@ -1,6 +1,5 @@ from typing import Any, Callable, Dict, List, Union import difflib -import nltk from guardrails.validator_base import ( FailResult, @@ -65,6 +64,14 @@ def chunking_function(self, chunk: str): Because using the tokenizer is expensive, we only use it if there is a period present in the chunk. """ + try: + import nltk + except ImportError: + raise ImportError( + "nltk is required for sentence splitting. Please install it using " + "`poetry add nltk`" + ) + # using the sentence tokenizer is expensive # we check for a . to avoid wastefully calling the tokenizer if "." not in chunk: From bc7ff0746fccbfcf9f9feebf55008b62cdaea382 Mon Sep 17 00:00:00 2001 From: David Tam Date: Fri, 27 Sep 2024 13:10:15 -0700 Subject: [PATCH 15/71] tests passing --- guardrails/classes/history/call.py | 34 ++- guardrails/classes/history/inputs.py | 6 +- guardrails/guard.py | 2 +- guardrails/llm_providers.py | 42 +++- tests/integration_tests/mock_llm_outputs.py | 22 +- .../entity_extraction/compiled_prompt.txt | 4 - .../compiled_prompt_full_reask.txt | 4 - .../compiled_prompt_reask.txt | 4 - .../compiled_prompt_skeleton_reask_1.txt | 4 - .../compiled_prompt_skeleton_reask_2.txt | 4 - .../entity_extraction/fix_chat_model.rail | 4 +- .../entity_extraction/skeleton_reask.rail | 2 +- .../pydantic/compiled_instructions_chat.txt | 10 +- .../test_assets/pydantic/compiled_prompt.txt | 4 - .../pydantic/compiled_prompt_enum.txt | 3 - .../pydantic/compiled_prompt_enum_2.txt | 3 - .../pydantic/compiled_prompt_reask_1.txt | 4 - .../pydantic/compiled_prompt_reask_2.txt | 4 - tests/integration_tests/test_async.py | 57 +++-- tests/integration_tests/test_guard.py | 232 ++++++++++++------ tests/integration_tests/test_multi_reask.py | 2 +- tests/integration_tests/test_parsing.py | 9 +- tests/integration_tests/test_pydantic.py | 20 +- tests/integration_tests/test_python_rail.py | 31 ++- tests/unit_tests/test_llm_providers.py | 27 +- 25 files changed, 326 insertions(+), 212 deletions(-) diff --git a/guardrails/classes/history/call.py b/guardrails/classes/history/call.py index 2a8de4955..b580c8226 100644 --- a/guardrails/classes/history/call.py +++ b/guardrails/classes/history/call.py @@ -16,6 +16,7 @@ from guardrails.classes.validation.validation_result import ValidationResult from guardrails.constants import error_status, fail_status, not_run_status, pass_status from guardrails.prompt.messages import Messages +from guardrails.prompt import Prompt, Instructions from guardrails.classes.validation.validator_logs import ValidatorLogs from guardrails.actions.reask import ( ReAsk, @@ -93,10 +94,13 @@ def compiled_messages(self) -> Optional[str]: prompt_params = initial_inputs.prompt_params or {} compiled_messages = [] for message in messages: + content = message["content"].format(**prompt_params) + if isinstance(content, (Prompt, Instructions)): + content = content._source compiled_messages.append( { "role": message["role"], - "content": message["content"].format(**prompt_params), + "content": content, } ) @@ -112,12 +116,28 @@ def reask_messages(self) -> Stack[Messages]: reasks = self.iterations.copy() initial_messages = reasks.first reasks.remove(initial_messages) # type: ignore - return Stack( - *[ - r.inputs.messages if r.inputs.messages is not None else None - for r in reasks - ] - ) + initial_inputs = self.iterations.first.inputs + prompt_params = initial_inputs.prompt_params or {} + compiled_reasks = [] + for reask in reasks: + messages: Messages = reask.inputs.messages + + if messages is None: + compiled_reasks.append(None) + else: + compiled_messages = [] + for message in messages: + content = message["content"].format(**prompt_params) + if isinstance(content, (Prompt, Instructions)): + content = content._source + compiled_messages.append( + { + "role": message["role"], + "content": content, + } + ) + compiled_reasks.append(compiled_messages) + return Stack(*compiled_reasks) return Stack() diff --git a/guardrails/classes/history/inputs.py b/guardrails/classes/history/inputs.py index e8d686f16..ec0ccb971 100644 --- a/guardrails/classes/history/inputs.py +++ b/guardrails/classes/history/inputs.py @@ -9,6 +9,7 @@ from guardrails.prompt.messages import Messages from guardrails.prompt.instructions import Instructions + class Inputs(IInputs, ArbitraryModel): """Inputs represent the input data that is passed into the validation loop. @@ -38,7 +39,9 @@ class Inputs(IInputs, ArbitraryModel): "provided by the user via Guard.parse.", default=None, ) - messages: Optional[Union[List[Dict[str, Union[str, Prompt, Instructions]]], Messages]] = Field( + messages: Optional[ + Union[List[Dict[str, Union[str, Prompt, Instructions]]], Messages] + ] = Field( description="The message history provided by the user for chat model calls.", default=None, ) @@ -95,7 +98,6 @@ def to_dict(self) -> Dict[str, Any]: @classmethod def from_interface(cls, i_inputs: IInputs) -> "Inputs": deserialized_messages = None - print("====== inputs.py: Inputs.from_interface() ======", i_inputs) if i_inputs.messages: deserialized_messages = [] for msg in i_inputs.messages: diff --git a/guardrails/guard.py b/guardrails/guard.py index 52f9c3093..cc46a04ed 100644 --- a/guardrails/guard.py +++ b/guardrails/guard.py @@ -841,7 +841,7 @@ def __call__( """ messages = messages or self._exec_opts.messages or [] - print("==== messages is", messages) + # if messages is not None and not len(messages): # raise RuntimeError( # "You must provide messages. " diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py index 00c56ef17..0253de0ab 100644 --- a/guardrails/llm_providers.py +++ b/guardrails/llm_providers.py @@ -13,7 +13,7 @@ cast, ) -from guardrails.prompt import Prompt +from guardrails.prompt import Prompt, Instructions from guardrails_api_client.models import LLMResource from guardrails.errors import UserFacingException @@ -25,6 +25,12 @@ from guardrails.types.inputs import MessageHistory +import warnings + +from guardrails.utils.safe_get import safe_get +from guardrails.telemetry import trace_llm_call, trace_operation + + # todo fix circular import def messages_string(messages: MessageHistory) -> str: messages_copy = "" @@ -37,9 +43,6 @@ def messages_string(messages: MessageHistory) -> str: messages_copy += content return messages_copy -from guardrails.utils.safe_get import safe_get -from guardrails.telemetry import trace_llm_call, trace_operation - ### # Synchronous wrappers @@ -183,9 +186,7 @@ def _invoke_llm( "Install with `pip install litellm`" ) from e if messages is not None: - messages = litellm_messages( - prompt=text, messages=messages - ) + messages = litellm_messages(prompt=text, messages=messages) kwargs["messages"] = messages trace_operation( @@ -265,7 +266,11 @@ def _invoke_llm( class HuggingFaceModelCallable(PromptCallableBase): def _invoke_llm( - self, model_generate: Any, *args, messages: list[dict[str, str]], **kwargs + self, + model_generate: Any, + *args, + messages: list[dict[str, Union[str, Prompt, Instructions]]], + **kwargs, ) -> LLMResponse: try: import transformers # noqa: F401 # type: ignore @@ -431,6 +436,14 @@ def __init__(self, llm_api: Optional[Callable] = None, *args, **kwargs): llm_api_args = inspect.getfullargspec(llm_api) if not llm_api_args.varkw: raise ValueError("Custom LLM callables must accept **kwargs!") + if not llm_api_args.kwonlyargs or "messages" not in llm_api_args.kwonlyargs: + warnings.warn( + "We recommend including 'messages'" + " as keyword-only arguments for custom LLM callables." + " Doing so ensures these arguments are not unintentionally" + " passed through to other calls via **kwargs.", + UserWarning, + ) self.llm_api = llm_api super().__init__(*args, **kwargs) @@ -771,13 +784,16 @@ async def invoke_llm( class AsyncArbitraryCallable(AsyncPromptCallableBase): def __init__(self, llm_api: Callable, *args, **kwargs): llm_api_args = inspect.getfullargspec(llm_api) - if not llm_api_args.args: - raise ValueError( - "Custom LLM callables must accept" - " at least one positional argument for messages!" - ) if not llm_api_args.varkw: raise ValueError("Custom LLM callables must accept **kwargs!") + if not llm_api_args.kwonlyargs or "messages" not in llm_api_args.kwonlyargs: + warnings.warn( + "We recommend including 'messages'" + " as keyword-only arguments for custom LLM callables." + " Doing so ensures these arguments are not unintentionally" + " passed through to other calls via **kwargs.", + UserWarning, + ) self.llm_api = llm_api super().__init__(*args, **kwargs) diff --git a/tests/integration_tests/mock_llm_outputs.py b/tests/integration_tests/mock_llm_outputs.py index 98497639f..5a2580bb4 100644 --- a/tests/integration_tests/mock_llm_outputs.py +++ b/tests/integration_tests/mock_llm_outputs.py @@ -128,26 +128,15 @@ def _invoke_llm( } try: + out_text = None if messages: if len(messages) == 2: key = (messages[0]["content"], messages[1]["content"]) elif len(messages) == 1: key = (messages[0]["content"], None) - out_text = mock_llm_responses[key] - if prompt and instructions and not messages: - out_text = mock_llm_responses[(prompt, instructions)] - elif messages and not prompt and not instructions: - if messages == entity_extraction.COMPILED_MSG_HISTORY: - out_text = entity_extraction.LLM_OUTPUT - elif ( - messages == string.MOVIE_MSG_HISTORY - and base_model == pydantic.WITH_MSG_HISTORY - ): - out_text = pydantic.MSG_HISTORY_LLM_OUTPUT_INCORRECT - elif messages == string.MOVIE_MSG_HISTORY: - out_text = string.MSG_LLM_OUTPUT_INCORRECT - else: - raise ValueError("messages not found") + + if hasattr(mock_llm_responses[key], "read"): + out_text = mock_llm_responses[key] else: raise ValueError( "specify either prompt and instructions " "or messages" @@ -162,7 +151,8 @@ def _invoke_llm( print("\n prompt: \n", prompt) print("\n instructions: \n", instructions) print("\n messages: \n", messages) - raise ValueError("Compiled prompt not found") + print("\n base_model: \n", base_model) + raise ValueError("Compiled prompt not found in mock llm response") class MockArbitraryCallable(ArbitraryCallable): diff --git a/tests/integration_tests/test_assets/entity_extraction/compiled_prompt.txt b/tests/integration_tests/test_assets/entity_extraction/compiled_prompt.txt index 5fb172fba..1ee8e898d 100644 --- a/tests/integration_tests/test_assets/entity_extraction/compiled_prompt.txt +++ b/tests/integration_tests/test_assets/entity_extraction/compiled_prompt.txt @@ -129,7 +129,3 @@ Given below is XML that describes the information to extract from this document ONLY return a valid JSON object (no other text is necessary). The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. - - -Json Output: - diff --git a/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_full_reask.txt b/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_full_reask.txt index 8f6a89af4..145e7aaba 100644 --- a/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_full_reask.txt +++ b/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_full_reask.txt @@ -110,7 +110,3 @@ Given below is XML that describes the information to extract from this document ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, enter `null`. - - -Json Output: - diff --git a/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_reask.txt b/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_reask.txt index ea28aac0c..7398047fb 100644 --- a/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_reask.txt +++ b/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_reask.txt @@ -39,7 +39,3 @@ Given below is XML that describes the information to extract from this document ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, enter `null`. - - -Json Output: - diff --git a/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_skeleton_reask_1.txt b/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_skeleton_reask_1.txt index 869e76330..2c1d056c4 100644 --- a/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_skeleton_reask_1.txt +++ b/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_skeleton_reask_1.txt @@ -129,7 +129,3 @@ Given below is XML that describes the information to extract from this document ONLY return a valid JSON object (no other text is necessary). The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. - - -Json Output: - diff --git a/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_skeleton_reask_2.txt b/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_skeleton_reask_2.txt index 89e2896c3..45aaf0862 100644 --- a/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_skeleton_reask_2.txt +++ b/tests/integration_tests/test_assets/entity_extraction/compiled_prompt_skeleton_reask_2.txt @@ -97,7 +97,3 @@ Here's an example of the structure: ], "interest_rates": {} } - - -Json Output: - diff --git a/tests/integration_tests/test_assets/entity_extraction/fix_chat_model.rail b/tests/integration_tests/test_assets/entity_extraction/fix_chat_model.rail index 4afca6c42..4607be8f1 100644 --- a/tests/integration_tests/test_assets/entity_extraction/fix_chat_model.rail +++ b/tests/integration_tests/test_assets/entity_extraction/fix_chat_model.rail @@ -18,7 +18,7 @@ You are a helpful assistant only capable of communicating with valid JSON, and no other text. ${gr.xml_suffix_prompt_examples} - + Given the following document, answer the following questions. If the answer doesn't exist in the document, enter `null`. @@ -29,7 +29,7 @@ Extract information from this document and return a JSON that follows the correc ${gr.xml_prefix_prompt} ${xml_output_schema} - + \ No newline at end of file diff --git a/tests/integration_tests/test_assets/entity_extraction/skeleton_reask.rail b/tests/integration_tests/test_assets/entity_extraction/skeleton_reask.rail index e9ca3540e..43f1eaac4 100644 --- a/tests/integration_tests/test_assets/entity_extraction/skeleton_reask.rail +++ b/tests/integration_tests/test_assets/entity_extraction/skeleton_reask.rail @@ -12,7 +12,7 @@ - + Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'. diff --git a/tests/integration_tests/test_assets/pydantic/compiled_instructions_chat.txt b/tests/integration_tests/test_assets/pydantic/compiled_instructions_chat.txt index 04f827a07..56005c1d9 100644 --- a/tests/integration_tests/test_assets/pydantic/compiled_instructions_chat.txt +++ b/tests/integration_tests/test_assets/pydantic/compiled_instructions_chat.txt @@ -1 +1,9 @@ -You are a helpful assistant, able to express yourself purely through JSON, strictly and precisely adhering to the provided XML schemas. \ No newline at end of file + +You are a helpful assistant only capable of communicating with valid JSON, and no other text. + +ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, enter `null`. + +Here are examples of simple (XML, JSON) pairs that show the expected behavior: +- `` => `{'foo': 'example one'}` +- `` => `{"bar": ['STRING ONE', 'STRING TWO', etc.]}` +- `` => `{'baz': {'foo': 'Some String', 'index': 1}}` diff --git a/tests/integration_tests/test_assets/pydantic/compiled_prompt.txt b/tests/integration_tests/test_assets/pydantic/compiled_prompt.txt index ed53b51ea..9ff8383fc 100644 --- a/tests/integration_tests/test_assets/pydantic/compiled_prompt.txt +++ b/tests/integration_tests/test_assets/pydantic/compiled_prompt.txt @@ -33,7 +33,3 @@ Here are examples of simple (XML, JSON) pairs that show the expected behavior: - `` => `{'foo': 'example one'}` - `` => `{"bar": ['STRING ONE', 'STRING TWO', etc.]}` - `` => `{'baz': {'foo': 'Some String', 'index': 1}}` - - -Json Output: - diff --git a/tests/integration_tests/test_assets/pydantic/compiled_prompt_enum.txt b/tests/integration_tests/test_assets/pydantic/compiled_prompt_enum.txt index 188240904..fb6102f4a 100644 --- a/tests/integration_tests/test_assets/pydantic/compiled_prompt_enum.txt +++ b/tests/integration_tests/test_assets/pydantic/compiled_prompt_enum.txt @@ -1,4 +1 @@ What is the status of this task? - -Json Output: - diff --git a/tests/integration_tests/test_assets/pydantic/compiled_prompt_enum_2.txt b/tests/integration_tests/test_assets/pydantic/compiled_prompt_enum_2.txt index 229d91191..f9c21f774 100644 --- a/tests/integration_tests/test_assets/pydantic/compiled_prompt_enum_2.txt +++ b/tests/integration_tests/test_assets/pydantic/compiled_prompt_enum_2.txt @@ -1,4 +1 @@ What is the status of this task REALLY? - -Json Output: - diff --git a/tests/integration_tests/test_assets/pydantic/compiled_prompt_reask_1.txt b/tests/integration_tests/test_assets/pydantic/compiled_prompt_reask_1.txt index db9d71862..8bcdbcacc 100644 --- a/tests/integration_tests/test_assets/pydantic/compiled_prompt_reask_1.txt +++ b/tests/integration_tests/test_assets/pydantic/compiled_prompt_reask_1.txt @@ -29,7 +29,3 @@ Given below is XML that describes the information to extract from this document ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, enter `null`. - - -Json Output: - diff --git a/tests/integration_tests/test_assets/pydantic/compiled_prompt_reask_2.txt b/tests/integration_tests/test_assets/pydantic/compiled_prompt_reask_2.txt index 11f03cdf3..6bb0d743e 100644 --- a/tests/integration_tests/test_assets/pydantic/compiled_prompt_reask_2.txt +++ b/tests/integration_tests/test_assets/pydantic/compiled_prompt_reask_2.txt @@ -30,7 +30,3 @@ Given below is XML that describes the information to extract from this document ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, enter `null`. - - -Json Output: - diff --git a/tests/integration_tests/test_async.py b/tests/integration_tests/test_async.py index 41981ac0c..61652cb4c 100644 --- a/tests/integration_tests/test_async.py +++ b/tests/integration_tests/test_async.py @@ -1,6 +1,6 @@ import pytest -from guardrails import AsyncGuard, Prompt +from guardrails import AsyncGuard from guardrails.utils import docs_utils from guardrails.classes.llm.llm_response import LLMResponse from tests.integration_tests.test_assets.custom_llm import mock_async_llm @@ -57,9 +57,15 @@ async def test_entity_extraction_with_reask(mocker): # For orginal prompt and output first = call.iterations.first - assert first.inputs.messages[0]["content"] == Prompt(entity_extraction.NON_OPENAI_COMPILED_PROMPT) + assert ( + first.inputs.messages[0]["content"]._source + == entity_extraction.NON_OPENAI_COMPILED_PROMPT + ) # Same as above - assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert ( + call.compiled_messages[0]["content"] + == entity_extraction.NON_OPENAI_COMPILED_PROMPT + ) assert first.prompt_tokens_consumed == 123 assert first.completion_tokens_consumed == 1234 assert first.raw_output == entity_extraction.LLM_OUTPUT @@ -67,11 +73,15 @@ async def test_entity_extraction_with_reask(mocker): # For re-asked prompt and output final = call.iterations.last - assert final.inputs.messages[1]["content"] == Prompt( - entity_extraction.NON_OPENAI_COMPILED_PROMPT_REASK + assert ( + final.inputs.messages[1]["content"]._source + == entity_extraction.NON_OPENAI_COMPILED_PROMPT_REASK ) # Same as above - assert call.reask_messages[0][1]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT_REASK + assert ( + call.reask_messages[0][1]["content"] + == entity_extraction.NON_OPENAI_COMPILED_PROMPT_REASK + ) # TODO: Re-enable once field level reasking is supported # assert final.raw_output == entity_extraction.LLM_OUTPUT_REASK @@ -118,7 +128,10 @@ async def test_entity_extraction_with_noop(mocker): assert call.iterations.length == 1 # For orginal prompt and output - assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert ( + call.compiled_messages[0]["content"] + == entity_extraction.NON_OPENAI_COMPILED_PROMPT + ) assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.validation_response == entity_extraction.VALIDATED_OUTPUT_NOOP @@ -138,10 +151,12 @@ async def test_entity_extraction_with_noop_pydantic(mocker): content = docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = AsyncGuard.from_pydantic( entity_extraction.PYDANTIC_RAIL_WITH_NOOP, - messages=[{ - "role":"user", - "content": entity_extraction.PYDANTIC_PROMPT, - }], + messages=[ + { + "role": "user", + "content": entity_extraction.PYDANTIC_PROMPT, + } + ], ) final_output = await guard( llm_api=mock_async_llm, @@ -163,7 +178,10 @@ async def test_entity_extraction_with_noop_pydantic(mocker): assert call.iterations.length == 1 # For orginal prompt and output - assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert ( + call.compiled_messages[0]["content"] + == entity_extraction.NON_OPENAI_COMPILED_PROMPT + ) assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.validation_response == entity_extraction.VALIDATED_OUTPUT_NOOP @@ -201,7 +219,10 @@ async def test_entity_extraction_with_filter(mocker): assert call.iterations.length == 1 # For orginal prompt and output - assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert ( + call.compiled_messages[0]["content"] + == entity_extraction.NON_OPENAI_COMPILED_PROMPT + ) assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.validation_response == entity_extraction.VALIDATED_OUTPUT_FILTER assert call.guarded_output is None @@ -240,7 +261,10 @@ async def test_entity_extraction_with_fix(mocker): assert guard.history.length == 1 # For orginal prompt and output - assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert ( + call.compiled_messages[0]["content"] + == entity_extraction.NON_OPENAI_COMPILED_PROMPT + ) assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.guarded_output == entity_extraction.VALIDATED_OUTPUT_FIX @@ -277,7 +301,10 @@ async def test_entity_extraction_with_refrain(mocker): assert guard.history.length == 1 # For orginal prompt and output - assert call.compiled_messages[0]["content"]._source == entity_extraction.NON_OPENAI_COMPILED_PROMPT + assert ( + call.compiled_messages[0]["content"] + == entity_extraction.NON_OPENAI_COMPILED_PROMPT + ) assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.guarded_output == entity_extraction.VALIDATED_OUTPUT_REFRAIN diff --git a/tests/integration_tests/test_guard.py b/tests/integration_tests/test_guard.py index b1b5a027a..09b94020b 100644 --- a/tests/integration_tests/test_guard.py +++ b/tests/integration_tests/test_guard.py @@ -2,7 +2,6 @@ import importlib import json import os -import openai from typing import Dict, List, Optional, Union import pytest @@ -27,7 +26,6 @@ from .mock_llm_outputs import ( MockLiteLLMCallableOther, - MockLiteLLMCallable, entity_extraction, lists_object, ) @@ -194,7 +192,7 @@ def test_entity_extraction_with_reask( # For orginal prompt and output first = call.iterations.first - assert call.compiled_prompt == entity_extraction.COMPILED_PROMPT + assert call.compiled_messages[0]["content"] == entity_extraction.COMPILED_PROMPT assert first.prompt_tokens_consumed == 123 assert first.completion_tokens_consumed == 1234 assert first.raw_output == entity_extraction.LLM_OUTPUT @@ -231,7 +229,8 @@ def test_entity_extraction_with_reask( if test_full_schema_reask: assert ( # second.inputs.prompt.source # Also valid - call.reask_prompts.first == entity_extraction.COMPILED_PROMPT_FULL_REASK + call.reask_messages.first[1]["content"] + == entity_extraction.COMPILED_PROMPT_FULL_REASK ) assert ( # second.raw_output # Also valid @@ -239,7 +238,10 @@ def test_entity_extraction_with_reask( ) else: # Second iteration is the first reask - assert call.reask_prompts.first == entity_extraction.COMPILED_PROMPT_REASK + assert ( + call.reask_messages.first[1]["content"] + == entity_extraction.COMPILED_PROMPT_REASK + ) # FIXME: Switch back to this once field level reask schema pruning is implemented # noqa # assert call.raw_outputs.at(1) == entity_extraction.LLM_OUTPUT_REASK assert call.raw_outputs.at(1) == json.dumps( @@ -257,12 +259,27 @@ def test_entity_extraction_with_reask( ) def test_entity_extraction_with_noop(mocker, rail, prompt): """Test that the entity extraction works with re-asking.""" - mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) + mock_invoke_llm = mocker.patch( + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" + ) + + mock_invoke_llm.side_effect = [ + LLMResponse( + output=entity_extraction.LLM_OUTPUT, + prompt_token_count=123, + response_token_count=1234, + ), + LLMResponse( + output=entity_extraction.LLM_OUTPUT_FULL_REASK, + prompt_token_count=123, + response_token_count=1234, + ), + ] content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer(rail, messages=[{"role": "user", "content": prompt}]) final_output = guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"document": content[:6000]}, num_reasks=1, ) @@ -281,7 +298,7 @@ def test_entity_extraction_with_noop(mocker, rail, prompt): assert call.iterations.length == 1 # For orginal prompt and output - assert call.compiled_prompt == entity_extraction.COMPILED_PROMPT + assert call.compiled_messages[0]["content"] == entity_extraction.COMPILED_PROMPT assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert ( call.guarded_output is not None @@ -303,12 +320,27 @@ def test_entity_extraction_with_noop(mocker, rail, prompt): ) def test_entity_extraction_with_filter(mocker, rail, prompt): """Test that the entity extraction works with re-asking.""" - mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) + mock_invoke_llm = mocker.patch( + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" + ) + + mock_invoke_llm.side_effect = [ + LLMResponse( + output=entity_extraction.LLM_OUTPUT, + prompt_token_count=123, + response_token_count=1234, + ), + LLMResponse( + output=entity_extraction.LLM_OUTPUT_FULL_REASK, + prompt_token_count=123, + response_token_count=1234, + ), + ] content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer(rail, messages=[{"role": "user", "content": prompt}]) final_output = guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"document": content[:6000]}, num_reasks=1, ) @@ -322,8 +354,8 @@ def test_entity_extraction_with_filter(mocker, rail, prompt): # Check that the guard state object has the correct number of re-asks. assert call.iterations.length == 1 - # For orginal prompt and output - assert call.compiled_prompt == entity_extraction.COMPILED_PROMPT + # For original prompt and output + assert call.compiled_messages[0]["content"] == entity_extraction.COMPILED_PROMPT assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.status == "fail" assert call.guarded_output is None @@ -338,12 +370,27 @@ def test_entity_extraction_with_filter(mocker, rail, prompt): ) def test_entity_extraction_with_fix(mocker, rail, prompt): """Test that the entity extraction works with re-asking.""" - mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) + mock_invoke_llm = mocker.patch( + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" + ) + + mock_invoke_llm.side_effect = [ + LLMResponse( + output=entity_extraction.LLM_OUTPUT, + prompt_token_count=123, + response_token_count=1234, + ), + LLMResponse( + output=entity_extraction.LLM_OUTPUT_FULL_REASK, + prompt_token_count=123, + response_token_count=1234, + ), + ] content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer(rail, messages=[{"role": "user", "content": prompt}]) final_output = guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"document": content[:6000]}, num_reasks=1, ) @@ -357,7 +404,7 @@ def test_entity_extraction_with_fix(mocker, rail, prompt): assert call.iterations.length == 1 # For orginal prompt and output - assert call.compiled_prompt == entity_extraction.COMPILED_PROMPT + assert call.compiled_messages[0]["content"] == entity_extraction.COMPILED_PROMPT assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.guarded_output == entity_extraction.VALIDATED_OUTPUT_FIX @@ -374,12 +421,27 @@ def test_entity_extraction_with_fix(mocker, rail, prompt): ) def test_entity_extraction_with_refrain(mocker, rail, prompt): """Test that the entity extraction works with re-asking.""" - mocker.patch("guardrails.llm_providers.LiteLLMCallable", new=MockLiteLLMCallable) + mock_invoke_llm = mocker.patch( + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" + ) + + mock_invoke_llm.side_effect = [ + LLMResponse( + output=entity_extraction.LLM_OUTPUT, + prompt_token_count=123, + response_token_count=1234, + ), + LLMResponse( + output=entity_extraction.LLM_OUTPUT_FULL_REASK, + prompt_token_count=123, + response_token_count=1234, + ), + ] content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer(rail, messages=[{"role": "user", "content": prompt}]) final_output = guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"document": content[:6000]}, num_reasks=1, ) @@ -393,7 +455,7 @@ def test_entity_extraction_with_refrain(mocker, rail, prompt): assert call.iterations.length == 1 # For orginal prompt and output - assert call.compiled_prompt == entity_extraction.COMPILED_PROMPT + assert call.compiled_messages[0]["content"] == entity_extraction.COMPILED_PROMPT assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.guarded_output == entity_extraction.VALIDATED_OUTPUT_REFRAIN @@ -433,7 +495,7 @@ def test_entity_extraction_with_fix_chat_models(mocker, rail, messages): content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer(rail, messages) final_output = guard( - llm_api=openai.chat.completions.create, + model="gpt-3.5-turbo", prompt_params={"document": content[:6000]}, num_reasks=1, ) @@ -448,9 +510,12 @@ def test_entity_extraction_with_fix_chat_models(mocker, rail, messages): # For orginal prompt and output assert ( - call.compiled_prompt == entity_extraction.COMPILED_PROMPT_WITHOUT_INSTRUCTIONS + call.compiled_messages[1]["content"] + == entity_extraction.COMPILED_PROMPT_WITHOUT_INSTRUCTIONS + ) + assert ( + call.compiled_messages[0]["content"] == entity_extraction.COMPILED_INSTRUCTIONS ) - assert call.compiled_instructions == entity_extraction.COMPILED_INSTRUCTIONS assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT assert call.guarded_output == entity_extraction.VALIDATED_OUTPUT_FIX @@ -481,16 +546,18 @@ def test_entity_extraction_with_fix_chat_models(mocker, rail, messages): @pytest.mark.parametrize( - "rail,prompt,instructions,history,llm_api,expected_prompt," + "rail,messages,expected_prompt," "expected_instructions,expected_reask_prompt,expected_reask_instructions," "llm_outputs", [ ( entity_extraction.RAIL_SPEC_WITH_REASK_NO_PROMPT, - entity_extraction.OPTIONAL_PROMPT_COMPLETION_MODEL, - None, - None, - openai.completions.create, + [ + { + "role": "user", + "content": entity_extraction.OPTIONAL_PROMPT_COMPLETION_MODEL, + } + ], entity_extraction.COMPILED_PROMPT, None, entity_extraction.COMPILED_PROMPT_REASK, @@ -504,10 +571,16 @@ def test_entity_extraction_with_fix_chat_models(mocker, rail, messages): ), ( entity_extraction.RAIL_SPEC_WITH_REASK_NO_PROMPT, - entity_extraction.OPTIONAL_PROMPT_CHAT_MODEL, - entity_extraction.OPTIONAL_INSTRUCTIONS_CHAT_MODEL, - None, - openai.chat.completions.create, + [ + { + "role": "system", + "content": entity_extraction.OPTIONAL_INSTRUCTIONS_CHAT_MODEL, + }, + { + "role": "user", + "content": entity_extraction.OPTIONAL_PROMPT_CHAT_MODEL, + }, + ], entity_extraction.COMPILED_PROMPT_WITHOUT_INSTRUCTIONS, entity_extraction.COMPILED_INSTRUCTIONS, entity_extraction.COMPILED_PROMPT_REASK_WITHOUT_INSTRUCTIONS, @@ -521,10 +594,7 @@ def test_entity_extraction_with_fix_chat_models(mocker, rail, messages): ), ( entity_extraction.RAIL_SPEC_WITH_REASK_NO_PROMPT, - None, - None, entity_extraction.OPTIONAL_MSG_HISTORY, - openai.chat.completions.create, None, None, entity_extraction.COMPILED_PROMPT_REASK_WITHOUT_INSTRUCTIONS, @@ -541,10 +611,7 @@ def test_entity_extraction_with_fix_chat_models(mocker, rail, messages): def test_entity_extraction_with_reask_with_optional_prompts( mocker, rail, - prompt, - instructions, - history, - llm_api, + messages, expected_prompt, expected_instructions, expected_reask_prompt, @@ -560,25 +627,20 @@ def test_entity_extraction_with_reask_with_optional_prompts( ) for o in llm_outputs ] + mock_openai_invoke_llm = None - if llm_api == openai.completions.create: - mock_openai_invoke_llm = mocker.patch( - "guardrails.llm_providers.LiteLLMCallable._invoke_llm" - ) - else: - mock_openai_invoke_llm = mocker.patch( - "guardrails.llm_providers.LiteLLMCallable._invoke_llm" - ) + + mock_openai_invoke_llm = mocker.patch( + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" + ) mock_openai_invoke_llm.side_effect = llm_return_values content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = Guard.from_rail_string(rail) final_output = guard( - llm_api=llm_api, - prompt=prompt, - instructions=instructions, - messages=history, + model="gpt-3.5-turbo", + messages=messages, prompt_params={"document": content[:6000]}, num_reasks=1, ) @@ -592,13 +654,19 @@ def test_entity_extraction_with_reask_with_optional_prompts( assert call.iterations.length == 2 # For orginal prompt and output - assert call.compiled_prompt == expected_prompt + if expected_prompt: + if len(call.compiled_messages) == 1: + prompt = call.compiled_messages[0]["content"] + else: + prompt = call.compiled_messages[1]["content"] + assert prompt == expected_prompt assert call.iterations.first.raw_output == entity_extraction.LLM_OUTPUT assert ( call.iterations.first.validation_response == entity_extraction.VALIDATED_OUTPUT_REASK_1 ) - assert call.compiled_instructions == expected_instructions + if expected_instructions: + assert call.compiled_messages[0]["content"] == expected_instructions # For reask validator logs # TODO: Update once we add json_path to the ValidatorLog class @@ -622,7 +690,8 @@ def test_entity_extraction_with_reask_with_optional_prompts( ) # For re-asked prompt and output - assert call.reask_prompts.last == expected_reask_prompt + if expected_reask_prompt: + assert call.reask_messages.last[1]["content"] == expected_reask_prompt # FIXME: Switch back to this once field level reask schema pruning is implemented # noqa # assert call.raw_outputs.at(1) == entity_extraction.LLM_OUTPUT_REASK assert call.raw_outputs.at(1) == json.dumps( @@ -631,7 +700,7 @@ def test_entity_extraction_with_reask_with_optional_prompts( assert call.guarded_output == entity_extraction.VALIDATED_OUTPUT_REASK_2 if expected_reask_instructions: - assert call.reask_instructions.last == expected_reask_instructions + assert call.reask_messages.last[0]["content"] == expected_reask_instructions def test_skeleton_reask(mocker): @@ -672,7 +741,7 @@ def test_skeleton_reask(mocker): entity_extraction.RAIL_SPEC_WITH_SKELETON_REASK ) final_output = guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"document": content[:6000]}, max_tokens=1000, num_reasks=1, @@ -690,7 +759,10 @@ def test_skeleton_reask(mocker): assert call.iterations.length == 2 # For orginal prompt and output - assert call.compiled_prompt == entity_extraction.COMPILED_PROMPT_SKELETON_REASK_1 + assert ( + call.compiled_messages[0]["content"] + == entity_extraction.COMPILED_PROMPT_SKELETON_REASK_1 + ) assert ( call.iterations.first.raw_output == entity_extraction.LLM_OUTPUT_SKELETON_REASK_1 @@ -701,7 +773,10 @@ def test_skeleton_reask(mocker): ) # For re-asked prompt and output - assert call.reask_prompts.last == entity_extraction.COMPILED_PROMPT_SKELETON_REASK_2 + assert ( + call.reask_messages[0][1]["content"] + == entity_extraction.COMPILED_PROMPT_SKELETON_REASK_2 + ) assert call.raw_outputs.last == entity_extraction.LLM_OUTPUT_SKELETON_REASK_2 assert call.guarded_output == entity_extraction.VALIDATED_OUTPUT_SKELETON_REASK_2 @@ -709,11 +784,23 @@ def test_skeleton_reask(mocker): def test_string_with_message_history_reask(mocker): """Test single string (non-JSON) generation with message history and reask.""" - mocker.patch( - "guardrails.llm_providers.LiteLLMCallable", - new=MockLiteLLMCallable, + mock_invoke_llm = mocker.patch( + "guardrails.llm_providers.LiteLLMCallable._invoke_llm" ) + mock_invoke_llm.side_effect = [ + LLMResponse( + output=string.MSG_LLM_OUTPUT_INCORRECT, + prompt_token_count=123, + response_token_count=1234, + ), + LLMResponse( + output=string.MSG_LLM_OUTPUT_CORRECT, + prompt_token_count=123, + response_token_count=1234, + ), + ] + guard = gd.Guard.from_rail_string(string.RAIL_SPEC_FOR_MSG_HISTORY) final_output = guard( messages=string.MOVIE_MSG_HISTORY, @@ -728,16 +815,16 @@ def test_string_with_message_history_reask(mocker): # Check that the guard state object has the correct number of re-asks. assert call.iterations.length == 2 - assert call.compiled_instructions is None - assert call.compiled_prompt is None assert call.iterations.first.raw_output == string.MSG_LLM_OUTPUT_INCORRECT assert ( call.iterations.first.validation_response == string.MSG_VALIDATED_OUTPUT_REASK ) # For re-asked prompt and output - assert call.reask_prompts.last == string.MSG_COMPILED_PROMPT_REASK - assert call.reask_instructions.last == string.MSG_COMPILED_INSTRUCTIONS_REASK + assert call.reask_messages[0][1]["content"] == string.MSG_COMPILED_PROMPT_REASK + assert ( + call.reask_messages[0][0]["content"] == string.MSG_COMPILED_INSTRUCTIONS_REASK + ) assert call.raw_outputs.last == string.MSG_LLM_OUTPUT_CORRECT assert call.guarded_output == string.MSG_LLM_OUTPUT_CORRECT @@ -786,16 +873,16 @@ def test_pydantic_with_message_history_reask(mocker): # Check that the guard state object has the correct number of re-asks. assert call.iterations.length == 2 - assert call.compiled_instructions is None - assert call.compiled_prompt is None assert call.iterations.first.raw_output == pydantic.MSG_HISTORY_LLM_OUTPUT_INCORRECT assert ( call.iterations.first.validation_response == pydantic.MSG_VALIDATED_OUTPUT_REASK ) # For re-asked prompt and output - assert call.reask_prompts.last == pydantic.MSG_COMPILED_PROMPT_REASK - assert call.reask_instructions.last == pydantic.MSG_COMPILED_INSTRUCTIONS_REASK + assert call.reask_messages[0][1]["content"] == pydantic.MSG_COMPILED_PROMPT_REASK + assert ( + call.reask_messages[0][0]["content"] == pydantic.MSG_COMPILED_INSTRUCTIONS_REASK + ) assert call.raw_outputs.last == pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT assert call.guarded_output == json.loads(pydantic.MSG_HISTORY_LLM_OUTPUT_CORRECT) @@ -815,11 +902,12 @@ def test_sequential_validator_log_is_not_duplicated(mocker): try: content = gd.docs_utils.read_pdf("docs/examples/data/chase_card_agreement.pdf") guard = guard_initializer( - entity_extraction.PYDANTIC_RAIL_WITH_NOOP, entity_extraction.PYDANTIC_PROMPT + entity_extraction.PYDANTIC_RAIL_WITH_NOOP, + messages=[{"role": "user", "content": entity_extraction.PYDANTIC_PROMPT}], ) guard( - llm_api=openai.completions.create, + model="gpt-3.5-turbo", prompt_params={"document": content[:6000]}, num_reasks=1, ) @@ -1019,7 +1107,7 @@ def test_string_output(mocker): assert call.iterations.length == 1 # For original prompt and output - assert call.compiled_messages[1]["content"]._source == string.COMPILED_PROMPT + assert call.compiled_messages[1]["content"] == string.COMPILED_PROMPT assert call.raw_outputs.last == string.LLM_OUTPUT assert mock_invoke_llm.call_count == 1 mock_invoke_llm = None @@ -1156,8 +1244,8 @@ def test_string_reask(mocker): assert call.iterations.length == 2 # For orginal prompt and output - assert call.compiled_messages[0]["content"]._source == string.COMPILED_INSTRUCTIONS - assert call.compiled_messages[1]["content"]._source == string.COMPILED_PROMPT + assert call.compiled_messages[0]["content"] == string.COMPILED_INSTRUCTIONS + assert call.compiled_messages[1]["content"] == string.COMPILED_PROMPT assert call.iterations.first.raw_output == string.LLM_OUTPUT assert call.iterations.first.validation_response == string.VALIDATED_OUTPUT_REASK diff --git a/tests/integration_tests/test_multi_reask.py b/tests/integration_tests/test_multi_reask.py index 3616572a3..df5b12307 100644 --- a/tests/integration_tests/test_multi_reask.py +++ b/tests/integration_tests/test_multi_reask.py @@ -44,7 +44,7 @@ def test_multi_reask(mocker): assert len(call.iterations) == 3 assert ( - call.compiled_messages[0]["content"]._source + call.compiled_messages[0]["content"] == python_rail.VALIDATOR_PARALLELISM_PROMPT_1 ) assert call.raw_outputs.first == python_rail.VALIDATOR_PARALLELISM_RESPONSE_1 diff --git a/tests/integration_tests/test_parsing.py b/tests/integration_tests/test_parsing.py index 3397b3b3e..3c127b4aa 100644 --- a/tests/integration_tests/test_parsing.py +++ b/tests/integration_tests/test_parsing.py @@ -1,5 +1,4 @@ from typing import Dict -import openai import pytest import guardrails as gd @@ -49,7 +48,7 @@ def test_parsing_reask(mocker): assert call.iterations.length == 2 # For orginal prompt and output - assert call.compiled_messages[0]["content"]._source == pydantic.PARSING_COMPILED_PROMPT + assert call.compiled_messages[0]["content"] == pydantic.PARSING_COMPILED_PROMPT assert call.iterations.first.raw_output == pydantic.PARSING_UNPARSEABLE_LLM_OUTPUT assert call.iterations.first.guarded_output is None @@ -58,7 +57,7 @@ def test_parsing_reask(mocker): pydantic.PARSING_COMPILED_REASK ) # Same as above - assert call.reask_messages[0][1]["content"]._source == pydantic.PARSING_COMPILED_REASK + assert call.reask_messages[0][1]["content"] == pydantic.PARSING_COMPILED_REASK assert call.raw_outputs.last == pydantic.PARSING_EXPECTED_LLM_OUTPUT assert call.guarded_output == pydantic.PARSING_EXPECTED_OUTPUT @@ -101,7 +100,7 @@ async def test_async_parsing_reask(mocker): assert call.iterations.length == 2 # For orginal prompt and output - assert call.compiled_messages[0]["content"]._source == pydantic.PARSING_COMPILED_PROMPT + assert call.compiled_messages[0]["content"] == pydantic.PARSING_COMPILED_PROMPT assert call.iterations.first.raw_output == pydantic.PARSING_UNPARSEABLE_LLM_OUTPUT assert call.iterations.first.guarded_output is None @@ -111,7 +110,7 @@ async def test_async_parsing_reask(mocker): pydantic.PARSING_COMPILED_REASK ) # Same as above - assert call.reask_messages[0][1]["content"]._source == pydantic.PARSING_COMPILED_REASK + assert call.reask_messages[0][1]["content"] == pydantic.PARSING_COMPILED_REASK assert call.raw_outputs.last == pydantic.PARSING_EXPECTED_LLM_OUTPUT assert call.guarded_output == pydantic.PARSING_EXPECTED_OUTPUT diff --git a/tests/integration_tests/test_pydantic.py b/tests/integration_tests/test_pydantic.py index a3867c694..2783b9558 100644 --- a/tests/integration_tests/test_pydantic.py +++ b/tests/integration_tests/test_pydantic.py @@ -57,7 +57,7 @@ def test_pydantic_with_reask(mocker): assert call.iterations.length == 3 # For original prompt and output - assert call.compiled_messages[0]["content"]._source == pydantic.COMPILED_PROMPT + assert call.compiled_messages[0]["content"] == pydantic.COMPILED_PROMPT assert call.iterations.first.raw_output == pydantic.LLM_OUTPUT assert ( call.iterations.first.validation_response == pydantic.VALIDATED_OUTPUT_REASK_1 @@ -65,12 +65,12 @@ def test_pydantic_with_reask(mocker): # For re-asked prompt and output # Assert through iteration - assert call.iterations.at(1).inputs.prompt == gd.Prompt( + assert call.iterations.at(1).inputs.messages[1]["content"] == gd.Prompt( pydantic.COMPILED_PROMPT_REASK_1 ) assert call.iterations.at(1).raw_output == pydantic.LLM_OUTPUT_REASK_1 # Assert through call shortcut properties - assert call.reask_prompts.first == pydantic.COMPILED_PROMPT_REASK_1 + assert call.reask_messages.first[1]["content"] == pydantic.COMPILED_PROMPT_REASK_1 assert call.raw_outputs.at(1) == pydantic.LLM_OUTPUT_REASK_1 # We don't track merged validation output anymore @@ -90,11 +90,11 @@ def test_pydantic_with_reask(mocker): ) # For re-asked prompt #2 and output #2 - assert call.iterations.last.inputs.prompt == gd.Prompt( + assert call.iterations.last.inputs.messages[1]["content"] == gd.Prompt( pydantic.COMPILED_PROMPT_REASK_2 ) # Same as above - assert call.reask_prompts.last == pydantic.COMPILED_PROMPT_REASK_2 + assert call.reask_messages.last[1]["content"] == pydantic.COMPILED_PROMPT_REASK_2 assert call.raw_outputs.last == pydantic.LLM_OUTPUT_REASK_2 assert call.guarded_output is None assert call.validation_response == pydantic.VALIDATED_OUTPUT_REASK_3 @@ -150,7 +150,7 @@ def test_pydantic_with_full_schema_reask(mocker): assert call.iterations.length == 3 # For original prompt and output - assert call.compiled_messages[0]["content"]._source == pydantic.COMPILED_PROMPT_CHAT + assert call.compiled_messages[0]["content"] == pydantic.COMPILED_PROMPT_CHAT assert call.iterations.first.raw_output == pydantic.LLM_OUTPUT assert ( call.iterations.first.validation_response == pydantic.VALIDATED_OUTPUT_REASK_1 @@ -158,11 +158,11 @@ def test_pydantic_with_full_schema_reask(mocker): # For re-asked prompt and output assert ( - call.iterations.at(1).inputs.messages[0]["content"]._source + call.iterations.at(1).inputs.messages[1]["content"]._source == pydantic.COMPILED_PROMPT_FULL_REASK_1 ) assert ( - call.iterations.at(1).inputs.messages[1]["content"]._source + call.iterations.at(1).inputs.messages[0]["content"]._source == pydantic.COMPILED_INSTRUCTIONS_CHAT ) assert call.iterations.at(1).raw_output == pydantic.LLM_OUTPUT_FULL_REASK_1 @@ -171,10 +171,10 @@ def test_pydantic_with_full_schema_reask(mocker): ) # For re-asked prompt #2 and output #2 - assert call.iterations.last.inputs.prompt == gd.Prompt( + assert call.iterations.last.inputs.messages[1]["content"] == gd.Prompt( pydantic.COMPILED_PROMPT_FULL_REASK_2 ) - assert call.iterations.last.inputs.instructions == gd.Instructions( + assert call.iterations.last.inputs.messages[0]["content"] == gd.Instructions( pydantic.COMPILED_INSTRUCTIONS_CHAT ) assert call.raw_outputs.last == pydantic.LLM_OUTPUT_FULL_REASK_2 diff --git a/tests/integration_tests/test_python_rail.py b/tests/integration_tests/test_python_rail.py index 60f4bfbbe..b463ed0f3 100644 --- a/tests/integration_tests/test_python_rail.py +++ b/tests/integration_tests/test_python_rail.py @@ -2,7 +2,6 @@ from datetime import date, time from typing import List, Literal, Union -import openai import pytest from pydantic import BaseModel, Field, field_validator, model_validator @@ -17,7 +16,6 @@ ) from tests.integration_tests.test_assets.validators import ValidLength, TwoWords -from .mock_llm_outputs import MockLiteLLMCallable from .test_assets import python_rail, string @@ -118,13 +116,16 @@ def test_python_rail(mocker): output_class=Director, messages=[ { - "role": "system", - "content": "\nYou are a helpful assistant only capable of communicating" - " with valid JSON, and no other text.\n${gr.xml_suffix_prompt_examples}", + "role": "system", + "content": "\nYou are a helpful assistant" + " only capable of communicating" + " with valid JSON, and no other" + " text.\n${gr.xml_suffix_prompt_examples}", }, { - "role": "user", - "content":"Provide detailed information about the top 5 grossing movies from" + "role": "user", + "content": "Provide detailed information" + " about the top 5 grossing movies from" " ${director} including release date, duration, budget, whether " "it's a sequel, website, and contact email.\n" "${gr.xml_suffix_without_examples}", @@ -152,7 +153,7 @@ def test_python_rail(mocker): assert call.iterations.length == 2 assert ( - call.compiled_messages[1]["content"]._source + call.compiled_messages[1]["content"] == python_rail.COMPILED_PROMPT_1_PYDANTIC_2_WITHOUT_INSTRUCTIONS ) @@ -165,7 +166,10 @@ def test_python_rail(mocker): python_rail.COMPILED_PROMPT_2_WITHOUT_INSTRUCTIONS ) # Same as above - assert call.reask_messages[0][1]["content"]._source == python_rail.COMPILED_PROMPT_2_WITHOUT_INSTRUCTIONS + assert ( + call.reask_messages[0][1]["content"] + == python_rail.COMPILED_PROMPT_2_WITHOUT_INSTRUCTIONS + ) assert ( call.raw_outputs.last == python_rail.LLM_OUTPUT_2_SUCCEED_GUARDRAILS_BUT_FAIL_PYDANTIC_VALIDATION @@ -235,13 +239,16 @@ def test_python_string(mocker): assert call.iterations.length == 2 # For orginal prompt and output - assert call.compiled_messages[0]["content"]._source == string.COMPILED_INSTRUCTIONS - assert call.compiled_messages[1]["content"]._source == string.COMPILED_PROMPT + assert call.compiled_messages[0]["content"] == string.COMPILED_INSTRUCTIONS + assert call.compiled_messages[1]["content"] == string.COMPILED_PROMPT assert call.iterations.first.raw_output == string.LLM_OUTPUT assert call.iterations.first.validation_response == string.VALIDATED_OUTPUT_REASK # For re-asked prompt and output - assert call.iterations.last.inputs.messages[1]["content"] == string.COMPILED_PROMPT_REASK + assert ( + call.iterations.last.inputs.messages[1]["content"] + == string.COMPILED_PROMPT_REASK + ) # Same as above assert call.reask_messages.last[-1]["content"] == string.COMPILED_PROMPT_REASK assert call.raw_outputs.last == string.LLM_OUTPUT_REASK diff --git a/tests/unit_tests/test_llm_providers.py b/tests/unit_tests/test_llm_providers.py index 372833f58..a6de294c4 100644 --- a/tests/unit_tests/test_llm_providers.py +++ b/tests/unit_tests/test_llm_providers.py @@ -24,7 +24,9 @@ def test_openai_callable_does_not_retry_on_success(mocker): llm = MockOpenAILlm() succeed_spy = mocker.spy(llm, "succeed") - arbitrary_callable = ArbitraryCallable(llm.succeed, messages=[{"role":"user", "content":"Hello"}]) + arbitrary_callable = ArbitraryCallable( + llm.succeed, messages=[{"role": "user", "content": "Hello"}] + ) response = arbitrary_callable() assert succeed_spy.call_count == 1 @@ -39,7 +41,9 @@ async def test_async_openai_callable_does_not_retry_on_success(mocker): llm = MockAsyncOpenAILlm() succeed_spy = mocker.spy(llm, "succeed") - arbitrary_callable = AsyncArbitraryCallable(llm.succeed, messages=[{"role":"user", "content":"Hello"}]) + arbitrary_callable = AsyncArbitraryCallable( + llm.succeed, messages=[{"role": "user", "content": "Hello"}] + ) response = await arbitrary_callable() assert succeed_spy.call_count == 1 @@ -229,7 +233,9 @@ def decode(self, output: str, *args, **kwargs) -> str: hf_model_callable = HuggingFaceModelCallable() response = hf_model_callable( - "Hello", model_generate=model_generate, tokenizer=tokenizer + model_generate=model_generate, + messages=[{"role": "user", "content": "Hello"}], + tokenizer=tokenizer, ) assert tokenizer_call_spy.call_count == 1 @@ -448,17 +454,6 @@ def my_llm(prompt: str, **kwargs) -> str: assert isinstance(prompt_callable, ArbitraryCallable) -def test_get_llm_ask_custom_llm_must_accept_prompt(): - def my_llm() -> str: - return "Hello!" - - with pytest.raises( - ValueError, - match="Custom LLM callables must accept at least one positional argument for prompt!", # noqa - ): - get_llm_ask(my_llm) - - def test_get_llm_ask_custom_llm_must_accept_kwargs(): def my_llm(messages: str) -> str: return f"Hello {messages}!" @@ -483,8 +478,8 @@ async def my_llm(messages: str, **kwargs) -> str: def test_get_async_llm_ask_custom_llm_warning(): from guardrails.llm_providers import AsyncArbitraryCallable - async def my_llm(messages: str, **kwargs) -> str: - return f"Hello {messages}!" + async def my_llm(**kwargs) -> str: + return "Hello world!" with pytest.warns( UserWarning, From e8eb7f5f563de3aa60ea355bcf7db9002afcacee Mon Sep 17 00:00:00 2001 From: David Tam Date: Fri, 27 Sep 2024 13:32:26 -0700 Subject: [PATCH 16/71] typing and lint --- guardrails/applications/text2sql.py | 18 ++++++++++++++---- guardrails/classes/history/call.py | 16 +++++++++------- guardrails/classes/history/iteration.py | 8 ++++---- guardrails/formatters/json_formatter.py | 10 +++++----- guardrails/llm_providers.py | 13 +++++++++---- guardrails/prompt/messages.py | 10 ++++------ guardrails/run/runner.py | 16 ++++++++++------ guardrails/utils/misc.py | 4 ++-- 8 files changed, 57 insertions(+), 38 deletions(-) diff --git a/guardrails/applications/text2sql.py b/guardrails/applications/text2sql.py index 8c97b7d12..50c0cb89b 100644 --- a/guardrails/applications/text2sql.py +++ b/guardrails/applications/text2sql.py @@ -70,7 +70,12 @@ def __init__( rail_spec: Optional[str] = None, rail_params: Optional[Dict] = None, example_formatter: Callable = example_formatter, - reask_prompt: str = REASK_PROMPT, + reask_messages: list[Dict[str, str]] = [ + { + "role": "user", + "content": REASK_PROMPT, + } + ], llm_api: Optional[Callable] = None, llm_api_kwargs: Optional[Dict] = None, num_relevant_examples: int = 2, @@ -108,7 +113,7 @@ def __init__( schema_file, rail_spec, rail_params, - reask_prompt, + reask_messages, ) # Initialize the document store. @@ -122,7 +127,12 @@ def _init_guard( schema_file: Optional[str] = None, rail_spec: Optional[str] = None, rail_params: Optional[Dict] = None, - reask_prompt: str = REASK_PROMPT, + reask_messages: list[Dict[str, str]] = [ + { + "role": "user", + "content": REASK_PROMPT, + } + ], ): # Initialize the Guard class if rail_spec is None: @@ -140,7 +150,7 @@ def _init_guard( rail_spec_str = Template(rail_spec_str).safe_substitute(**rail_params) guard = Guard.from_rail_string(rail_spec_str) - guard._exec_opts.reask_prompt = reask_prompt + guard._exec_opts.reask_messages = reask_messages return guard diff --git a/guardrails/classes/history/call.py b/guardrails/classes/history/call.py index b580c8226..ae35e0692 100644 --- a/guardrails/classes/history/call.py +++ b/guardrails/classes/history/call.py @@ -78,21 +78,23 @@ def prompt_params(self) -> Optional[Dict]: return self.inputs.prompt_params @property - def messages(self) -> Optional[Messages]: + def messages(self) -> Optional[Union[Messages, list[dict[str, str]]]]: """The messages as provided by the user when initializing or calling the Guard.""" return self.inputs.messages @property - def compiled_messages(self) -> Optional[str]: + def compiled_messages(self) -> Optional[list[dict[str, str]]]: """The initial compiled messages that were passed to the LLM on the first call.""" if self.iterations.empty(): return None - initial_inputs = self.iterations.first.inputs - messages: Messages = initial_inputs.messages + initial_inputs = self.iterations.first.inputs # type: ignore + messages = initial_inputs.messages prompt_params = initial_inputs.prompt_params or {} compiled_messages = [] + if messages is None: + return None for message in messages: content = message["content"].format(**prompt_params) if isinstance(content, (Prompt, Instructions)): @@ -116,11 +118,11 @@ def reask_messages(self) -> Stack[Messages]: reasks = self.iterations.copy() initial_messages = reasks.first reasks.remove(initial_messages) # type: ignore - initial_inputs = self.iterations.first.inputs + initial_inputs = self.iterations.first.inputs # type: ignore prompt_params = initial_inputs.prompt_params or {} compiled_reasks = [] for reask in reasks: - messages: Messages = reask.inputs.messages + messages = reask.inputs.messages if messages is None: compiled_reasks.append(None) @@ -136,7 +138,7 @@ def reask_messages(self) -> Stack[Messages]: "content": content, } ) - compiled_reasks.append(compiled_messages) + compiled_reasks.append(compiled_messages) return Stack(*compiled_reasks) return Stack() diff --git a/guardrails/classes/history/iteration.py b/guardrails/classes/history/iteration.py index ae4974f47..dbf530acc 100644 --- a/guardrails/classes/history/iteration.py +++ b/guardrails/classes/history/iteration.py @@ -12,7 +12,7 @@ from guardrails.classes.history.outputs import Outputs from guardrails.classes.generic.arbitrary_model import ArbitraryModel from guardrails.logger import get_scope_handler -from guardrails.prompt.prompt import Prompt +from guardrails.prompt import Prompt, Instructions from guardrails.classes.validation.validator_logs import ValidatorLogs from guardrails.actions.reask import ReAsk from guardrails.classes.validation.validation_result import ErrorSpan @@ -189,7 +189,7 @@ def status(self) -> str: @property def rich_group(self) -> Group: def create_messages_table( - messages: Optional[List[Dict[str, Prompt]]], + messages: Optional[List[Dict[str, Union[str, Prompt, Instructions]]]], ) -> Union[str, Table]: if messages is None: return "No messages." @@ -198,11 +198,11 @@ def create_messages_table( table.add_column("Content") for msg in messages: - table.add_row(str(msg["role"]), msg["content"]) + table.add_row(str(msg["role"]), msg["content"]) # type: ignore return table - table = create_messages_table(self.inputs.messages) + table = create_messages_table(self.inputs.messages) # type: ignore return Group( Panel(table, title="Messages", style="on #E7DFEB"), diff --git a/guardrails/formatters/json_formatter.py b/guardrails/formatters/json_formatter.py index e71b718ae..adb1a5207 100644 --- a/guardrails/formatters/json_formatter.py +++ b/guardrails/formatters/json_formatter.py @@ -106,7 +106,7 @@ def fn( **kwargs, ) -> str: prompt = "" - for msg in messages: + for msg in messages: # type: ignore prompt += msg["content"] return json.dumps( @@ -114,7 +114,7 @@ def fn( model=model.model, tokenizer=model.tokenizer, json_schema=self.output_schema, - prompt=prompt + prompt=prompt, )() ) @@ -132,15 +132,15 @@ def fn( **kwargs, ) -> str: prompt = "" - for msg in messages: + for msg in messages: # type: ignore prompt += msg["content"] - + return json.dumps( Jsonformer( model=model, tokenizer=tokenizer, json_schema=self.output_schema, - prompt=prompt + prompt=prompt, )() ) diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py index 0253de0ab..2b9adfa24 100644 --- a/guardrails/llm_providers.py +++ b/guardrails/llm_providers.py @@ -32,13 +32,16 @@ # todo fix circular import -def messages_string(messages: MessageHistory) -> str: +def messages_string( + messages: Union[list[dict[str, Union[str, Prompt, Instructions]]], MessageHistory], +) -> str: messages_copy = "" for msg in messages: content = ( - msg["content"].source + msg["content"].source # type: ignore if isinstance(msg["content"], Prompt) - else msg["content"] + or isinstance(msg["content"], Instructions) # type: ignore + else msg["content"] # type: ignore ) messages_copy += content return messages_copy @@ -269,7 +272,9 @@ def _invoke_llm( self, model_generate: Any, *args, - messages: list[dict[str, Union[str, Prompt, Instructions]]], + messages: Union[ + list[dict[str, Union[str, Prompt, Instructions]]], MessageHistory + ], **kwargs, ) -> LLMResponse: try: diff --git a/guardrails/prompt/messages.py b/guardrails/prompt/messages.py index 3e77e56be..8740cc46c 100644 --- a/guardrails/prompt/messages.py +++ b/guardrails/prompt/messages.py @@ -2,9 +2,9 @@ import re from string import Template -from typing import Dict, List, Optional - +from typing import Dict, List, Optional, Union +from guardrails.prompt import Prompt, Instructions from guardrails.classes.templating.namespace_template import NamespaceTemplate from guardrails.utils.constants import constants from guardrails.utils.templating_utils import get_template_variables @@ -13,7 +13,7 @@ class Messages: def __init__( self, - source: List[Dict[str, str]], + source: List[Dict[str, Union[str, Prompt, Instructions]]], output_schema: Optional[str] = None, *, xml_output_schema: Optional[str] = None, @@ -71,9 +71,7 @@ def format( filtered_kwargs = {k: v for k, v in kwargs.items() if k in vars} # Return another instance of the class with the formatted message. - formatted_message = Template(msg_str).safe_substitute( - **filtered_kwargs - ) + formatted_message = Template(msg_str).safe_substitute(**filtered_kwargs) formatted_messages.append( {"role": message["role"], "content": formatted_message} ) diff --git a/guardrails/run/runner.py b/guardrails/run/runner.py index dd50a806c..7b3303c99 100644 --- a/guardrails/run/runner.py +++ b/guardrails/run/runner.py @@ -16,7 +16,8 @@ ) from guardrails.logger import set_scope from guardrails.prompt import Prompt -from guardrails.run.utils import messages_source, messages_string +from guardrails.prompt.messages import Messages +from guardrails.run.utils import messages_source from guardrails.schema.rail_schema import json_schema_to_rail_output from guardrails.schema.validator import schema_validation from guardrails.hub_telemetry.hub_tracing import trace @@ -35,6 +36,7 @@ from guardrails.actions.reask import NonParseableReAsk, ReAsk, introspect from guardrails.telemetry import trace_call, trace_step + class Runner: """Runner class that calls an LLM API with a prompt, and performs input and output validation. @@ -293,9 +295,11 @@ def validate_messages( else msg["content"] ) inputs = Inputs( - llm_output=content, - ) - iteration = Iteration(call_id=call_log.id, index=attempt_number, inputs=inputs) + llm_output=content, + ) + iteration = Iteration( + call_id=call_log.id, index=attempt_number, inputs=inputs + ) call_log.iterations.insert(0, iteration) value, _metadata = validator_service.validate( value=content, @@ -309,7 +313,7 @@ def validate_messages( validated_msg = validator_service.post_process_validation( value, attempt_number, iteration, OutputTypes.STRING ) - + iteration.outputs.validation_response = validated_msg if isinstance(validated_msg, ReAsk): @@ -501,7 +505,7 @@ def prepare_to_loop( prompt_params: Optional[Dict] = None, ) -> Tuple[ Dict[str, Any], - Optional[List[Dict]], + Optional[Union[List[Dict], Messages]], ]: """Prepare to loop again.""" prompt_params = prompt_params or {} diff --git a/guardrails/utils/misc.py b/guardrails/utils/misc.py index 9f689582d..0a96b0496 100644 --- a/guardrails/utils/misc.py +++ b/guardrails/utils/misc.py @@ -49,11 +49,11 @@ def generate_test_artifacts( ext = f"_reask_{i}" # Save the compiled prompt. - compiled_prompt = logs.inputs.prompt + compiled_messages = logs.inputs.messages with open( os.path.join(artifact_dir, f"compiled_prompt_{on_fail_type}{ext}.txt"), "w" ) as f: - f.write(str(compiled_prompt or "")) + f.write(str(compiled_messages or "")) # Save the llm output. llm_output = logs.raw_output From f4c482746ea6cc9befc0e181629912f4b5a996c9 Mon Sep 17 00:00:00 2001 From: David Tam Date: Fri, 27 Sep 2024 13:39:40 -0700 Subject: [PATCH 17/71] lint --- guardrails/actions/reask.py | 5 +++-- guardrails/classes/history/call.py | 4 ++-- guardrails/run/async_stream_runner.py | 2 +- guardrails/run/stream_runner.py | 1 - tests/integration_tests/test_assets/custom_llm.py | 3 --- tests/integration_tests/test_assets/lists_object.py | 9 +++++++-- tests/integration_tests/test_formatters.py | 8 ++++++-- tests/unit_tests/actions/test_reask.py | 5 +---- tests/unit_tests/test_validator_base.py | 9 +++++---- 9 files changed, 25 insertions(+), 21 deletions(-) diff --git a/guardrails/actions/reask.py b/guardrails/actions/reask.py index 037db446e..55d587bcf 100644 --- a/guardrails/actions/reask.py +++ b/guardrails/actions/reask.py @@ -297,8 +297,9 @@ def get_reask_setup_for_string( if messages is None: messages = Messages( [ - {"role": "system", "content": instructions}, - {"role": "user", "content": prompt}] + {"role": "system", "content": instructions}, + {"role": "user", "content": prompt}, + ] ) messages = messages.format( diff --git a/guardrails/classes/history/call.py b/guardrails/classes/history/call.py index ae35e0692..7e92064dc 100644 --- a/guardrails/classes/history/call.py +++ b/guardrails/classes/history/call.py @@ -79,8 +79,8 @@ def prompt_params(self) -> Optional[Dict]: @property def messages(self) -> Optional[Union[Messages, list[dict[str, str]]]]: - """The messages as provided by the user when initializing or calling the - Guard.""" + """The messages as provided by the user when initializing or calling + the Guard.""" return self.inputs.messages @property diff --git a/guardrails/run/async_stream_runner.py b/guardrails/run/async_stream_runner.py index 5a3aecc58..218e0789f 100644 --- a/guardrails/run/async_stream_runner.py +++ b/guardrails/run/async_stream_runner.py @@ -200,7 +200,7 @@ async def async_step( def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> str: """Get the text from a chunk.""" chunk_text = "" - + try: finished = chunk.choices[0].finish_reason content = chunk.choices[0].delta.content diff --git a/guardrails/run/stream_runner.py b/guardrails/run/stream_runner.py index 38e6fbd65..1f37a1623 100644 --- a/guardrails/run/stream_runner.py +++ b/guardrails/run/stream_runner.py @@ -5,7 +5,6 @@ from guardrails.classes.output_type import OT, OutputTypes from guardrails.classes.validation_outcome import ValidationOutcome from guardrails.llm_providers import ( - LiteLLMCallable, PromptCallableBase, ) from guardrails.run.runner import Runner diff --git a/tests/integration_tests/test_assets/custom_llm.py b/tests/integration_tests/test_assets/custom_llm.py index 3001b6f91..6f23166bb 100644 --- a/tests/integration_tests/test_assets/custom_llm.py +++ b/tests/integration_tests/test_assets/custom_llm.py @@ -1,6 +1,3 @@ -from typing import Dict, List, Optional - - def mock_llm( messages, *args, diff --git a/tests/integration_tests/test_assets/lists_object.py b/tests/integration_tests/test_assets/lists_object.py index 42b23cd84..4779c3033 100644 --- a/tests/integration_tests/test_assets/lists_object.py +++ b/tests/integration_tests/test_assets/lists_object.py @@ -16,7 +16,12 @@ class Item(BaseModel): PYDANTIC_RAIL_WITH_LIST = List[Item] -RAIL_SPEC_WITH_LIST = """ +message = ( + '' + "Create a list of items that may be found in a grocery store." + "" +) +RAIL_SPEC_WITH_LIST = f""" @@ -25,7 +30,7 @@ class Item(BaseModel): - Create a list of items that may be found in a grocery store. + {message} """ diff --git a/tests/integration_tests/test_formatters.py b/tests/integration_tests/test_formatters.py index b6c3f341a..d72057d2c 100644 --- a/tests/integration_tests/test_formatters.py +++ b/tests/integration_tests/test_formatters.py @@ -25,7 +25,11 @@ class Foo(BaseModel): bez: List[str] g = Guard.from_pydantic(Foo, output_formatter="jsonformer") - response = g(model.generate, tokenizer=tokenizer, messages=[{"content": "test","role": "user"}]) + response = g( + model.generate, + tokenizer=tokenizer, + messages=[{"content": "test", "role": "user"}], + ) validated_output = response.validated_output assert isinstance(validated_output, dict) assert "bar" in validated_output @@ -45,7 +49,7 @@ class Foo(BaseModel): bez: List[str] g = Guard.from_pydantic(Foo, output_formatter="jsonformer") - response = g(model, messages=[{"content": "Sample:","role": "user"}]) + response = g(model, messages=[{"content": "Sample:", "role": "user"}]) validated_output = response.validated_output assert isinstance(validated_output, dict) assert "bar" in validated_output diff --git a/tests/unit_tests/actions/test_reask.py b/tests/unit_tests/actions/test_reask.py index 1e1e20cee..f78ebf01d 100644 --- a/tests/unit_tests/actions/test_reask.py +++ b/tests/unit_tests/actions/test_reask.py @@ -550,10 +550,7 @@ def test_get_reask_prompt( ] ) - ( - reask_schema, - reask_messages - ) = get_reask_setup( + (reask_schema, reask_messages) = get_reask_setup( output_type, output_schema, validation_map={}, diff --git a/tests/unit_tests/test_validator_base.py b/tests/unit_tests/test_validator_base.py index 6479f6f17..b8ae1f078 100644 --- a/tests/unit_tests/test_validator_base.py +++ b/tests/unit_tests/test_validator_base.py @@ -485,7 +485,9 @@ def mock_llm_api(messages, *args, **kwargs): } ], ) - assert str(excinfo.value) == "Validation failed for field with errors: must be exactly two words" + assert str(excinfo.value) == ( + "Validation failed for field with errors:" " must be exactly two words" + ) assert isinstance(guard.history.first.exception, ValidationError) assert guard.history.first.exception == excinfo.value @@ -565,8 +567,8 @@ async def mock_llm_api(messages, *args, **kwargs) -> str: } ], ) - - assert guard.history.first.iterations.first.outputs.validation_response == "What kind" + first_iter = guard.history.first.iterations.first + assert first_iter.outputs.validation_response == "What kind" # rail prompt validation guard = AsyncGuard.from_rail_string( @@ -767,4 +769,3 @@ async def custom_llm(messages, *args, **kwargs) -> str: assert str(excinfo.value) == unstructured_messages_error assert isinstance(guard.history.last.exception, ValidationError) assert guard.history.last.exception == excinfo.value - From 1228310551855ee8b442b55f56f1d231fd4739dd Mon Sep 17 00:00:00 2001 From: David Tam Date: Fri, 27 Sep 2024 13:46:41 -0700 Subject: [PATCH 18/71] typing --- guardrails/classes/history/call_inputs.py | 2 +- guardrails/classes/history/inputs.py | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/guardrails/classes/history/call_inputs.py b/guardrails/classes/history/call_inputs.py index 24dbc41ff..25a71cbd3 100644 --- a/guardrails/classes/history/call_inputs.py +++ b/guardrails/classes/history/call_inputs.py @@ -63,7 +63,7 @@ def from_interface(cls, i_call_inputs: ICallInputs) -> "CallInputs": return cls( llm_api=None, llm_output=i_call_inputs.llm_output, - messages=i_call_inputs.messages, + messages=i_call_inputs.messages, # type: ignore prompt_params=i_call_inputs.prompt_params, num_reasks=i_call_inputs.num_reasks, metadata=i_call_inputs.metadata, diff --git a/guardrails/classes/history/inputs.py b/guardrails/classes/history/inputs.py index ec0ccb971..18ec9114b 100644 --- a/guardrails/classes/history/inputs.py +++ b/guardrails/classes/history/inputs.py @@ -98,9 +98,9 @@ def to_dict(self) -> Dict[str, Any]: @classmethod def from_interface(cls, i_inputs: IInputs) -> "Inputs": deserialized_messages = None - if i_inputs.messages: + if i_inputs.messages: # type: ignore deserialized_messages = [] - for msg in i_inputs.messages: + for msg in i_inputs.messages: # type: ignore ser_msg = {**msg} content = ser_msg.get("content") if content: From 4e333b9c9a154bdd0ad01b1fdca4a3b246858aa5 Mon Sep 17 00:00:00 2001 From: David Tam Date: Fri, 27 Sep 2024 16:08:01 -0700 Subject: [PATCH 19/71] fix bad merge --- tests/integration_tests/test_guard.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/integration_tests/test_guard.py b/tests/integration_tests/test_guard.py index 3549be9e5..0ae7c92ba 100644 --- a/tests/integration_tests/test_guard.py +++ b/tests/integration_tests/test_guard.py @@ -1328,7 +1328,7 @@ def test_ser_deser(self): ser_guard = guard.to_dict() - deser_guard = Guard.for_dict(ser_guard) + deser_guard = Guard.from_dict(ser_guard) assert deser_guard == guard From 416f29010b20e22c5d1996a20e20bf0f1a3b60c6 Mon Sep 17 00:00:00 2001 From: Alejandro Date: Fri, 27 Sep 2024 16:11:09 -0700 Subject: [PATCH 20/71] Added rule based sentence tokenization from WordTokenizers.jl with minor modifications --- guardrails/utils/tokenization_utils.py | 173 +++++++++++++++++++++++++ 1 file changed, 173 insertions(+) create mode 100644 guardrails/utils/tokenization_utils.py diff --git a/guardrails/utils/tokenization_utils.py b/guardrails/utils/tokenization_utils.py new file mode 100644 index 000000000..aef63e783 --- /dev/null +++ b/guardrails/utils/tokenization_utils.py @@ -0,0 +1,173 @@ +# This file contains code adapted from the WordTokenizers.jl +# https://github.com/JuliaText/WordTokenizers.jl project. +# It is subject to the license terms in the Apache License file +# found in the top-level directory of this distribution. +# This file has been modified by Guardrails AI on September 27 2024. + +import re + + +def replace_til_no_change(input_text, pattern, replacement): + while re.search(pattern, input_text): + input_text = re.sub(pattern, replacement, input_text) + return input_text + + +def postproc_splits(sentences): + """ + Applies heuristic rules to repair sentence splitting errors. + Developed for use as postprocessing for the GENIA sentence + splitter on PubMed abstracts, with minor tweaks for + full-text documents. + + `sentences` should be a string, with line breaks on sentence boundaries. + Returns a similar string, but more correct. + + Based on + https://github.com/ninjin/geniass/blob/master/geniass-postproc.pl + Which is + (c) 2010 Sampo Pyysalo. No rights reserved, i.e. do whatever you like with this. + Which draws in part on heuristics included in Yoshimasa Tsuruoka's + medss.pl script. + """ + # Remove Windows line endings + sentences = sentences.replace("\r", "") + + # Breaks sometimes missing after "?", "safe" cases + sentences = re.sub(r"\b([a-z]+\?) ([A-Z][a-z]+)\b", r"\1\n\2", sentences) + # Breaks sometimes missing after "." separated with extra space, "safe" cases + sentences = re.sub(r"\b([a-z]+ \.) ([A-Z][a-z]+)\b", r"\1\n\2", sentences) + + # No breaks producing lines only containing sentence-ending punctuation + sentences = re.sub(r"\n([.!?]+)\n", r"\1\n", sentences) + + # No breaks inside parentheses/brackets + # Unlimited length for no intervening parentheses/brackets + sentences = replace_til_no_change( + sentences, r"\[([^\[\]\(\)]*)\n([^\[\]\(\)]*)\]", r"[\1 \2]" + ) + sentences = replace_til_no_change( + sentences, r"\(([^\[\]\(\)]*)\n([^\[\]\(\)]*)\)", r"(\1 \2)" + ) + # Standard mismatched with possible intervening + sentences = replace_til_no_change( + sentences, r"\[([^\[\]]{0,250})\n([^\[\]]{0,250})\]", r"[\1 \2]" + ) + sentences = replace_til_no_change( + sentences, r"\(([^\(\)]{0,250})\n([^\(\)]{0,250})\)", r"(\1 \2)" + ) + + # Nesting to depth one + sentences = replace_til_no_change( + sentences, + r"\[((?:[^\[\]]|\[[^\[\]]*\]){0,250})\n((?:[^\[\]]|\[[^\[\]]*\]){0,250})\]", + r"[\1 \2]", + ) + sentences = replace_til_no_change( + sentences, + r"\(((?:[^\(\)]|\([^\(\)]*\)){0,250})\n((?:[^\(\)]|\([^\(\)]*\)){0,250})\)", + r"(\1 \2)", + ) + + # No break after periods followed by a non-uppercase "normal word" + sentences = re.sub(r"\.\n([a-z]{3}[a-z-]*[ .:,])", r". \1", sentences) + + # No break after a single letter other than I + sentences = re.sub(r"(\b[A-HJ-Z]\.)\n", r"\1 ", sentences) + + # No break before coordinating conjunctions (CC) + coordinating_conjunctions = ["and", "or", "but", "nor", "yet"] + for cc in coordinating_conjunctions: + sentences = re.sub(r"\n(" + cc + r" )", r" \1", sentences) + + # No break before prepositions (IN) + prepositions = [ + "of", + "in", + "by", + "as", + "on", + "at", + "to", + "via", + "for", + "with", + "that", + "than", + "from", + "into", + "upon", + "after", + "while", + "during", + "within", + "through", + "between", + "whereas", + "whether", + ] + for prep in prepositions: + sentences = re.sub(r"\n(" + prep + r" )", r" \1", sentences) + + # No sentence breaks in the middle of specific abbreviations + sentences = re.sub(r"(\be\.)\n(g\.)", r"\1 \2", sentences) + sentences = re.sub(r"(\bi\.)\n(e\.)", r"\1 \2", sentences) + sentences = re.sub(r"(\bi\.)\n(v\.)", r"\1 \2", sentences) + + # No sentence break after specific abbreviations + abbreviations = [ + r"e\. ?g\.", + r"i\. ?e\.", + r"i\. ?v\.", + r"vs\.", + r"cf\.", + r"Dr\.", + r"Mr\.", + r"Ms\.", + r"Mrs\.", + r"Prof\.", + r"Ph\.?D\.", + r"Jr\.", + r"St\.", + r"Mt\.", + r"etc\.", + r"Fig\.", + r"vol\.", + r"Vols\.", + r"no\.", + r"Nos\.", + r"et\.", + r"al\.", + r"i\. ?v\.", + r"inc\.", + r"Ltd\.", + r"Co\.", + r"Corp\.", + r"Dept\.", + r"est\.", + r"Asst\.", + r"approx\.", + r"dr\.", + r"fig\.", + r"mr\.", + r"mrs\.", + r"ms\.", + r"prof\.", + r"rep\.", + r"jr\.", + r"sen\.", + r"st\.", + r"vs\.", + r"i\. ?e\.", + ] + for abbr in abbreviations: + sentences = re.sub(r"(\b" + abbr + r")\n", r"\1 ", sentences) + + return sentences + + +# Original split sentences function from rulebased_split_sentences +def split_sentences(text): + text = re.sub(r"([?!.])\s", r"\1\n", text) + text = postproc_splits(text) + return text.split("\n") From 6743df2e7c3a58bf30efbee7c99faef5b652c627 Mon Sep 17 00:00:00 2001 From: Alejandro Date: Fri, 27 Sep 2024 16:16:25 -0700 Subject: [PATCH 21/71] Added new version of split_sentence_str using new rule based sentence tokenization --- guardrails/validator_base.py | 43 ++++++++++++++++++++++++++++++++++++ 1 file changed, 43 insertions(+) diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py index 4ef785d2b..7ad9d311d 100644 --- a/guardrails/validator_base.py +++ b/guardrails/validator_base.py @@ -4,11 +4,13 @@ # - [ ] Remove validator_base.py in 0.6.x import asyncio +import contextlib from functools import partial import inspect import logging from collections import defaultdict from dataclasses import dataclass +import re from string import Template from typing import Any, Callable, Dict, List, Optional, Type, TypeVar, Union from typing_extensions import deprecated @@ -30,6 +32,7 @@ from guardrails.types.on_fail import OnFailAction from guardrails.utils.safe_get import safe_get from guardrails.utils.hub_telemetry_utils import HubTelemetry +from guardrails.utils.tokenization_utils import postproc_splits ### functions to get chunks ### @@ -41,6 +44,46 @@ def split_sentence_str(chunk: str): return [fragments[0] + ".", ".".join(fragments[1:])] +def split_sentence_str_v2(chunk: str): + """ + Use a sentence tokenizer to detect if at least one sentence is present in the chunk. + We return the first sentence and the remaining chunks without the first sentence. + + We perform the first step of WordTokenizers.jl's split_sentences function to + detect possible sentence boundaries before calling the sentence tokenizer. + + Args: + chunk (str): The text to split into sentences. + + Returns: + List[str]: A list of two strings. The first string is the first sentence + in the chunk. The second string is the remaining text in the chunk. + """ + # using the sentence tokenizer is expensive + # we check for a . to avoid wastefully calling the tokenizer + + # check at least 3 characters have been accumulated before splitting + is_minimum_length = False + with contextlib.suppress(IndexError): + chunk[2] + is_minimum_length = True + + # check for potential line endings, which is what split_sentences does + chunk_with_potential_line_endings, count = re.subn(r"([?!.])\s", r"\1\n", chunk) + any_potential_line_endings = count > 0 + if not is_minimum_length or not any_potential_line_endings: + return [] + + sentences = postproc_splits(chunk_with_potential_line_endings).split("\n") + # if not more than one sentence, we haven't accumulated enough for a validation + if len(sentences) <= 1: + return [] + + # return the sentence + # then the remaining chunks that aren't finished accumulating + return [sentences[0], "".join(sentences[1:])] + + # TODO ensure this is not indeed needed # def split_sentence_nltk(chunk: str): # """ From acae7379a5dff9698054d6e3c1a4ceb30a69161d Mon Sep 17 00:00:00 2001 From: Alejandro Date: Fri, 27 Sep 2024 16:41:55 -0700 Subject: [PATCH 22/71] updates to factor in quotes during sentence splitting --- guardrails/utils/tokenization_utils.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/guardrails/utils/tokenization_utils.py b/guardrails/utils/tokenization_utils.py index aef63e783..d6ccabac0 100644 --- a/guardrails/utils/tokenization_utils.py +++ b/guardrails/utils/tokenization_utils.py @@ -57,6 +57,14 @@ def postproc_splits(sentences): sentences, r"\(([^\(\)]{0,250})\n([^\(\)]{0,250})\)", r"(\1 \2)" ) + # Guardrails mods for line breaks within quotes + sentences = replace_til_no_change( + sentences, r'"([^"\n]{0,250})\n([^"\n]{0,250})"', r'"\1 \2"' + ) + sentences = replace_til_no_change( + sentences, r"'([^'\n]{0,250})\n([^'\n]{0,250})'", r"'\1 \2'" + ) + # Nesting to depth one sentences = replace_til_no_change( sentences, From 815300f7057233d57d83a4e84648862161109ea0 Mon Sep 17 00:00:00 2001 From: Alejandro Date: Fri, 27 Sep 2024 16:49:23 -0700 Subject: [PATCH 23/71] updated poetry.lock --- poetry.lock | 29 ++--------------------------- 1 file changed, 2 insertions(+), 27 deletions(-) diff --git a/poetry.lock b/poetry.lock index 4d5e43f7f..aae967a0a 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2716,7 +2716,7 @@ files = [ name = "joblib" version = "1.4.2" description = "Lightweight pipelining with Python functions" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"}, @@ -4335,31 +4335,6 @@ files = [ {file = "nh3-0.2.17.tar.gz", hash = "sha256:40d0741a19c3d645e54efba71cb0d8c475b59135c1e3c580f879ad5514cbf028"}, ] -[[package]] -name = "nltk" -version = "3.8.1" -description = "Natural Language Toolkit" -optional = false -python-versions = ">=3.7" -files = [ - {file = "nltk-3.8.1-py3-none-any.whl", hash = "sha256:fd5c9109f976fa86bcadba8f91e47f5e9293bd034474752e92a520f81c93dda5"}, - {file = "nltk-3.8.1.zip", hash = "sha256:1834da3d0682cba4f2cede2f9aad6b0fafb6461ba451db0efb6f9c39798d64d3"}, -] - -[package.dependencies] -click = "*" -joblib = "*" -regex = ">=2021.8.3" -tqdm = "*" - -[package.extras] -all = ["matplotlib", "numpy", "pyparsing", "python-crfsuite", "requests", "scikit-learn", "scipy", "twython"] -corenlp = ["requests"] -machine-learning = ["numpy", "python-crfsuite", "scikit-learn", "scipy"] -plot = ["matplotlib"] -tgrep = ["pyparsing"] -twitter = ["twython"] - [[package]] name = "nodeenv" version = "1.9.1" @@ -8430,4 +8405,4 @@ vectordb = ["faiss-cpu", "numpy"] [metadata] lock-version = "2.0" python-versions = "^3.9" -content-hash = "25d043e207ef2c57ecc4c4cb6fb288ecccea69cc1f2e7894f3c56e7919f17a43" +content-hash = "97c2443e924bdc7c4cae794518c80bba648efd3144740717e412ebb907f1e092" From 1a2546a572c349696d7213ed093f2f6a7322ee5e Mon Sep 17 00:00:00 2001 From: Alejandro Date: Fri, 27 Sep 2024 16:52:27 -0700 Subject: [PATCH 24/71] replaced split sentence default --- guardrails/validator_base.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py index 7ad9d311d..6d67bd0d9 100644 --- a/guardrails/validator_base.py +++ b/guardrails/validator_base.py @@ -44,7 +44,7 @@ def split_sentence_str(chunk: str): return [fragments[0] + ".", ".".join(fragments[1:])] -def split_sentence_str_v2(chunk: str): +def split_sentence_word_tokenizers_jl(chunk: str): """ Use a sentence tokenizer to detect if at least one sentence is present in the chunk. We return the first sentence and the remaining chunks without the first sentence. @@ -303,7 +303,7 @@ def _chunking_function(self, chunk: str) -> List[str]: Returns: list[str]: The text chunked into some subset. """ - return split_sentence_str(chunk) + return split_sentence_word_tokenizers_jl(chunk) def validate_stream( self, chunk: Any, metadata: Dict[str, Any], **kwargs From bd0ab50d282839a852052bc01d6a030634448cda Mon Sep 17 00:00:00 2001 From: Alejandro Date: Tue, 1 Oct 2024 12:10:50 -0700 Subject: [PATCH 25/71] testing changes using custom separator in wordtokenizer algo --- guardrails/utils/tokenization_utils.py | 98 ++++++++++++++++---------- guardrails/validator_base.py | 14 ++-- 2 files changed, 71 insertions(+), 41 deletions(-) diff --git a/guardrails/utils/tokenization_utils.py b/guardrails/utils/tokenization_utils.py index d6ccabac0..3e9777236 100644 --- a/guardrails/utils/tokenization_utils.py +++ b/guardrails/utils/tokenization_utils.py @@ -8,12 +8,15 @@ def replace_til_no_change(input_text, pattern, replacement): - while re.search(pattern, input_text): - input_text = re.sub(pattern, replacement, input_text) + while True: + new_text = re.sub(pattern, replacement, input_text) + if new_text == input_text: + break + input_text = new_text return input_text -def postproc_splits(sentences): +def postproc_splits(sentences, separator): """ Applies heuristic rules to repair sentence splitting errors. Developed for use as postprocessing for the GENIA sentence @@ -30,63 +33,83 @@ def postproc_splits(sentences): Which draws in part on heuristics included in Yoshimasa Tsuruoka's medss.pl script. """ + # Remove Windows line endings sentences = sentences.replace("\r", "") # Breaks sometimes missing after "?", "safe" cases - sentences = re.sub(r"\b([a-z]+\?) ([A-Z][a-z]+)\b", r"\1\n\2", sentences) - # Breaks sometimes missing after "." separated with extra space, "safe" cases - sentences = re.sub(r"\b([a-z]+ \.) ([A-Z][a-z]+)\b", r"\1\n\2", sentences) + sentences = re.sub( + r"\b([a-z]+\?)\s+([A-Z][a-z]+)\b", rf"\1{separator}\2", sentences + ) + # Breaks sometimes missing after ".", "safe" cases + sentences = re.sub( + r"\b([a-z]+ \.)\s+([A-Z][a-z]+)\b", rf"\1{separator}\2", sentences + ) # No breaks producing lines only containing sentence-ending punctuation - sentences = re.sub(r"\n([.!?]+)\n", r"\1\n", sentences) + sentences = re.sub(rf"{separator}([.!?]+){separator}", r"\1" + separator, sentences) # No breaks inside parentheses/brackets - # Unlimited length for no intervening parentheses/brackets sentences = replace_til_no_change( - sentences, r"\[([^\[\]\(\)]*)\n([^\[\]\(\)]*)\]", r"[\1 \2]" + sentences, + r"\[([^\[\]\(\)]*)" + re.escape(separator) + r"([^\[\]\(\)]*)\]", + r"[\1 \2]", ) sentences = replace_til_no_change( - sentences, r"\(([^\[\]\(\)]*)\n([^\[\]\(\)]*)\)", r"(\1 \2)" + sentences, + r"\(([^\[\]\(\)]*)" + re.escape(separator) + r"([^\[\]\(\)]*)\)", + r"(\1 \2)", ) # Standard mismatched with possible intervening sentences = replace_til_no_change( - sentences, r"\[([^\[\]]{0,250})\n([^\[\]]{0,250})\]", r"[\1 \2]" + sentences, + r"\[([^\[\]]{0,250})" + re.escape(separator) + r"([^\[\]]{0,250})\]", + r"[\1 \2]", ) sentences = replace_til_no_change( - sentences, r"\(([^\(\)]{0,250})\n([^\(\)]{0,250})\)", r"(\1 \2)" + sentences, + r"\(([^\(\)]{0,250})" + re.escape(separator) + r"([^\(\)]{0,250})\)", + r"(\1 \2)", ) - # Guardrails mods for line breaks within quotes + # Line breaks within quotes sentences = replace_til_no_change( - sentences, r'"([^"\n]{0,250})\n([^"\n]{0,250})"', r'"\1 \2"' + sentences, + r'"([^"\n]{0,250})' + re.escape(separator) + r'([^"\n]{0,250})"', + r'"\1 \2"', ) sentences = replace_til_no_change( - sentences, r"'([^'\n]{0,250})\n([^'\n]{0,250})'", r"'\1 \2'" + sentences, + r"'([^'\n]{0,250})" + re.escape(separator) + r"([^'\n]{0,250})'", + r"'\1 \2'", ) # Nesting to depth one sentences = replace_til_no_change( sentences, - r"\[((?:[^\[\]]|\[[^\[\]]*\]){0,250})\n((?:[^\[\]]|\[[^\[\]]*\]){0,250})\]", + r"\[((?:[^\[\]]|\[[^\[\]]*\]){0,250})" + + re.escape(separator) + + r"((?:[^\[\]]|\[[^\[\]]*\]){0,250})\]", r"[\1 \2]", ) sentences = replace_til_no_change( sentences, - r"\(((?:[^\(\)]|\([^\(\)]*\)){0,250})\n((?:[^\(\)]|\([^\(\)]*\)){0,250})\)", + r"\(((?:[^\(\)]|\([^\(\)]*\)){0,250})" + + re.escape(separator) + + r"((?:[^\(\)]|\([^\(\)]*\)){0,250})\)", r"(\1 \2)", ) # No break after periods followed by a non-uppercase "normal word" - sentences = re.sub(r"\.\n([a-z]{3}[a-z-]*[ .:,])", r". \1", sentences) + sentences = re.sub(rf"\.{separator}([a-z]{{3,}}[a-z-]*[ .:,])", r". \1", sentences) # No break after a single letter other than I - sentences = re.sub(r"(\b[A-HJ-Z]\.)\n", r"\1 ", sentences) + sentences = re.sub(rf"(\b[A-HJ-Z]\.){separator}", r"\1 ", sentences) # No break before coordinating conjunctions (CC) coordinating_conjunctions = ["and", "or", "but", "nor", "yet"] for cc in coordinating_conjunctions: - sentences = re.sub(r"\n(" + cc + r" )", r" \1", sentences) + sentences = re.sub(rf"{separator}({cc}\s)", r" \1", sentences) # No break before prepositions (IN) prepositions = [ @@ -115,18 +138,18 @@ def postproc_splits(sentences): "whether", ] for prep in prepositions: - sentences = re.sub(r"\n(" + prep + r" )", r" \1", sentences) + sentences = re.sub(rf"{separator}({prep}\s)", r" \1", sentences) # No sentence breaks in the middle of specific abbreviations - sentences = re.sub(r"(\be\.)\n(g\.)", r"\1 \2", sentences) - sentences = re.sub(r"(\bi\.)\n(e\.)", r"\1 \2", sentences) - sentences = re.sub(r"(\bi\.)\n(v\.)", r"\1 \2", sentences) + sentences = re.sub(rf"(\be\.){separator}(g\.)", r"\1 \2", sentences) + sentences = re.sub(rf"(\bi\.){separator}(e\.)", r"\1 \2", sentences) + sentences = re.sub(rf"(\bi\.){separator}(v\.)", r"\1 \2", sentences) # No sentence break after specific abbreviations abbreviations = [ - r"e\. ?g\.", - r"i\. ?e\.", - r"i\. ?v\.", + r"e\.?g\.", + r"i\.?e\.", + r"i\.?v\.", r"vs\.", r"cf\.", r"Dr\.", @@ -142,12 +165,11 @@ def postproc_splits(sentences): r"Fig\.", r"vol\.", r"Vols\.", - r"no\.", + r"No\.", r"Nos\.", r"et\.", r"al\.", - r"i\. ?v\.", - r"inc\.", + r"Inc\.", r"Ltd\.", r"Co\.", r"Corp\.", @@ -166,16 +188,18 @@ def postproc_splits(sentences): r"sen\.", r"st\.", r"vs\.", - r"i\. ?e\.", + r"i\.?e\.", ] for abbr in abbreviations: - sentences = re.sub(r"(\b" + abbr + r")\n", r"\1 ", sentences) + sentences = re.sub( + rf"(\b{abbr}){separator}", r"\1 ", sentences, flags=re.IGNORECASE + ) return sentences -# Original split sentences function from rulebased_split_sentences -def split_sentences(text): - text = re.sub(r"([?!.])\s", r"\1\n", text) - text = postproc_splits(text) - return text.split("\n") +def split_sentences(text, separator="SENTENCEBREAK"): + # Use the separator in the regex + text = re.sub(r"([?!.])(?=\s|$)", rf"\1{separator}", text) + text = postproc_splits(text, separator) + return re.split(rf"\n?{separator} ?\n?", text) diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py index 6d67bd0d9..b1a51e390 100644 --- a/guardrails/validator_base.py +++ b/guardrails/validator_base.py @@ -44,7 +44,9 @@ def split_sentence_str(chunk: str): return [fragments[0] + ".", ".".join(fragments[1:])] -def split_sentence_word_tokenizers_jl(chunk: str): +def split_sentence_word_tokenizers_jl( + chunk: str, separator: str = "SENTENCEBREAK" +) -> List[str]: """ Use a sentence tokenizer to detect if at least one sentence is present in the chunk. We return the first sentence and the remaining chunks without the first sentence. @@ -69,12 +71,16 @@ def split_sentence_word_tokenizers_jl(chunk: str): is_minimum_length = True # check for potential line endings, which is what split_sentences does - chunk_with_potential_line_endings, count = re.subn(r"([?!.])\s", r"\1\n", chunk) - any_potential_line_endings = count > 0 + chunk_with_potential_line_endings, count = re.sub( + r"([?!.])(?=\s|$)", rf"\1{separator}", chunk + ) + any_potential_line_endings = int(count) > 0 if not is_minimum_length or not any_potential_line_endings: return [] - sentences = postproc_splits(chunk_with_potential_line_endings).split("\n") + sentences = postproc_splits(chunk_with_potential_line_endings, separator).split( + "\n" + ) # if not more than one sentence, we haven't accumulated enough for a validation if len(sentences) <= 1: return [] From 4ebef188b486e40d7fe15be109070e0e330fd65c Mon Sep 17 00:00:00 2001 From: Alejandro Date: Tue, 1 Oct 2024 12:16:05 -0700 Subject: [PATCH 26/71] fix for counting subs --- guardrails/validator_base.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py index b1a51e390..0ff5227f2 100644 --- a/guardrails/validator_base.py +++ b/guardrails/validator_base.py @@ -71,10 +71,10 @@ def split_sentence_word_tokenizers_jl( is_minimum_length = True # check for potential line endings, which is what split_sentences does - chunk_with_potential_line_endings, count = re.sub( + chunk_with_potential_line_endings, count = re.subn( r"([?!.])(?=\s|$)", rf"\1{separator}", chunk ) - any_potential_line_endings = int(count) > 0 + any_potential_line_endings = count > 0 if not is_minimum_length or not any_potential_line_endings: return [] From fb1d2d00665ecc75ad3895bba1e563e699797108 Mon Sep 17 00:00:00 2001 From: Alejandro Date: Tue, 1 Oct 2024 12:24:37 -0700 Subject: [PATCH 27/71] reverted split sentence in validators base --- guardrails/validator_base.py | 12 +++--------- 1 file changed, 3 insertions(+), 9 deletions(-) diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py index 0ff5227f2..6d67bd0d9 100644 --- a/guardrails/validator_base.py +++ b/guardrails/validator_base.py @@ -44,9 +44,7 @@ def split_sentence_str(chunk: str): return [fragments[0] + ".", ".".join(fragments[1:])] -def split_sentence_word_tokenizers_jl( - chunk: str, separator: str = "SENTENCEBREAK" -) -> List[str]: +def split_sentence_word_tokenizers_jl(chunk: str): """ Use a sentence tokenizer to detect if at least one sentence is present in the chunk. We return the first sentence and the remaining chunks without the first sentence. @@ -71,16 +69,12 @@ def split_sentence_word_tokenizers_jl( is_minimum_length = True # check for potential line endings, which is what split_sentences does - chunk_with_potential_line_endings, count = re.subn( - r"([?!.])(?=\s|$)", rf"\1{separator}", chunk - ) + chunk_with_potential_line_endings, count = re.subn(r"([?!.])\s", r"\1\n", chunk) any_potential_line_endings = count > 0 if not is_minimum_length or not any_potential_line_endings: return [] - sentences = postproc_splits(chunk_with_potential_line_endings, separator).split( - "\n" - ) + sentences = postproc_splits(chunk_with_potential_line_endings).split("\n") # if not more than one sentence, we haven't accumulated enough for a validation if len(sentences) <= 1: return [] From 3fb5765696333f7e0e76c1f0b54a99bd01de267f Mon Sep 17 00:00:00 2001 From: Alejandro Date: Tue, 1 Oct 2024 13:11:32 -0700 Subject: [PATCH 28/71] reverted to pre-seperator algo, added fix for conditional white space after ?!. chars --- guardrails/utils/tokenization_utils.py | 98 ++++++++++---------------- 1 file changed, 37 insertions(+), 61 deletions(-) diff --git a/guardrails/utils/tokenization_utils.py b/guardrails/utils/tokenization_utils.py index 3e9777236..8331c6b67 100644 --- a/guardrails/utils/tokenization_utils.py +++ b/guardrails/utils/tokenization_utils.py @@ -8,15 +8,12 @@ def replace_til_no_change(input_text, pattern, replacement): - while True: - new_text = re.sub(pattern, replacement, input_text) - if new_text == input_text: - break - input_text = new_text + while re.search(pattern, input_text): + input_text = re.sub(pattern, replacement, input_text) return input_text -def postproc_splits(sentences, separator): +def postproc_splits(sentences): """ Applies heuristic rules to repair sentence splitting errors. Developed for use as postprocessing for the GENIA sentence @@ -33,83 +30,63 @@ def postproc_splits(sentences, separator): Which draws in part on heuristics included in Yoshimasa Tsuruoka's medss.pl script. """ - # Remove Windows line endings sentences = sentences.replace("\r", "") # Breaks sometimes missing after "?", "safe" cases - sentences = re.sub( - r"\b([a-z]+\?)\s+([A-Z][a-z]+)\b", rf"\1{separator}\2", sentences - ) - # Breaks sometimes missing after ".", "safe" cases - sentences = re.sub( - r"\b([a-z]+ \.)\s+([A-Z][a-z]+)\b", rf"\1{separator}\2", sentences - ) + sentences = re.sub(r"\b([a-z]+\?) ([A-Z][a-z]+)\b", r"\1\n\2", sentences) + # Breaks sometimes missing after "." separated with extra space, "safe" cases + sentences = re.sub(r"\b([a-z]+ \.) ([A-Z][a-z]+)\b", r"\1\n\2", sentences) # No breaks producing lines only containing sentence-ending punctuation - sentences = re.sub(rf"{separator}([.!?]+){separator}", r"\1" + separator, sentences) + sentences = re.sub(r"\n([.!?]+)\n", r"\1\n", sentences) # No breaks inside parentheses/brackets + # Unlimited length for no intervening parentheses/brackets sentences = replace_til_no_change( - sentences, - r"\[([^\[\]\(\)]*)" + re.escape(separator) + r"([^\[\]\(\)]*)\]", - r"[\1 \2]", + sentences, r"\[([^\[\]\(\)]*)\n([^\[\]\(\)]*)\]", r"[\1 \2]" ) sentences = replace_til_no_change( - sentences, - r"\(([^\[\]\(\)]*)" + re.escape(separator) + r"([^\[\]\(\)]*)\)", - r"(\1 \2)", + sentences, r"\(([^\[\]\(\)]*)\n([^\[\]\(\)]*)\)", r"(\1 \2)" ) # Standard mismatched with possible intervening sentences = replace_til_no_change( - sentences, - r"\[([^\[\]]{0,250})" + re.escape(separator) + r"([^\[\]]{0,250})\]", - r"[\1 \2]", + sentences, r"\[([^\[\]]{0,250})\n([^\[\]]{0,250})\]", r"[\1 \2]" ) sentences = replace_til_no_change( - sentences, - r"\(([^\(\)]{0,250})" + re.escape(separator) + r"([^\(\)]{0,250})\)", - r"(\1 \2)", + sentences, r"\(([^\(\)]{0,250})\n([^\(\)]{0,250})\)", r"(\1 \2)" ) - # Line breaks within quotes + # Guardrails mods for line breaks within quotes sentences = replace_til_no_change( - sentences, - r'"([^"\n]{0,250})' + re.escape(separator) + r'([^"\n]{0,250})"', - r'"\1 \2"', + sentences, r'"([^"\n]{0,250})\n([^"\n]{0,250})"', r'"\1 \2"' ) sentences = replace_til_no_change( - sentences, - r"'([^'\n]{0,250})" + re.escape(separator) + r"([^'\n]{0,250})'", - r"'\1 \2'", + sentences, r"'([^'\n]{0,250})\n([^'\n]{0,250})'", r"'\1 \2'" ) # Nesting to depth one sentences = replace_til_no_change( sentences, - r"\[((?:[^\[\]]|\[[^\[\]]*\]){0,250})" - + re.escape(separator) - + r"((?:[^\[\]]|\[[^\[\]]*\]){0,250})\]", + r"\[((?:[^\[\]]|\[[^\[\]]*\]){0,250})\n((?:[^\[\]]|\[[^\[\]]*\]){0,250})\]", r"[\1 \2]", ) sentences = replace_til_no_change( sentences, - r"\(((?:[^\(\)]|\([^\(\)]*\)){0,250})" - + re.escape(separator) - + r"((?:[^\(\)]|\([^\(\)]*\)){0,250})\)", + r"\(((?:[^\(\)]|\([^\(\)]*\)){0,250})\n((?:[^\(\)]|\([^\(\)]*\)){0,250})\)", r"(\1 \2)", ) # No break after periods followed by a non-uppercase "normal word" - sentences = re.sub(rf"\.{separator}([a-z]{{3,}}[a-z-]*[ .:,])", r". \1", sentences) + sentences = re.sub(r"\.\n([a-z]{3}[a-z-]*[ .:,])", r". \1", sentences) # No break after a single letter other than I - sentences = re.sub(rf"(\b[A-HJ-Z]\.){separator}", r"\1 ", sentences) + sentences = re.sub(r"(\b[A-HJ-Z]\.)\n", r"\1 ", sentences) # No break before coordinating conjunctions (CC) coordinating_conjunctions = ["and", "or", "but", "nor", "yet"] for cc in coordinating_conjunctions: - sentences = re.sub(rf"{separator}({cc}\s)", r" \1", sentences) + sentences = re.sub(r"\n(" + cc + r" )", r" \1", sentences) # No break before prepositions (IN) prepositions = [ @@ -138,18 +115,18 @@ def postproc_splits(sentences, separator): "whether", ] for prep in prepositions: - sentences = re.sub(rf"{separator}({prep}\s)", r" \1", sentences) + sentences = re.sub(r"\n(" + prep + r" )", r" \1", sentences) # No sentence breaks in the middle of specific abbreviations - sentences = re.sub(rf"(\be\.){separator}(g\.)", r"\1 \2", sentences) - sentences = re.sub(rf"(\bi\.){separator}(e\.)", r"\1 \2", sentences) - sentences = re.sub(rf"(\bi\.){separator}(v\.)", r"\1 \2", sentences) + sentences = re.sub(r"(\be\.)\n(g\.)", r"\1 \2", sentences) + sentences = re.sub(r"(\bi\.)\n(e\.)", r"\1 \2", sentences) + sentences = re.sub(r"(\bi\.)\n(v\.)", r"\1 \2", sentences) # No sentence break after specific abbreviations abbreviations = [ - r"e\.?g\.", - r"i\.?e\.", - r"i\.?v\.", + r"e\. ?g\.", + r"i\. ?e\.", + r"i\. ?v\.", r"vs\.", r"cf\.", r"Dr\.", @@ -165,11 +142,12 @@ def postproc_splits(sentences, separator): r"Fig\.", r"vol\.", r"Vols\.", - r"No\.", + r"no\.", r"Nos\.", r"et\.", r"al\.", - r"Inc\.", + r"i\. ?v\.", + r"inc\.", r"Ltd\.", r"Co\.", r"Corp\.", @@ -188,18 +166,16 @@ def postproc_splits(sentences, separator): r"sen\.", r"st\.", r"vs\.", - r"i\.?e\.", + r"i\. ?e\.", ] for abbr in abbreviations: - sentences = re.sub( - rf"(\b{abbr}){separator}", r"\1 ", sentences, flags=re.IGNORECASE - ) + sentences = re.sub(r"(\b" + abbr + r")\n", r"\1 ", sentences) return sentences -def split_sentences(text, separator="SENTENCEBREAK"): - # Use the separator in the regex - text = re.sub(r"([?!.])(?=\s|$)", rf"\1{separator}", text) - text = postproc_splits(text, separator) - return re.split(rf"\n?{separator} ?\n?", text) +# Original split sentences function from rulebased_split_sentences +def split_sentences(text): + text = re.sub(r"([?!.])(\s)?", r"\1\n", text) + text = postproc_splits(text) + return text.split("\n") From f453ecc8b36a4ed1ac0cbd9035ec2f888456b17b Mon Sep 17 00:00:00 2001 From: Alejandro Date: Tue, 1 Oct 2024 13:11:51 -0700 Subject: [PATCH 29/71] fix for optional white space after potential line endings ?!. --- guardrails/validator_base.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py index 6d67bd0d9..e50d138d8 100644 --- a/guardrails/validator_base.py +++ b/guardrails/validator_base.py @@ -69,7 +69,7 @@ def split_sentence_word_tokenizers_jl(chunk: str): is_minimum_length = True # check for potential line endings, which is what split_sentences does - chunk_with_potential_line_endings, count = re.subn(r"([?!.])\s", r"\1\n", chunk) + chunk_with_potential_line_endings, count = re.subn(r"([?!.])(\s)?", r"\1\n", chunk) any_potential_line_endings = count > 0 if not is_minimum_length or not any_potential_line_endings: return [] From 6462558c0921bd654b4bdef046adc3499c7a6658 Mon Sep 17 00:00:00 2001 From: Alejandro Date: Tue, 1 Oct 2024 13:52:14 -0700 Subject: [PATCH 30/71] added back modified seperator algo, fix for split sentence --- .../utils/tokenization_utils_seperator.py | 205 ++++++++++++++++++ guardrails/validator_base.py | 54 ++++- 2 files changed, 257 insertions(+), 2 deletions(-) create mode 100644 guardrails/utils/tokenization_utils_seperator.py diff --git a/guardrails/utils/tokenization_utils_seperator.py b/guardrails/utils/tokenization_utils_seperator.py new file mode 100644 index 000000000..4ed266490 --- /dev/null +++ b/guardrails/utils/tokenization_utils_seperator.py @@ -0,0 +1,205 @@ +# This file contains code adapted from the WordTokenizers.jl +# https://github.com/JuliaText/WordTokenizers.jl project. +# It is subject to the license terms in the Apache License file +# found in the top-level directory of this distribution. +# This file has been modified by Guardrails AI on September 27 2024. + +import re + + +def replace_til_no_change(input_text, pattern, replacement): + while True: + new_text = re.sub(pattern, replacement, input_text) + if new_text == input_text: + break + input_text = new_text + return input_text + + +def postproc_splits(sentences, separator): + """ + Applies heuristic rules to repair sentence splitting errors. + Developed for use as postprocessing for the GENIA sentence + splitter on PubMed abstracts, with minor tweaks for + full-text documents. + + `sentences` should be a string, with line breaks on sentence boundaries. + Returns a similar string, but more correct. + + Based on + https://github.com/ninjin/geniass/blob/master/geniass-postproc.pl + Which is + (c) 2010 Sampo Pyysalo. No rights reserved, i.e. do whatever you like with this. + Which draws in part on heuristics included in Yoshimasa Tsuruoka's + medss.pl script. + """ + + # Remove Windows line endings + sentences = sentences.replace("\r", "") + + # Breaks sometimes missing after "?", "safe" cases + sentences = re.sub( + r"\b([a-z]+\?)\s+([A-Z][a-z]+)\b", rf"\1{separator}\2", sentences + ) + # Breaks sometimes missing after ".", "safe" cases + sentences = re.sub( + r"\b([a-z]+ \.)\s+([A-Z][a-z]+)\b", rf"\1{separator}\2", sentences + ) + + # No breaks producing lines only containing sentence-ending punctuation + sentences = re.sub(rf"{separator}([.!?]+){separator}", r"\1" + separator, sentences) + + # No breaks inside parentheses/brackets + sentences = replace_til_no_change( + sentences, + r"\[([^\[\]\(\)]*)" + re.escape(separator) + r"([^\[\]\(\)]*)\]", + r"[\1 \2]", + ) + sentences = replace_til_no_change( + sentences, + r"\(([^\[\]\(\)]*)" + re.escape(separator) + r"([^\[\]\(\)]*)\)", + r"(\1 \2)", + ) + # Standard mismatched with possible intervening + sentences = replace_til_no_change( + sentences, + r"\[([^\[\]]{0,250})" + re.escape(separator) + r"([^\[\]]{0,250})\]", + r"[\1 \2]", + ) + sentences = replace_til_no_change( + sentences, + r"\(([^\(\)]{0,250})" + re.escape(separator) + r"([^\(\)]{0,250})\)", + r"(\1 \2)", + ) + + # Line breaks within quotes + sentences = replace_til_no_change( + sentences, + r'"([^"\n]{0,250})' + re.escape(separator) + r'([^"\n]{0,250})"', + r'"\1 \2"', + ) + sentences = replace_til_no_change( + sentences, + r"'([^'\n]{0,250})" + re.escape(separator) + r"([^'\n]{0,250})'", + r"'\1 \2'", + ) + + # Nesting to depth one + sentences = replace_til_no_change( + sentences, + r"\[((?:[^\[\]]|\[[^\[\]]*\]){0,250})" + + re.escape(separator) + + r"((?:[^\[\]]|\[[^\[\]]*\]){0,250})\]", + r"[\1 \2]", + ) + sentences = replace_til_no_change( + sentences, + r"\(((?:[^\(\)]|\([^\(\)]*\)){0,250})" + + re.escape(separator) + + r"((?:[^\(\)]|\([^\(\)]*\)){0,250})\)", + r"(\1 \2)", + ) + + # No break after periods followed by a non-uppercase "normal word" + sentences = re.sub(rf"\.{separator}([a-z]{{3,}}[a-z-]*[ .:,])", r". \1", sentences) + + # No break after a single letter other than I + sentences = re.sub(rf"(\b[A-HJ-Z]\.){separator}", r"\1 ", sentences) + + # No break before coordinating conjunctions (CC) + coordinating_conjunctions = ["and", "or", "but", "nor", "yet"] + for cc in coordinating_conjunctions: + sentences = re.sub(rf"{separator}({cc}\s)", r" \1", sentences) + + # No break before prepositions (IN) + prepositions = [ + "of", + "in", + "by", + "as", + "on", + "at", + "to", + "via", + "for", + "with", + "that", + "than", + "from", + "into", + "upon", + "after", + "while", + "during", + "within", + "through", + "between", + "whereas", + "whether", + ] + for prep in prepositions: + sentences = re.sub(rf"{separator}({prep}\s)", r" \1", sentences) + + # No sentence breaks in the middle of specific abbreviations + sentences = re.sub(rf"(\be\.){separator}(g\.)", r"\1 \2", sentences) + sentences = re.sub(rf"(\bi\.){separator}(e\.)", r"\1 \2", sentences) + sentences = re.sub(rf"(\bi\.){separator}(v\.)", r"\1 \2", sentences) + + # No sentence break after specific abbreviations + abbreviations = [ + r"e\.?g\.", + r"i\.?e\.", + r"i\.?v\.", + r"vs\.", + r"cf\.", + r"Dr\.", + r"Mr\.", + r"Ms\.", + r"Mrs\.", + r"Prof\.", + r"Ph\.?D\.", + r"Jr\.", + r"St\.", + r"Mt\.", + r"etc\.", + r"Fig\.", + r"vol\.", + r"Vols\.", + r"No\.", + r"Nos\.", + r"et\.", + r"al\.", + r"Inc\.", + r"Ltd\.", + r"Co\.", + r"Corp\.", + r"Dept\.", + r"est\.", + r"Asst\.", + r"approx\.", + r"dr\.", + r"fig\.", + r"mr\.", + r"mrs\.", + r"ms\.", + r"prof\.", + r"rep\.", + r"jr\.", + r"sen\.", + r"st\.", + r"vs\.", + r"i\.?e\.", + ] + for abbr in abbreviations: + sentences = re.sub( + rf"(\b{abbr}){separator}", r"\1", sentences, flags=re.IGNORECASE + ) + + return sentences + + +def split_sentences(text, separator="abcdsentenceseperatordcba"): + # Use the separator in the regex + text = re.sub(r"([?!.])(?=\s|$)", rf"\1{separator}", text) + text = postproc_splits(text, separator) + return re.split(rf"\n?{separator} ?\n?", text) diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py index e50d138d8..4cbbaa6c1 100644 --- a/guardrails/validator_base.py +++ b/guardrails/validator_base.py @@ -33,6 +33,9 @@ from guardrails.utils.safe_get import safe_get from guardrails.utils.hub_telemetry_utils import HubTelemetry from guardrails.utils.tokenization_utils import postproc_splits +from guardrails.utils.tokenization_utils_seperator import ( + postproc_splits as postproc_splits_separator, +) ### functions to get chunks ### @@ -44,6 +47,51 @@ def split_sentence_str(chunk: str): return [fragments[0] + ".", ".".join(fragments[1:])] +def split_sentence_word_tokenizers_jl_separator( + chunk: str, separator: str = "abcdsentenceseperatordcba" +): + """ + Use a sentence tokenizer to detect if at least one sentence is present in the chunk. + We return the first sentence and the remaining chunks without the first sentence. + + We perform the first step of WordTokenizers.jl's split_sentences function to + detect possible sentence boundaries before calling the sentence tokenizer. + + Args: + chunk (str): The text to split into sentences. + + Returns: + List[str]: A list of two strings. The first string is the first sentence + in the chunk. The second string is the remaining text in the chunk. + """ + # using the sentence tokenizer is expensive + # we check for a . to avoid wastefully calling the tokenizer + + # check at least 3 characters have been accumulated before splitting + is_minimum_length = False + with contextlib.suppress(IndexError): + chunk[2] + is_minimum_length = True + + # check for potential line endings, which is what split_sentences does + chunk_with_potential_line_endings, count = re.subn( + r"([?!.])\s?", rf"\1{separator}", chunk + ) + any_potential_line_endings = count > 0 + if not is_minimum_length or not any_potential_line_endings: + return [] + + sentences = postproc_splits_separator(chunk_with_potential_line_endings, separator) + sentences = re.split(rf"\n?{separator} ?\n?", sentences) + # if not more than one sentence, we haven't accumulated enough for a validation + if len(sentences) <= 1: + return [] + + # return the sentence + # then the remaining chunks that aren't finished accumulating + return [sentences[0], "".join(sentences[1:])] + + def split_sentence_word_tokenizers_jl(chunk: str): """ Use a sentence tokenizer to detect if at least one sentence is present in the chunk. @@ -69,7 +117,9 @@ def split_sentence_word_tokenizers_jl(chunk: str): is_minimum_length = True # check for potential line endings, which is what split_sentences does - chunk_with_potential_line_endings, count = re.subn(r"([?!.])(\s)?", r"\1\n", chunk) + chunk_with_potential_line_endings, count = re.subn( + r"([?!.])(?=\s|$)", r"\1\n", chunk + ) any_potential_line_endings = count > 0 if not is_minimum_length or not any_potential_line_endings: return [] @@ -303,7 +353,7 @@ def _chunking_function(self, chunk: str) -> List[str]: Returns: list[str]: The text chunked into some subset. """ - return split_sentence_word_tokenizers_jl(chunk) + return split_sentence_word_tokenizers_jl_separator(chunk) def validate_stream( self, chunk: Any, metadata: Dict[str, Any], **kwargs From 6f8b1755b91654e14719157a524a12c86f5fd2eb Mon Sep 17 00:00:00 2001 From: Alejandro Date: Tue, 1 Oct 2024 14:27:24 -0700 Subject: [PATCH 31/71] Fix regex patterns for abbreviations in tokenization_utils_seperator.py --- guardrails/utils/tokenization_utils_seperator.py | 13 +++++++------ guardrails/validator_base.py | 2 +- tests/integration_tests/test_streaming.py | 3 +-- 3 files changed, 9 insertions(+), 9 deletions(-) diff --git a/guardrails/utils/tokenization_utils_seperator.py b/guardrails/utils/tokenization_utils_seperator.py index 4ed266490..6dab87cdd 100644 --- a/guardrails/utils/tokenization_utils_seperator.py +++ b/guardrails/utils/tokenization_utils_seperator.py @@ -147,9 +147,9 @@ def postproc_splits(sentences, separator): # No sentence break after specific abbreviations abbreviations = [ - r"e\.?g\.", - r"i\.?e\.", - r"i\.?v\.", + r"e\. ?g\.", + r"i\. ?e\.", + r"i\. ?v\.", r"vs\.", r"cf\.", r"Dr\.", @@ -165,11 +165,12 @@ def postproc_splits(sentences, separator): r"Fig\.", r"vol\.", r"Vols\.", - r"No\.", + r"no\.", r"Nos\.", r"et\.", r"al\.", - r"Inc\.", + r"i\. ?v\.", + r"inc\.", r"Ltd\.", r"Co\.", r"Corp\.", @@ -188,7 +189,7 @@ def postproc_splits(sentences, separator): r"sen\.", r"st\.", r"vs\.", - r"i\.?e\.", + r"i\. ?e\.", ] for abbr in abbreviations: sentences = re.sub( diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py index 4cbbaa6c1..fc17e5095 100644 --- a/guardrails/validator_base.py +++ b/guardrails/validator_base.py @@ -75,7 +75,7 @@ def split_sentence_word_tokenizers_jl_separator( # check for potential line endings, which is what split_sentences does chunk_with_potential_line_endings, count = re.subn( - r"([?!.])\s?", rf"\1{separator}", chunk + r"([?!.])(?=\s|$)", rf"\1{separator}", chunk ) any_potential_line_endings = count > 0 if not is_minimum_length or not any_potential_line_endings: diff --git a/tests/integration_tests/test_streaming.py b/tests/integration_tests/test_streaming.py index 9ae025146..0a7a5793d 100644 --- a/tests/integration_tests/test_streaming.py +++ b/tests/integration_tests/test_streaming.py @@ -584,8 +584,7 @@ def test_fix_behavior_three_validators(mocker): assert ( text == """"REDACTED!!, under purple!! bridges, roams, - hills, his home. -dreams of fog, and salty air, + hills, his home.dreams of fog, and salty air, in his heart, he's always there.""" ) assert ( From 27a0419941ccc5d9a66191376f32b992f4d999af Mon Sep 17 00:00:00 2001 From: Alejandro Date: Tue, 1 Oct 2024 14:33:51 -0700 Subject: [PATCH 32/71] fix tests --- tests/integration_tests/test_streaming.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/tests/integration_tests/test_streaming.py b/tests/integration_tests/test_streaming.py index 0a7a5793d..cc3d92181 100644 --- a/tests/integration_tests/test_streaming.py +++ b/tests/integration_tests/test_streaming.py @@ -487,8 +487,7 @@ def test_fix_behavior_one_validator(mocker): assert ( text == """"john, under golden bridges, roams, -san francisco's hills, his home. -dreams of fog, and salty air, +san francisco's hills, his home.dreams of fog, and salty air, in his heart, he's always there.""" ) assert ( @@ -530,8 +529,7 @@ def test_fix_behavior_two_validators(mocker): assert ( text == """", under golden bridges, roams, - hills, his home. -dreams of fog, and salty air, + hills, his home.dreams of fog, and salty air, in his heart, he's always there.""" ) assert ( From 49aa02db6eeea7a411ea88574abfcbc68d5ed870 Mon Sep 17 00:00:00 2001 From: Alejandro Date: Tue, 1 Oct 2024 14:41:37 -0700 Subject: [PATCH 33/71] remove nltk references from tests --- tests/unit_tests/classes/test_rc.py | 5 ----- tests/unit_tests/cli/test_configure.py | 5 ----- tests/unit_tests/cli/test_validate.py | 3 --- 3 files changed, 13 deletions(-) diff --git a/tests/unit_tests/classes/test_rc.py b/tests/unit_tests/classes/test_rc.py index fb71471f0..3ade2e8a7 100644 --- a/tests/unit_tests/classes/test_rc.py +++ b/tests/unit_tests/classes/test_rc.py @@ -4,11 +4,6 @@ class TestRC: def test_load(self, mocker): - # TODO: Re-enable this once we move nltk.download calls to individual validator repos. # noqa - # Right now, it fires during our import chain, causing this to blow up - mocker.patch("nltk.data.find") - mocker.patch("nltk.download") - expanduser_mock = mocker.patch("guardrails.classes.rc.expanduser") expanduser_mock.return_value = "/Home" diff --git a/tests/unit_tests/cli/test_configure.py b/tests/unit_tests/cli/test_configure.py index fc043462f..62446c871 100644 --- a/tests/unit_tests/cli/test_configure.py +++ b/tests/unit_tests/cli/test_configure.py @@ -61,11 +61,6 @@ def test_configure(mocker, runner, expected_token, enable_metrics, clear_token): def test_save_configuration_file(mocker): - # TODO: Re-enable this once we move nltk.download calls to individual validator repos. # noqa - # Right now, it fires during our import chain, causing this to blow up - mocker.patch("nltk.data.find") - mocker.patch("nltk.download") - expanduser_mock = mocker.patch("guardrails.cli.configure.expanduser") expanduser_mock.return_value = "/Home" diff --git a/tests/unit_tests/cli/test_validate.py b/tests/unit_tests/cli/test_validate.py index 1368c2ef7..2235009e7 100644 --- a/tests/unit_tests/cli/test_validate.py +++ b/tests/unit_tests/cli/test_validate.py @@ -2,9 +2,6 @@ def test_validate(mocker): - mocker.patch("nltk.data.find") - mocker.patch("nltk.download") - mock_validate_llm_output = mocker.patch( "guardrails.cli.validate.validate_llm_output" ) From affb2056baf0759ad0856244d31dfac6ef7ad41c Mon Sep 17 00:00:00 2001 From: Alejandro Date: Tue, 1 Oct 2024 14:51:42 -0700 Subject: [PATCH 34/71] removed older scripts --- guardrails/utils/tokenization_utils.py | 85 +++++--- .../utils/tokenization_utils_seperator.py | 206 ------------------ guardrails/validator_base.py | 70 +----- 3 files changed, 58 insertions(+), 303 deletions(-) delete mode 100644 guardrails/utils/tokenization_utils_seperator.py diff --git a/guardrails/utils/tokenization_utils.py b/guardrails/utils/tokenization_utils.py index 8331c6b67..6dab87cdd 100644 --- a/guardrails/utils/tokenization_utils.py +++ b/guardrails/utils/tokenization_utils.py @@ -8,12 +8,15 @@ def replace_til_no_change(input_text, pattern, replacement): - while re.search(pattern, input_text): - input_text = re.sub(pattern, replacement, input_text) + while True: + new_text = re.sub(pattern, replacement, input_text) + if new_text == input_text: + break + input_text = new_text return input_text -def postproc_splits(sentences): +def postproc_splits(sentences, separator): """ Applies heuristic rules to repair sentence splitting errors. Developed for use as postprocessing for the GENIA sentence @@ -30,63 +33,83 @@ def postproc_splits(sentences): Which draws in part on heuristics included in Yoshimasa Tsuruoka's medss.pl script. """ + # Remove Windows line endings sentences = sentences.replace("\r", "") # Breaks sometimes missing after "?", "safe" cases - sentences = re.sub(r"\b([a-z]+\?) ([A-Z][a-z]+)\b", r"\1\n\2", sentences) - # Breaks sometimes missing after "." separated with extra space, "safe" cases - sentences = re.sub(r"\b([a-z]+ \.) ([A-Z][a-z]+)\b", r"\1\n\2", sentences) + sentences = re.sub( + r"\b([a-z]+\?)\s+([A-Z][a-z]+)\b", rf"\1{separator}\2", sentences + ) + # Breaks sometimes missing after ".", "safe" cases + sentences = re.sub( + r"\b([a-z]+ \.)\s+([A-Z][a-z]+)\b", rf"\1{separator}\2", sentences + ) # No breaks producing lines only containing sentence-ending punctuation - sentences = re.sub(r"\n([.!?]+)\n", r"\1\n", sentences) + sentences = re.sub(rf"{separator}([.!?]+){separator}", r"\1" + separator, sentences) # No breaks inside parentheses/brackets - # Unlimited length for no intervening parentheses/brackets sentences = replace_til_no_change( - sentences, r"\[([^\[\]\(\)]*)\n([^\[\]\(\)]*)\]", r"[\1 \2]" + sentences, + r"\[([^\[\]\(\)]*)" + re.escape(separator) + r"([^\[\]\(\)]*)\]", + r"[\1 \2]", ) sentences = replace_til_no_change( - sentences, r"\(([^\[\]\(\)]*)\n([^\[\]\(\)]*)\)", r"(\1 \2)" + sentences, + r"\(([^\[\]\(\)]*)" + re.escape(separator) + r"([^\[\]\(\)]*)\)", + r"(\1 \2)", ) # Standard mismatched with possible intervening sentences = replace_til_no_change( - sentences, r"\[([^\[\]]{0,250})\n([^\[\]]{0,250})\]", r"[\1 \2]" + sentences, + r"\[([^\[\]]{0,250})" + re.escape(separator) + r"([^\[\]]{0,250})\]", + r"[\1 \2]", ) sentences = replace_til_no_change( - sentences, r"\(([^\(\)]{0,250})\n([^\(\)]{0,250})\)", r"(\1 \2)" + sentences, + r"\(([^\(\)]{0,250})" + re.escape(separator) + r"([^\(\)]{0,250})\)", + r"(\1 \2)", ) - # Guardrails mods for line breaks within quotes + # Line breaks within quotes sentences = replace_til_no_change( - sentences, r'"([^"\n]{0,250})\n([^"\n]{0,250})"', r'"\1 \2"' + sentences, + r'"([^"\n]{0,250})' + re.escape(separator) + r'([^"\n]{0,250})"', + r'"\1 \2"', ) sentences = replace_til_no_change( - sentences, r"'([^'\n]{0,250})\n([^'\n]{0,250})'", r"'\1 \2'" + sentences, + r"'([^'\n]{0,250})" + re.escape(separator) + r"([^'\n]{0,250})'", + r"'\1 \2'", ) # Nesting to depth one sentences = replace_til_no_change( sentences, - r"\[((?:[^\[\]]|\[[^\[\]]*\]){0,250})\n((?:[^\[\]]|\[[^\[\]]*\]){0,250})\]", + r"\[((?:[^\[\]]|\[[^\[\]]*\]){0,250})" + + re.escape(separator) + + r"((?:[^\[\]]|\[[^\[\]]*\]){0,250})\]", r"[\1 \2]", ) sentences = replace_til_no_change( sentences, - r"\(((?:[^\(\)]|\([^\(\)]*\)){0,250})\n((?:[^\(\)]|\([^\(\)]*\)){0,250})\)", + r"\(((?:[^\(\)]|\([^\(\)]*\)){0,250})" + + re.escape(separator) + + r"((?:[^\(\)]|\([^\(\)]*\)){0,250})\)", r"(\1 \2)", ) # No break after periods followed by a non-uppercase "normal word" - sentences = re.sub(r"\.\n([a-z]{3}[a-z-]*[ .:,])", r". \1", sentences) + sentences = re.sub(rf"\.{separator}([a-z]{{3,}}[a-z-]*[ .:,])", r". \1", sentences) # No break after a single letter other than I - sentences = re.sub(r"(\b[A-HJ-Z]\.)\n", r"\1 ", sentences) + sentences = re.sub(rf"(\b[A-HJ-Z]\.){separator}", r"\1 ", sentences) # No break before coordinating conjunctions (CC) coordinating_conjunctions = ["and", "or", "but", "nor", "yet"] for cc in coordinating_conjunctions: - sentences = re.sub(r"\n(" + cc + r" )", r" \1", sentences) + sentences = re.sub(rf"{separator}({cc}\s)", r" \1", sentences) # No break before prepositions (IN) prepositions = [ @@ -115,12 +138,12 @@ def postproc_splits(sentences): "whether", ] for prep in prepositions: - sentences = re.sub(r"\n(" + prep + r" )", r" \1", sentences) + sentences = re.sub(rf"{separator}({prep}\s)", r" \1", sentences) # No sentence breaks in the middle of specific abbreviations - sentences = re.sub(r"(\be\.)\n(g\.)", r"\1 \2", sentences) - sentences = re.sub(r"(\bi\.)\n(e\.)", r"\1 \2", sentences) - sentences = re.sub(r"(\bi\.)\n(v\.)", r"\1 \2", sentences) + sentences = re.sub(rf"(\be\.){separator}(g\.)", r"\1 \2", sentences) + sentences = re.sub(rf"(\bi\.){separator}(e\.)", r"\1 \2", sentences) + sentences = re.sub(rf"(\bi\.){separator}(v\.)", r"\1 \2", sentences) # No sentence break after specific abbreviations abbreviations = [ @@ -169,13 +192,15 @@ def postproc_splits(sentences): r"i\. ?e\.", ] for abbr in abbreviations: - sentences = re.sub(r"(\b" + abbr + r")\n", r"\1 ", sentences) + sentences = re.sub( + rf"(\b{abbr}){separator}", r"\1", sentences, flags=re.IGNORECASE + ) return sentences -# Original split sentences function from rulebased_split_sentences -def split_sentences(text): - text = re.sub(r"([?!.])(\s)?", r"\1\n", text) - text = postproc_splits(text) - return text.split("\n") +def split_sentences(text, separator="abcdsentenceseperatordcba"): + # Use the separator in the regex + text = re.sub(r"([?!.])(?=\s|$)", rf"\1{separator}", text) + text = postproc_splits(text, separator) + return re.split(rf"\n?{separator} ?\n?", text) diff --git a/guardrails/utils/tokenization_utils_seperator.py b/guardrails/utils/tokenization_utils_seperator.py deleted file mode 100644 index 6dab87cdd..000000000 --- a/guardrails/utils/tokenization_utils_seperator.py +++ /dev/null @@ -1,206 +0,0 @@ -# This file contains code adapted from the WordTokenizers.jl -# https://github.com/JuliaText/WordTokenizers.jl project. -# It is subject to the license terms in the Apache License file -# found in the top-level directory of this distribution. -# This file has been modified by Guardrails AI on September 27 2024. - -import re - - -def replace_til_no_change(input_text, pattern, replacement): - while True: - new_text = re.sub(pattern, replacement, input_text) - if new_text == input_text: - break - input_text = new_text - return input_text - - -def postproc_splits(sentences, separator): - """ - Applies heuristic rules to repair sentence splitting errors. - Developed for use as postprocessing for the GENIA sentence - splitter on PubMed abstracts, with minor tweaks for - full-text documents. - - `sentences` should be a string, with line breaks on sentence boundaries. - Returns a similar string, but more correct. - - Based on - https://github.com/ninjin/geniass/blob/master/geniass-postproc.pl - Which is - (c) 2010 Sampo Pyysalo. No rights reserved, i.e. do whatever you like with this. - Which draws in part on heuristics included in Yoshimasa Tsuruoka's - medss.pl script. - """ - - # Remove Windows line endings - sentences = sentences.replace("\r", "") - - # Breaks sometimes missing after "?", "safe" cases - sentences = re.sub( - r"\b([a-z]+\?)\s+([A-Z][a-z]+)\b", rf"\1{separator}\2", sentences - ) - # Breaks sometimes missing after ".", "safe" cases - sentences = re.sub( - r"\b([a-z]+ \.)\s+([A-Z][a-z]+)\b", rf"\1{separator}\2", sentences - ) - - # No breaks producing lines only containing sentence-ending punctuation - sentences = re.sub(rf"{separator}([.!?]+){separator}", r"\1" + separator, sentences) - - # No breaks inside parentheses/brackets - sentences = replace_til_no_change( - sentences, - r"\[([^\[\]\(\)]*)" + re.escape(separator) + r"([^\[\]\(\)]*)\]", - r"[\1 \2]", - ) - sentences = replace_til_no_change( - sentences, - r"\(([^\[\]\(\)]*)" + re.escape(separator) + r"([^\[\]\(\)]*)\)", - r"(\1 \2)", - ) - # Standard mismatched with possible intervening - sentences = replace_til_no_change( - sentences, - r"\[([^\[\]]{0,250})" + re.escape(separator) + r"([^\[\]]{0,250})\]", - r"[\1 \2]", - ) - sentences = replace_til_no_change( - sentences, - r"\(([^\(\)]{0,250})" + re.escape(separator) + r"([^\(\)]{0,250})\)", - r"(\1 \2)", - ) - - # Line breaks within quotes - sentences = replace_til_no_change( - sentences, - r'"([^"\n]{0,250})' + re.escape(separator) + r'([^"\n]{0,250})"', - r'"\1 \2"', - ) - sentences = replace_til_no_change( - sentences, - r"'([^'\n]{0,250})" + re.escape(separator) + r"([^'\n]{0,250})'", - r"'\1 \2'", - ) - - # Nesting to depth one - sentences = replace_til_no_change( - sentences, - r"\[((?:[^\[\]]|\[[^\[\]]*\]){0,250})" - + re.escape(separator) - + r"((?:[^\[\]]|\[[^\[\]]*\]){0,250})\]", - r"[\1 \2]", - ) - sentences = replace_til_no_change( - sentences, - r"\(((?:[^\(\)]|\([^\(\)]*\)){0,250})" - + re.escape(separator) - + r"((?:[^\(\)]|\([^\(\)]*\)){0,250})\)", - r"(\1 \2)", - ) - - # No break after periods followed by a non-uppercase "normal word" - sentences = re.sub(rf"\.{separator}([a-z]{{3,}}[a-z-]*[ .:,])", r". \1", sentences) - - # No break after a single letter other than I - sentences = re.sub(rf"(\b[A-HJ-Z]\.){separator}", r"\1 ", sentences) - - # No break before coordinating conjunctions (CC) - coordinating_conjunctions = ["and", "or", "but", "nor", "yet"] - for cc in coordinating_conjunctions: - sentences = re.sub(rf"{separator}({cc}\s)", r" \1", sentences) - - # No break before prepositions (IN) - prepositions = [ - "of", - "in", - "by", - "as", - "on", - "at", - "to", - "via", - "for", - "with", - "that", - "than", - "from", - "into", - "upon", - "after", - "while", - "during", - "within", - "through", - "between", - "whereas", - "whether", - ] - for prep in prepositions: - sentences = re.sub(rf"{separator}({prep}\s)", r" \1", sentences) - - # No sentence breaks in the middle of specific abbreviations - sentences = re.sub(rf"(\be\.){separator}(g\.)", r"\1 \2", sentences) - sentences = re.sub(rf"(\bi\.){separator}(e\.)", r"\1 \2", sentences) - sentences = re.sub(rf"(\bi\.){separator}(v\.)", r"\1 \2", sentences) - - # No sentence break after specific abbreviations - abbreviations = [ - r"e\. ?g\.", - r"i\. ?e\.", - r"i\. ?v\.", - r"vs\.", - r"cf\.", - r"Dr\.", - r"Mr\.", - r"Ms\.", - r"Mrs\.", - r"Prof\.", - r"Ph\.?D\.", - r"Jr\.", - r"St\.", - r"Mt\.", - r"etc\.", - r"Fig\.", - r"vol\.", - r"Vols\.", - r"no\.", - r"Nos\.", - r"et\.", - r"al\.", - r"i\. ?v\.", - r"inc\.", - r"Ltd\.", - r"Co\.", - r"Corp\.", - r"Dept\.", - r"est\.", - r"Asst\.", - r"approx\.", - r"dr\.", - r"fig\.", - r"mr\.", - r"mrs\.", - r"ms\.", - r"prof\.", - r"rep\.", - r"jr\.", - r"sen\.", - r"st\.", - r"vs\.", - r"i\. ?e\.", - ] - for abbr in abbreviations: - sentences = re.sub( - rf"(\b{abbr}){separator}", r"\1", sentences, flags=re.IGNORECASE - ) - - return sentences - - -def split_sentences(text, separator="abcdsentenceseperatordcba"): - # Use the separator in the regex - text = re.sub(r"([?!.])(?=\s|$)", rf"\1{separator}", text) - text = postproc_splits(text, separator) - return re.split(rf"\n?{separator} ?\n?", text) diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py index fc17e5095..ba86d2989 100644 --- a/guardrails/validator_base.py +++ b/guardrails/validator_base.py @@ -32,9 +32,8 @@ from guardrails.types.on_fail import OnFailAction from guardrails.utils.safe_get import safe_get from guardrails.utils.hub_telemetry_utils import HubTelemetry -from guardrails.utils.tokenization_utils import postproc_splits -from guardrails.utils.tokenization_utils_seperator import ( - postproc_splits as postproc_splits_separator, +from guardrails.utils.tokenization_utils import ( + postproc_splits, ) @@ -81,7 +80,7 @@ def split_sentence_word_tokenizers_jl_separator( if not is_minimum_length or not any_potential_line_endings: return [] - sentences = postproc_splits_separator(chunk_with_potential_line_endings, separator) + sentences = postproc_splits(chunk_with_potential_line_endings, separator) sentences = re.split(rf"\n?{separator} ?\n?", sentences) # if not more than one sentence, we haven't accumulated enough for a validation if len(sentences) <= 1: @@ -92,69 +91,6 @@ def split_sentence_word_tokenizers_jl_separator( return [sentences[0], "".join(sentences[1:])] -def split_sentence_word_tokenizers_jl(chunk: str): - """ - Use a sentence tokenizer to detect if at least one sentence is present in the chunk. - We return the first sentence and the remaining chunks without the first sentence. - - We perform the first step of WordTokenizers.jl's split_sentences function to - detect possible sentence boundaries before calling the sentence tokenizer. - - Args: - chunk (str): The text to split into sentences. - - Returns: - List[str]: A list of two strings. The first string is the first sentence - in the chunk. The second string is the remaining text in the chunk. - """ - # using the sentence tokenizer is expensive - # we check for a . to avoid wastefully calling the tokenizer - - # check at least 3 characters have been accumulated before splitting - is_minimum_length = False - with contextlib.suppress(IndexError): - chunk[2] - is_minimum_length = True - - # check for potential line endings, which is what split_sentences does - chunk_with_potential_line_endings, count = re.subn( - r"([?!.])(?=\s|$)", r"\1\n", chunk - ) - any_potential_line_endings = count > 0 - if not is_minimum_length or not any_potential_line_endings: - return [] - - sentences = postproc_splits(chunk_with_potential_line_endings).split("\n") - # if not more than one sentence, we haven't accumulated enough for a validation - if len(sentences) <= 1: - return [] - - # return the sentence - # then the remaining chunks that aren't finished accumulating - return [sentences[0], "".join(sentences[1:])] - - -# TODO ensure this is not indeed needed -# def split_sentence_nltk(chunk: str): -# """ -# NOTE: this approach currently does not work -# Use a sentence tokenizer to split the chunk into sentences. - -# Because using the tokenizer is expensive, we only use it if there -# is a period present in the chunk. -# """ -# # using the sentence tokenizer is expensive -# # we check for a . to avoid wastefully calling the tokenizer -# if "." not in chunk: -# return [] -# sentences = nltk.sent_tokenize(chunk) -# if len(sentences) == 0: -# return [] -# # return the sentence -# # then the remaining chunks that aren't finished accumulating -# return [sentences[0], "".join(sentences[1:])] - - # TODO: Can we remove dataclass? It was originally added to support pydantic 1.* @dataclass # type: ignore class Validator: From 0611c7bea380344faf3d088eb6d54cb82469249e Mon Sep 17 00:00:00 2001 From: David Tam Date: Thu, 10 Oct 2024 14:13:57 -0700 Subject: [PATCH 35/71] minor fixes --- guardrails/classes/history/iteration.py | 5 ++++- guardrails/run/utils.py | 1 + 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/guardrails/classes/history/iteration.py b/guardrails/classes/history/iteration.py index dbf530acc..9c806aa79 100644 --- a/guardrails/classes/history/iteration.py +++ b/guardrails/classes/history/iteration.py @@ -198,7 +198,10 @@ def create_messages_table( table.add_column("Content") for msg in messages: - table.add_row(str(msg["role"]), msg["content"]) # type: ignore + if hasattr(msg["content"], "source"): + table.add_row(str(msg["role"]), msg["content"].source) # type: ignore + else: + table.add_row(str(msg["role"]), msg["content"]) # type: ignore return table diff --git a/guardrails/run/utils.py b/guardrails/run/utils.py index 8d53dc7c5..d742f6481 100644 --- a/guardrails/run/utils.py +++ b/guardrails/run/utils.py @@ -20,6 +20,7 @@ def messages_source(messages: MessageHistory) -> MessageHistory: content = ( msg["content"].source if isinstance(msg["content"], Prompt) + or isinstance(msg["content"], Instructions) else msg["content"] ) msg_copy["content"] = content From 8c5f9c53619eae7043927fa3a77cf6f8ec61dae2 Mon Sep 17 00:00:00 2001 From: David Tam Date: Thu, 10 Oct 2024 16:21:29 -0700 Subject: [PATCH 36/71] notebooks --- docs/examples/bug_free_python_code.ipynb | 211 +-- docs/examples/check_for_pii.ipynb | 78 +- docs/examples/competitors_check.ipynb | 106 +- docs/examples/constrained_decoding.ipynb | 63 +- docs/examples/extracting_entities.ipynb | 1308 +++++++++++------ docs/examples/generate_structured_data.ipynb | 312 ++-- .../generate_structured_data_cohere.ipynb | 400 ++--- docs/examples/guardrails_server.ipynb | 351 ++++- .../guardrails_with_chat_models.ipynb | 115 +- docs/examples/input_validation.ipynb | 40 +- .../json_function_calling_tools.ipynb | 273 +++- docs/examples/lite_llm_defaults.ipynb | 46 +- .../no_secrets_in_generated_text.ipynb | 385 ++--- docs/examples/provenance.ipynb | 183 +-- docs/examples/recipe_generation.ipynb | 1194 ++++++++++++--- docs/examples/regex_validation.ipynb | 155 +- docs/examples/response_is_on_topic.ipynb | 38 +- docs/examples/secrets_detection.ipynb | 41 +- .../select_choice_based_on_action.ipynb | 846 +++++++---- docs/examples/summarizer.ipynb | 589 ++++---- docs/examples/syntax_error_free_sql.ipynb | 73 +- .../examples/text_summarization_quality.ipynb | 999 ++++++++++++- docs/examples/toxic_language.ipynb | 68 +- .../translation_to_specific_language.ipynb | 98 +- docs/examples/valid_chess_moves.ipynb | 403 ++++- guardrails/llm_providers.py | 3 +- guardrails/run/runner.py | 3 +- 27 files changed, 5613 insertions(+), 2768 deletions(-) diff --git a/docs/examples/bug_free_python_code.ipynb b/docs/examples/bug_free_python_code.ipynb index c6b4b4918..da8217640 100644 --- a/docs/examples/bug_free_python_code.ipynb +++ b/docs/examples/bug_free_python_code.ipynb @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -80,63 +80,30 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 4, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
ValidationOutcome(\n",
-       "    call_id='12105167920',\n",
-       "    raw_llm_output='def longest_palindromic_substring(s):\\n    n = len(s)\\n    if n == 0:\\n        return \"\"\\n    \n",
-       "\\n    start, max_length = 0, 1\\n    \\n    for i in range(1, n):\\n        low, high = i - 1, i\\n        while low >=\n",
-       "0 and high < n and s[low] == s[high]:\\n            if high - low + 1 > max_length:\\n                start = low\\n  \n",
-       "max_length = high - low + 1\\n            low -= 1\\n            high += 1\\n        \\n        low, high = i - 1, i + \n",
-       "1\\n        while low >= 0 and high < n and s[low] == s[high]:\\n            if high - low + 1 > max_length:\\n       \n",
-       "start = low\\n                max_length = high - low + 1\\n            low -= 1\\n            high += 1\\n    \\n    \n",
-       "return s[start:start + max_length]\\n\\n# Example usage:\\ns = \"babad\"\\nprint(longest_palindromic_substring(s))  # \n",
-       "Output: \"bab\" or \"aba\"',\n",
-       "    validated_output='def longest_palindromic_substring(s):\\n    n = len(s)\\n    if n == 0:\\n        return \"\"\\n   \n",
-       "\\n    start, max_length = 0, 1\\n    \\n    for i in range(1, n):\\n        low, high = i - 1, i\\n        while low >=\n",
-       "0 and high < n and s[low] == s[high]:\\n            if high - low + 1 > max_length:\\n                start = low\\n  \n",
-       "max_length = high - low + 1\\n            low -= 1\\n            high += 1\\n        \\n        low, high = i - 1, i + \n",
-       "1\\n        while low >= 0 and high < n and s[low] == s[high]:\\n            if high - low + 1 > max_length:\\n       \n",
-       "start = low\\n                max_length = high - low + 1\\n            low -= 1\\n            high += 1\\n    \\n    \n",
-       "return s[start:start + max_length]\\n\\n# Example usage:\\ns = \"babad\"\\nprint(longest_palindromic_substring(s))  # \n",
-       "Output: \"bab\" or \"aba\"',\n",
-       "    reask=None,\n",
-       "    validation_passed=True,\n",
-       "    error=None\n",
-       ")\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n", - " \u001b[33mcall_id\u001b[0m=\u001b[32m'12105167920'\u001b[0m,\n", - " \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'def longest_palindromic_substring\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\n n = len\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n if n == 0:\\n return \"\"\\n \u001b[0m\n", - "\u001b[32m\\n start, max_length = 0, 1\\n \\n for i in range\u001b[0m\u001b[32m(\u001b[0m\u001b[32m1, n\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\n low, high = i - 1, i\\n while low >=\u001b[0m\n", - "\u001b[32m0 and high \u001b[0m\u001b[32m<\u001b[0m\u001b[32m n and s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mlow\u001b[0m\u001b[32m]\u001b[0m\u001b[32m == s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mhigh\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\n if high - low + 1 > max_length:\\n start = low\\n \u001b[0m\n", - "\u001b[32mmax_length = high - low + 1\\n low -= 1\\n high += 1\\n \\n low, high = i - 1, i + \u001b[0m\n", - "\u001b[32m1\\n while low >= 0 and high < n and s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mlow\u001b[0m\u001b[32m]\u001b[0m\u001b[32m == s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mhigh\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\n if high - low + 1 > max_length:\\n \u001b[0m\n", - "\u001b[32mstart = low\\n max_length = high - low + 1\\n low -= 1\\n high += 1\\n \\n \u001b[0m\n", - "\u001b[32mreturn s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mstart:start + max_length\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\n\\n# Example usage:\\ns = \"babad\"\\nprint\u001b[0m\u001b[32m(\u001b[0m\u001b[32mlongest_palindromic_substring\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m)\u001b[0m\u001b[32m # \u001b[0m\n", - "\u001b[32mOutput: \"bab\" or \"aba\"'\u001b[0m\u001b[39m,\u001b[0m\n", - "\u001b[39m \u001b[0m\u001b[33mvalidated_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'def longest_palindromic_substring\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\n n = len\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n if n == 0:\\n return \"\"\\n \u001b[0m\n", - "\u001b[32m\\n start, max_length = 0, 1\\n \\n for i in range\u001b[0m\u001b[32m(\u001b[0m\u001b[32m1, n\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\n low, high = i - 1, i\\n while low >=\u001b[0m\n", - "\u001b[32m0 and high < n and s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mlow\u001b[0m\u001b[32m]\u001b[0m\u001b[32m == s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mhigh\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\n if high - low + 1 > max_length:\\n start = low\\n \u001b[0m\n", - "\u001b[32mmax_length = high - low + 1\\n low -= 1\\n high += 1\\n \\n low, high = i - 1, i + \u001b[0m\n", - "\u001b[32m1\\n while low >= 0 and high < n and s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mlow\u001b[0m\u001b[32m]\u001b[0m\u001b[32m == s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mhigh\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\n if high - low + 1 \u001b[0m\u001b[32m>\u001b[0m\u001b[32m max_length:\\n \u001b[0m\n", - "\u001b[32mstart = low\\n max_length = high - low + 1\\n low -= 1\\n high += 1\\n \\n \u001b[0m\n", - "\u001b[32mreturn s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mstart:start + max_length\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\n\\n# Example usage:\\ns = \"babad\"\\nprint\u001b[0m\u001b[32m(\u001b[0m\u001b[32mlongest_palindromic_substring\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m)\u001b[0m\u001b[32m # \u001b[0m\n", - "\u001b[32mOutput: \"bab\" or \"aba\"'\u001b[0m,\n", - " \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", - " \u001b[33mvalidation_passed\u001b[0m=\u001b[3;92mTrue\u001b[0m,\n", - " \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m\n", - "\u001b[1m)\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "ValidationOutcome(\n", + " call_id='14508958944',\n", + " raw_llm_output='def longest_palindrome(s: str) -> str:\\n if len(s) == 0:\\n return \"\"\\n \\n start, end = 0, 0\\n \\n def expand_around_center(left: int, right: int) -> int:\\n while left >= 0 and right < len(s) and s[left] == s[right]:\\n left -= 1\\n right += 1\\n return right - left - 1\\n \\n for i in range(len(s)):\\n len1 = expand_around_center(i, i)\\n len2 = expand_around_center(i, i + 1)\\n max_len = max(len1, len2)\\n \\n if max_len > end - start:\\n start = i - (max_len - 1) // 2\\n end = i + max_len // 2\\n \\n return s[start:end + 1]',\n", + " validated_output='def longest_palindrome(s: str) -> str:\\n if len(s) == 0:\\n return \"\"\\n \\n start, end = 0, 0\\n \\n def expand_around_center(left: int, right: int) -> int:\\n while left >= 0 and right < len(s) and s[left] == s[right]:\\n left -= 1\\n right += 1\\n return right - left - 1\\n \\n for i in range(len(s)):\\n len1 = expand_around_center(i, i)\\n len2 = expand_around_center(i, i + 1)\\n max_len = max(len1, len2)\\n \\n if max_len > end - start:\\n start = i - (max_len - 1) // 2\\n end = i + max_len // 2\\n \\n return s[start:end + 1]',\n", + " reask=None,\n", + " validation_passed=True,\n", + " error=None\n", + ")\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n", + " warnings.warn(\n" + ] } ], "source": [ @@ -162,7 +129,6 @@ " \"role\": \"user\",\n", " \"content\": prompt\n", " }],\n", - " # prompt=prompt,\n", " prompt_params={\"leetcode_problem\": leetcode_problem},\n", " temperature=0\n", ")\n", @@ -179,71 +145,36 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 5, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
def longestPalindrome(s: str) -> str:\n",
-       "    if len(s) == 0:\n",
-       "        return \"\"\n",
-       "    \n",
-       "    start, end = 0, 0\n",
-       "    \n",
-       "    for i in range(len(s)):\n",
-       "        len1 = expandAroundCenter(s, i, i)\n",
-       "        len2 = expandAroundCenter(s, i, i + 1)\n",
-       "        max_len = max(len1, len2)\n",
-       "        \n",
-       "        if max_len > end - start:\n",
-       "            start = i - (max_len - 1) // 2\n",
-       "            end = i + max_len // 2\n",
-       "    \n",
-       "    return s\n",
-       "\n",
-       "def expandAroundCenter(s: str, left: int, right: int) -> int:\n",
-       "    while left >= 0 and right < len(s) and s == s:\n",
-       "        left -= 1\n",
-       "        right += 1\n",
-       "    return right - left - 1\n",
-       "\n",
-       "# Example usage:\n",
-       "s = \"babad\"\n",
-       "print(longestPalindrome(s))  # Output: \"bab\" or \"aba\"\n",
-       "
\n" - ], - "text/plain": [ - "def \u001b[1;35mlongestPalindrome\u001b[0m\u001b[1m(\u001b[0ms: str\u001b[1m)\u001b[0m -> str:\n", - " if \u001b[1;35mlen\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m == \u001b[1;36m0\u001b[0m:\n", - " return \u001b[32m\"\"\u001b[0m\n", - " \n", - " start, end = \u001b[1;36m0\u001b[0m, \u001b[1;36m0\u001b[0m\n", - " \n", - " for i in \u001b[1;35mrange\u001b[0m\u001b[1m(\u001b[0m\u001b[1;35mlen\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m:\n", - " len1 = \u001b[1;35mexpandAroundCenter\u001b[0m\u001b[1m(\u001b[0ms, i, i\u001b[1m)\u001b[0m\n", - " len2 = \u001b[1;35mexpandAroundCenter\u001b[0m\u001b[1m(\u001b[0ms, i, i + \u001b[1;36m1\u001b[0m\u001b[1m)\u001b[0m\n", - " max_len = \u001b[1;35mmax\u001b[0m\u001b[1m(\u001b[0mlen1, len2\u001b[1m)\u001b[0m\n", - " \n", - " if max_len > end - start:\n", - " start = i - \u001b[1m(\u001b[0mmax_len - \u001b[1;36m1\u001b[0m\u001b[1m)\u001b[0m \u001b[35m/\u001b[0m\u001b[35m/\u001b[0m \u001b[1;36m2\u001b[0m\n", - " end = i + max_len \u001b[35m/\u001b[0m\u001b[35m/\u001b[0m \u001b[1;36m2\u001b[0m\n", - " \n", - " return s\n", - "\n", - "def \u001b[1;35mexpandAroundCenter\u001b[0m\u001b[1m(\u001b[0ms: str, left: int, right: int\u001b[1m)\u001b[0m -> int:\n", - " while left >= \u001b[1;36m0\u001b[0m and right < \u001b[1;35mlen\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m and s == s:\n", - " left -= \u001b[1;36m1\u001b[0m\n", - " right += \u001b[1;36m1\u001b[0m\n", - " return right - left - \u001b[1;36m1\u001b[0m\n", - "\n", - "# Example usage:\n", - "s = \u001b[32m\"babad\"\u001b[0m\n", - "\u001b[1;35mprint\u001b[0m\u001b[1m(\u001b[0m\u001b[1;35mlongestPalindrome\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m # Output: \u001b[32m\"bab\"\u001b[0m or \u001b[32m\"aba\"\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "def longest_palindrome(s: str) -> str:\n", + " if len(s) == 0:\n", + " return \"\"\n", + " \n", + " start, end = 0, 0\n", + " \n", + " def expand_around_center(left: int, right: int) -> int:\n", + " while left >= 0 and right < len(s) and s[left] == s[right]:\n", + " left -= 1\n", + " right += 1\n", + " return right - left - 1\n", + " \n", + " for i in range(len(s)):\n", + " len1 = expand_around_center(i, i)\n", + " len2 = expand_around_center(i, i + 1)\n", + " max_len = max(len1, len2)\n", + " \n", + " if max_len > end - start:\n", + " start = i - (max_len - 1) // 2\n", + " end = i + max_len // 2\n", + " \n", + " return s[start:end + 1]\n" + ] } ], "source": [ @@ -260,34 +191,15 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 6, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
aba\n",
-       "
\n" - ], - "text/plain": [ - "aba\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
Success!\n",
-       "
\n" - ], - "text/plain": [ - "Success!\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Success!\n" + ] } ], "source": [ @@ -301,7 +213,7 @@ ], "metadata": { "kernelspec": { - "display_name": "tiff-env", + "display_name": "litellm", "language": "python", "name": "python3" }, @@ -315,14 +227,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.12.3" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "ef14f49bbc779f2fde64ca0552c2a99d578405052f5b73f61279551da311a8a1" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 diff --git a/docs/examples/check_for_pii.ipynb b/docs/examples/check_for_pii.ipynb index 66711cfcc..683b30edc 100644 --- a/docs/examples/check_for_pii.ipynb +++ b/docs/examples/check_for_pii.ipynb @@ -14,20 +14,16 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.1\u001b[0m\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", - "\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.1\u001b[0m\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", - "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "sagemaker 2.232.2 requires numpy<2.0,>=1.9.0, but you have numpy 2.0.2 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0m\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n", "You can now load the package via spacy.load('en_core_web_lg')\n", "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mdetect_pii...\u001b[0m\n", "✅Successfully installed guardrails/detect_pii!\n", @@ -46,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -72,14 +68,22 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n", + " warnings.warn(\n" + ] + }, { "data": { "text/html": [ "
ValidationOutcome(\n",
-       "    call_id='11369602960',\n",
+       "    call_id='14118728112',\n",
        "    raw_llm_output='My email address is demo@lol.com, and my phone number is 1234567890',\n",
        "    validated_output='My email address is <EMAIL_ADDRESS>, and my phone number is <PHONE_NUMBER>',\n",
        "    reask=None,\n",
@@ -90,7 +94,7 @@
       ],
       "text/plain": [
        "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'11369602960'\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14118728112'\u001b[0m,\n",
        "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'My email address is demo@lol.com, and my phone number is 1234567890'\u001b[0m,\n",
        "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m'My email address is \u001b[0m\u001b[32m<\u001b[0m\u001b[32mEMAIL_ADDRESS\u001b[0m\u001b[32m>, and my phone number is \u001b[0m\u001b[32m'\u001b[0m,\n",
        "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
@@ -123,14 +127,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
        "
ValidationOutcome(\n",
-       "    call_id='12272632448',\n",
+       "    call_id='14120164704',\n",
        "    raw_llm_output='My email address is demo@lol.com, and my phone number is 1234567890',\n",
        "    validated_output='My email address is <EMAIL_ADDRESS>, and my phone number is 1234567890',\n",
        "    reask=None,\n",
@@ -141,7 +153,7 @@
       ],
       "text/plain": [
        "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'12272632448'\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14120164704'\u001b[0m,\n",
        "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'My email address is demo@lol.com, and my phone number is 1234567890'\u001b[0m,\n",
        "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m'My email address is \u001b[0m\u001b[32m<\u001b[0m\u001b[32mEMAIL_ADDRESS\u001b[0m\u001b[32m>\u001b[0m\u001b[32m, and my phone number is 1234567890'\u001b[0m,\n",
        "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
@@ -175,7 +187,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -186,14 +198,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
        "
ValidationOutcome(\n",
-       "    call_id='11371854608',\n",
+       "    call_id='14120171344',\n",
        "    raw_llm_output='My email address is demo@xyz.com, and my account number is 1234789012367654.',\n",
        "    validated_output='My email address is demo@xyz.com, and my account number is <US_BANK_NUMBER>.',\n",
        "    reask=None,\n",
@@ -204,7 +224,7 @@
       ],
       "text/plain": [
        "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'11371854608'\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14120171344'\u001b[0m,\n",
        "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'My email address is demo@xyz.com, and my account number is 1234789012367654.'\u001b[0m,\n",
        "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m'My email address is demo@xyz.com, and my account number is \u001b[0m\u001b[32m<\u001b[0m\u001b[32mUS_BANK_NUMBER\u001b[0m\u001b[32m>\u001b[0m\u001b[32m.'\u001b[0m,\n",
        "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
@@ -238,14 +258,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
        "
ValidationOutcome(\n",
-       "    call_id='11371849968',\n",
+       "    call_id='14120169344',\n",
        "    raw_llm_output=\"My ITIN is 923756789 and my driver's license number is 87651239\",\n",
        "    validated_output=\"My ITIN is <US_ITIN> and my driver's license number is <US_DRIVER_LICENSE>\",\n",
        "    reask=None,\n",
@@ -256,7 +284,7 @@
       ],
       "text/plain": [
        "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'11371849968'\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14120169344'\u001b[0m,\n",
        "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m\"My\u001b[0m\u001b[32m ITIN is 923756789 and my driver's license number is 87651239\"\u001b[0m,\n",
        "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m\"My\u001b[0m\u001b[32m ITIN is \u001b[0m\u001b[32m<\u001b[0m\u001b[32mUS_ITIN\u001b[0m\u001b[32m> and my driver's license number is \u001b[0m\u001b[32m\"\u001b[0m,\n",
        "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
@@ -292,7 +320,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "guard-venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -306,7 +334,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/competitors_check.ipynb b/docs/examples/competitors_check.ipynb
index 4b4509e02..9c0ce9dd1 100644
--- a/docs/examples/competitors_check.ipynb
+++ b/docs/examples/competitors_check.ipynb
@@ -19,20 +19,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.1\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mcompetitor_check...\u001b[0m\n",
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.1\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
       "✅Successfully installed guardrails/competitor_check!\n",
       "\n",
       "\n"
@@ -46,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -73,7 +67,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -107,7 +101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -142,14 +136,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
        "
ValidationOutcome(\n",
-       "    call_id='10975641136',\n",
+       "    call_id='14233082752',\n",
        "    raw_llm_output='In the dynamic realm of finance, several prominent entities have emerged as key players,leaving\n",
        "an indelible mark on the industry. Acorns, a fintech innovator, has revolutionized saving and investing with its \n",
        "user-friendly app. Citigroup, a multinational investment bank, stands as a pillar of financial expertise, offering \n",
@@ -161,10 +163,16 @@
        "financial partner to individuals and businesses alike. Together, Acorns, Citi, HSBC, JP Morgan, and Santander have \n",
        "redefined the financial landscape, shaping the way we save, invest, and manage our money on a global scale.',\n",
        "    validated_output='In the dynamic realm of finance, several prominent entities have emerged as key \n",
-       "players,leaving an indelible mark on the industry. HSBC, with its extensive global network, has become a powerhouse\n",
-       "in the banking sector, catering to the needs of millions across different countries. Santander, a Spanish \n",
-       "multinational bank, has earned a reputation for its responsible banking practices and customer-centric approach, \n",
-       "serving as a trusted financial partner to individuals and businesses alike.',\n",
+       "players,leaving an indelible mark on the industry.[COMPETITOR], a fintech innovator, has revolutionized saving and \n",
+       "investing with its user-friendly app.[COMPETITOR], a multinational investment bank, stands as a pillar of financial\n",
+       "expertise, offering a wide array of services to clients worldwide.HSBC, with its extensive global network, has \n",
+       "become a powerhouse in the banking sector, catering to the needs of millions across different \n",
+       "countries.[COMPETITOR], a venerable institution with a rich history, has established itself as a comprehensive \n",
+       "financial powerhouse, providing a diverse range of services from investment banking to asset management.Santander, \n",
+       "a Spanish multinational bank, has earned a reputation for its responsible banking practices and customer-centric \n",
+       "approach, serving as a trusted financial partner to individuals and businesses alike.Together, [COMPETITOR], \n",
+       "[COMPETITOR], HSBC, [COMPETITOR], and Santander have redefined the financial landscape, shaping the way we save, \n",
+       "invest, and manage our money on a global scale.',\n",
        "    reask=None,\n",
        "    validation_passed=True,\n",
        "    error=None\n",
@@ -173,7 +181,7 @@
       ],
       "text/plain": [
        "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'10975641136'\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14233082752'\u001b[0m,\n",
        "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'In the dynamic realm of finance, several prominent entities have emerged as key players,leaving\u001b[0m\n",
        "\u001b[32man indelible mark on the industry. Acorns, a fintech innovator, has revolutionized saving and investing with its \u001b[0m\n",
        "\u001b[32muser-friendly app. Citigroup, a multinational investment bank, stands as a pillar of financial expertise, offering \u001b[0m\n",
@@ -185,10 +193,16 @@
        "\u001b[32mfinancial partner to individuals and businesses alike. Together, Acorns, Citi, HSBC, JP Morgan, and Santander have \u001b[0m\n",
        "\u001b[32mredefined the financial landscape, shaping the way we save, invest, and manage our money on a global scale.'\u001b[0m,\n",
        "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m'In the dynamic realm of finance, several prominent entities have emerged as key \u001b[0m\n",
-       "\u001b[32mplayers,leaving an indelible mark on the industry. HSBC, with its extensive global network, has become a powerhouse\u001b[0m\n",
-       "\u001b[32min the banking sector, catering to the needs of millions across different countries. Santander, a Spanish \u001b[0m\n",
-       "\u001b[32mmultinational bank, has earned a reputation for its responsible banking practices and customer-centric approach, \u001b[0m\n",
-       "\u001b[32mserving as a trusted financial partner to individuals and businesses alike.'\u001b[0m,\n",
+       "\u001b[32mplayers,leaving an indelible mark on the industry.\u001b[0m\u001b[32m[\u001b[0m\u001b[32mCOMPETITOR\u001b[0m\u001b[32m]\u001b[0m\u001b[32m, a fintech innovator, has revolutionized saving and \u001b[0m\n",
+       "\u001b[32minvesting with its user-friendly app.\u001b[0m\u001b[32m[\u001b[0m\u001b[32mCOMPETITOR\u001b[0m\u001b[32m]\u001b[0m\u001b[32m, a multinational investment bank, stands as a pillar of financial\u001b[0m\n",
+       "\u001b[32mexpertise, offering a wide array of services to clients worldwide.HSBC, with its extensive global network, has \u001b[0m\n",
+       "\u001b[32mbecome a powerhouse in the banking sector, catering to the needs of millions across different \u001b[0m\n",
+       "\u001b[32mcountries.\u001b[0m\u001b[32m[\u001b[0m\u001b[32mCOMPETITOR\u001b[0m\u001b[32m]\u001b[0m\u001b[32m, a venerable institution with a rich history, has established itself as a comprehensive \u001b[0m\n",
+       "\u001b[32mfinancial powerhouse, providing a diverse range of services from investment banking to asset management.Santander, \u001b[0m\n",
+       "\u001b[32ma Spanish multinational bank, has earned a reputation for its responsible banking practices and customer-centric \u001b[0m\n",
+       "\u001b[32mapproach, serving as a trusted financial partner to individuals and businesses alike.Together, \u001b[0m\u001b[32m[\u001b[0m\u001b[32mCOMPETITOR\u001b[0m\u001b[32m]\u001b[0m\u001b[32m, \u001b[0m\n",
+       "\u001b[32m[\u001b[0m\u001b[32mCOMPETITOR\u001b[0m\u001b[32m]\u001b[0m\u001b[32m, HSBC, \u001b[0m\u001b[32m[\u001b[0m\u001b[32mCOMPETITOR\u001b[0m\u001b[32m]\u001b[0m\u001b[32m, and Santander have redefined the financial landscape, shaping the way we save, \u001b[0m\n",
+       "\u001b[32minvest, and manage our money on a global scale.'\u001b[0m,\n",
        "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "    \u001b[33mvalidation_passed\u001b[0m=\u001b[3;92mTrue\u001b[0m,\n",
        "    \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
@@ -216,7 +230,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -224,11 +238,8 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ No messages.                                                                                            │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ In the dynamic realm of finance, several prominent entities have emerged as key players,leaving an      │ │\n",
@@ -245,10 +256,17 @@
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ 'In the dynamic realm of finance, several prominent entities have emerged as key players,leaving an     │ │\n",
-       "    │ │ indelible mark on the industry. HSBC, with its extensive global network, has become a powerhouse in the │ │\n",
-       "    │ │ banking sector, catering to the needs of millions across different countries. Santander, a Spanish      │ │\n",
-       "    │ │ multinational bank, has earned a reputation for its responsible banking practices and customer-centric  │ │\n",
-       "    │ │ approach, serving as a trusted financial partner to individuals and businesses alike.'                  │ │\n",
+       "    │ │ indelible mark on the industry.[COMPETITOR], a fintech innovator, has revolutionized saving and         │ │\n",
+       "    │ │ investing with its user-friendly app.[COMPETITOR], a multinational investment bank, stands as a pillar  │ │\n",
+       "    │ │ of financial expertise, offering a wide array of services to clients worldwide.HSBC, with its extensive │ │\n",
+       "    │ │ global network, has become a powerhouse in the banking sector, catering to the needs of millions across │ │\n",
+       "    │ │ different countries.[COMPETITOR], a venerable institution with a rich history, has established itself   │ │\n",
+       "    │ │ as a comprehensive financial powerhouse, providing a diverse range of services from investment banking  │ │\n",
+       "    │ │ to asset management.Santander, a Spanish multinational bank, has earned a reputation for its            │ │\n",
+       "    │ │ responsible banking practices and customer-centric approach, serving as a trusted financial partner to  │ │\n",
+       "    │ │ individuals and businesses alike.Together, [COMPETITOR], [COMPETITOR], HSBC, [COMPETITOR], and          │ │\n",
+       "    │ │ Santander have redefined the financial landscape, shaping the way we save, invest, and manage our money │ │\n",
+       "    │ │ on a global scale.'                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\n"
@@ -256,11 +274,8 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo messages.\u001b[0m\u001b[48;2;231;223;235m                                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mIn the dynamic realm of finance, several prominent entities have emerged as key players,leaving an \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -277,10 +292,17 @@
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m'In the dynamic realm of finance, several prominent entities have emerged as key players,leaving an \u001b[0m\u001b[48;2;240;255;240m   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mindelible mark on the industry. HSBC, with its extensive global network, has become a powerhouse in the\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mbanking sector, catering to the needs of millions across different countries. Santander, a Spanish \u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mmultinational bank, has earned a reputation for its responsible banking practices and customer-centric \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mapproach, serving as a trusted financial partner to individuals and businesses alike.'\u001b[0m\u001b[48;2;240;255;240m                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mindelible mark on the industry.[COMPETITOR], a fintech innovator, has revolutionized saving and \u001b[0m\u001b[48;2;240;255;240m       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240minvesting with its user-friendly app.[COMPETITOR], a multinational investment bank, stands as a pillar \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mof financial expertise, offering a wide array of services to clients worldwide.HSBC, with its extensive\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mglobal network, has become a powerhouse in the banking sector, catering to the needs of millions across\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mdifferent countries.[COMPETITOR], a venerable institution with a rich history, has established itself \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mas a comprehensive financial powerhouse, providing a diverse range of services from investment banking \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mto asset management.Santander, a Spanish multinational bank, has earned a reputation for its \u001b[0m\u001b[48;2;240;255;240m          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mresponsible banking practices and customer-centric approach, serving as a trusted financial partner to \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mindividuals and businesses alike.Together, [COMPETITOR], [COMPETITOR], HSBC, [COMPETITOR], and \u001b[0m\u001b[48;2;240;255;240m        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mSantander have redefined the financial landscape, shaping the way we save, invest, and manage our money\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mon a global scale.'\u001b[0m\u001b[48;2;240;255;240m                                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
@@ -297,7 +319,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -311,7 +333,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/constrained_decoding.ipynb b/docs/examples/constrained_decoding.ipynb
index 8805fae26..1f82116d3 100644
--- a/docs/examples/constrained_decoding.ipynb
+++ b/docs/examples/constrained_decoding.ipynb
@@ -2,19 +2,17 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
+      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
+      "To disable this warning, you can either:\n",
+      "\t- Avoid using `tokenizers` before the fork if possible\n",
+      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n"
      ]
     }
    ],
@@ -28,18 +26,37 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "81b91198c45249a2b0a7075d13ebf838",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "model.safetensors:   0%|          | 10.5M/2.20G [00:00 \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
+      "Requirement already satisfied: pypdfium2 in /Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages (4.30.0)\n",
       "Note: you may need to restart the kernel to use updated packages.\n"
      ]
     }
@@ -79,7 +76,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/dtam/.pyenv/versions/3.12.1/lib/python3.12/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
       "  warnings.warn(\"get_text_range() call with default params will be implicitly redirected to get_text_bounded()\")\n"
      ]
     },
@@ -141,16 +138,7 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/dtam/.pyenv/versions/3.12.1/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
-      "  from tqdm.autonotebook import tqdm, trange\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from guardrails.hub import LowerCase, TwoWords, OneLine\n",
     "from pydantic import BaseModel, Field\n",
@@ -220,9 +208,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n",
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "# Add your OPENAI_API_KEY as an environment variable if it's not already set\n",
     "# import os\n",
@@ -231,7 +230,7 @@
     "raw_llm_response, validated_response, *rest = guard(\n",
     "    messages=[{\"role\":\"user\", \"content\": prompt}],\n",
     "    prompt_params={\"document\": content[:6000]},\n",
-    "    model=\"gpt-3.5-turbo-instruct\",\n",
+    "    model=\"gpt-4o-mini\",\n",
     "    max_tokens=2048,\n",
     "    temperature=0\n",
     ")"
@@ -249,7 +248,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -257,35 +256,43 @@
       "text/html": [
        "
{\n",
        "    'fees': [\n",
-       "        {'name': 'annual membership', 'explanation': 'None', 'value': 0},\n",
+       "        {\n",
+       "            'name': 'annual membership',\n",
+       "            'explanation': 'No annual membership fee is charged for this account.',\n",
+       "            'value': 0.0\n",
+       "        },\n",
        "        {\n",
        "            'name': 'my chase',\n",
-       "            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or amount \n",
-       "selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee of 1.72% of \n",
-       "the amount of each eligible purchase transaction or amount selected to create a My Chase Plan. The My Chase Plan \n",
-       "Fee will be determined at the time each My Chase Plan is created and will remain the same until the My Chase Plan \n",
-       "is paid in full.',\n",
-       "            'value': 0\n",
+       "            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction during the 0% \n",
+       "Intro Purchase APR period, then 1.72% after.',\n",
+       "            'value': 1.72\n",
        "        },\n",
        "        {\n",
-       "            'name': 'transaction fees',\n",
-       "            'explanation': 'Balance Transfers Intro fee of either $5 or 3% of the amount of each transfer, \n",
-       "whichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the \n",
-       "amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the amount of each transaction, \n",
-       "whichever is greater. Foreign Transactions 3% of the amount of each transaction in U.S. dollars.',\n",
+       "            'name': 'balance transfer',\n",
+       "            'explanation': 'Intro fee of either $5 or 3% of the amount of each transfer, whichever is greater, on \n",
+       "transfers made within 60 days of account opening. After that: Either $5 or 5% of the amount of each transfer, \n",
+       "whichever is greater.',\n",
        "            'value': 5.0\n",
        "        },\n",
        "        {\n",
-       "            'name': 'penalty fees',\n",
-       "            'explanation': 'Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to $40. Return \n",
-       "Check None',\n",
-       "            'value': 40.0\n",
-       "        }\n",
+       "            'name': 'cash advance',\n",
+       "            'explanation': 'Either $10 or 5% of the amount of each transaction, whichever is greater.',\n",
+       "            'value': 10.0\n",
+       "        },\n",
+       "        {\n",
+       "            'name': 'foreign transaction',\n",
+       "            'explanation': '3% of the amount of each transaction in U.S. dollars.',\n",
+       "            'value': 3.0\n",
+       "        },\n",
+       "        {'name': 'late payment', 'explanation': 'Up to $40 for late payments.', 'value': 40.0},\n",
+       "        {'name': 'return payment', 'explanation': 'Up to $40 for returned payments.', 'value': 40.0}\n",
        "    ],\n",
        "    'interest_rates': [\n",
-       "        {'account_type': 'purchase/my chase loan/balance transfer', 'rate': 19.49},\n",
+       "        {'account_type': 'purchase', 'rate': 0.0},\n",
+       "        {'account_type': 'balance transfer', 'rate': 0.0},\n",
        "        {'account_type': 'cash advance', 'rate': 29.49},\n",
-       "        {'account_type': 'penalty', 'rate': 26.99}\n",
+       "        {'account_type': 'penalty', 'rate': 29.99},\n",
+       "        {'account_type': 'my chase loan', 'rate': 19.49}\n",
        "    ]\n",
        "}\n",
        "
\n"
@@ -293,35 +300,43 @@
       "text/plain": [
        "\u001b[1m{\u001b[0m\n",
        "    \u001b[32m'fees'\u001b[0m: \u001b[1m[\u001b[0m\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'annual membership'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\n",
+       "            \u001b[32m'name'\u001b[0m: \u001b[32m'annual membership'\u001b[0m,\n",
+       "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'No annual membership fee is charged for this account.'\u001b[0m,\n",
+       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\n",
+       "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'my chase'\u001b[0m,\n",
-       "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\n",
-       "\u001b[32mselected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee of 1.72% of \u001b[0m\n",
-       "\u001b[32mthe amount of each eligible purchase transaction or amount selected to create a My Chase Plan. The My Chase Plan \u001b[0m\n",
-       "\u001b[32mFee will be determined at the time each My Chase Plan is created and will remain the same until the My Chase Plan \u001b[0m\n",
-       "\u001b[32mis paid in full.'\u001b[0m,\n",
-       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\n",
+       "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Monthly fee of 0% of the amount of each eligible purchase transaction during the 0% \u001b[0m\n",
+       "\u001b[32mIntro Purchase APR period, then 1.72% after.'\u001b[0m,\n",
+       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m1.72\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'name'\u001b[0m: \u001b[32m'transaction fees'\u001b[0m,\n",
-       "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Balance Transfers Intro fee of either $5 or 3% of the amount of each transfer, \u001b[0m\n",
-       "\u001b[32mwhichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the \u001b[0m\n",
-       "\u001b[32mamount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the amount of each transaction, \u001b[0m\n",
-       "\u001b[32mwhichever is greater. Foreign Transactions 3% of the amount of each transaction in U.S. dollars.'\u001b[0m,\n",
+       "            \u001b[32m'name'\u001b[0m: \u001b[32m'balance transfer'\u001b[0m,\n",
+       "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Intro fee of either $5 or 3% of the amount of each transfer, whichever is greater, on \u001b[0m\n",
+       "\u001b[32mtransfers made within 60 days of account opening. After that: Either $5 or 5% of the amount of each transfer, \u001b[0m\n",
+       "\u001b[32mwhichever is greater.'\u001b[0m,\n",
        "            \u001b[32m'value'\u001b[0m: \u001b[1;36m5.0\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'name'\u001b[0m: \u001b[32m'penalty fees'\u001b[0m,\n",
-       "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to $40. Return \u001b[0m\n",
-       "\u001b[32mCheck None'\u001b[0m,\n",
-       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m40.0\u001b[0m\n",
-       "        \u001b[1m}\u001b[0m\n",
+       "            \u001b[32m'name'\u001b[0m: \u001b[32m'cash advance'\u001b[0m,\n",
+       "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Either $10 or 5% of the amount of each transaction, whichever is greater.'\u001b[0m,\n",
+       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m10.0\u001b[0m\n",
+       "        \u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\n",
+       "            \u001b[32m'name'\u001b[0m: \u001b[32m'foreign transaction'\u001b[0m,\n",
+       "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'3% of the amount of each transaction in U.S. dollars.'\u001b[0m,\n",
+       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m3.0\u001b[0m\n",
+       "        \u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'late payment'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'Up to $40 for late payments.'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m40.0\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'return payment'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'Up to $40 for returned payments.'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m40.0\u001b[0m\u001b[1m}\u001b[0m\n",
        "    \u001b[1m]\u001b[0m,\n",
        "    \u001b[32m'interest_rates'\u001b[0m: \u001b[1m[\u001b[0m\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'purchase/my chase loan/balance transfer'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m19.49\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'purchase'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'balance transfer'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'cash advance'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m29.49\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'penalty'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m26.99\u001b[0m\u001b[1m}\u001b[0m\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'penalty'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m29.99\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'my chase loan'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m19.49\u001b[0m\u001b[1m}\u001b[0m\n",
        "    \u001b[1m]\u001b[0m\n",
        "\u001b[1m}\u001b[0m\n"
       ]
@@ -336,7 +351,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -344,10 +359,7 @@
       "text/html": [
        "
Logs\n",
        "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "│   │ │ No prompt                                                                                               │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
+       "│   │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
        "│   │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
        "│   │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
        "│   │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
@@ -537,38 +549,51 @@
        "│   │ │   \"fees\": [                                                                                             │ │\n",
        "│   │ │     {                                                                                                   │ │\n",
        "│   │ │       \"name\": \"annual membership fee\",                                                                  │ │\n",
-       "│   │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "│   │ │       \"value\": 0                                                                                        │ │\n",
+       "│   │ │       \"explanation\": \"No annual membership fee is charged for this account.\",                           │ │\n",
+       "│   │ │       \"value\": 0.0                                                                                      │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"my chase plan fee\",                                                                      │ │\n",
+       "│   │ │       \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction during the  │ │\n",
+       "│   │ │ 0% Intro Purchase APR period, then 1.72% after.\",                                                       │ │\n",
+       "│   │ │       \"value\": 1.72                                                                                     │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"balance transfer fee\",                                                                   │ │\n",
+       "│   │ │       \"explanation\": \"Intro fee of either $5 or 3% of the amount of each transfer, whichever is         │ │\n",
+       "│   │ │ greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the amount │ │\n",
+       "│   │ │ of each transfer, whichever is greater.\",                                                               │ │\n",
+       "│   │ │       \"value\": 5.0                                                                                      │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"cash advance fee\",                                                                       │ │\n",
+       "│   │ │       \"explanation\": \"Either $10 or 5% of the amount of each transaction, whichever is greater.\",       │ │\n",
+       "│   │ │       \"value\": 10.0                                                                                     │ │\n",
        "│   │ │     },                                                                                                  │ │\n",
        "│   │ │     {                                                                                                   │ │\n",
-       "│   │ │       \"name\": \"my chase plan sm fee\",                                                                   │ │\n",
-       "│   │ │       \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount   │ │\n",
-       "│   │ │ selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee   │ │\n",
-       "│   │ │ of 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase    │ │\n",
-       "│   │ │ Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will       │ │\n",
-       "│   │ │ remain the same until the My Chase Plan is paid in full.\",                                              │ │\n",
-       "│   │ │       \"value\": 0                                                                                        │ │\n",
+       "│   │ │       \"name\": \"foreign transaction fee\",                                                                │ │\n",
+       "│   │ │       \"explanation\": \"3% of the amount of each transaction in U.S. dollars.\",                           │ │\n",
+       "│   │ │       \"value\": 3.0                                                                                      │ │\n",
        "│   │ │     },                                                                                                  │ │\n",
        "│   │ │     {                                                                                                   │ │\n",
-       "│   │ │       \"name\": \"transaction fees\",                                                                       │ │\n",
-       "│   │ │       \"explanation\": \"Balance Transfers Intro fee of either $5 or 3% of the amount of each transfer,    │ │\n",
-       "│   │ │ whichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5%  │ │\n",
-       "│   │ │ of the amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the amount of   │ │\n",
-       "│   │ │ each transaction, whichever is greater. Foreign Transactions 3% of the amount of each transaction in    │ │\n",
-       "│   │ │ U.S. dollars.\",                                                                                         │ │\n",
-       "│   │ │       \"value\": 5                                                                                        │ │\n",
+       "│   │ │       \"name\": \"late payment fee\",                                                                       │ │\n",
+       "│   │ │       \"explanation\": \"Up to $40 for late payments.\",                                                    │ │\n",
+       "│   │ │       \"value\": 40.0                                                                                     │ │\n",
        "│   │ │     },                                                                                                  │ │\n",
        "│   │ │     {                                                                                                   │ │\n",
-       "│   │ │       \"name\": \"penalty fees\",                                                                           │ │\n",
-       "│   │ │       \"explanation\": \"Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to $40.      │ │\n",
-       "│   │ │ Return Check None\",                                                                                     │ │\n",
-       "│   │ │       \"value\": 40                                                                                       │ │\n",
+       "│   │ │       \"name\": \"return payment fee\",                                                                     │ │\n",
+       "│   │ │       \"explanation\": \"Up to $40 for returned payments.\",                                                │ │\n",
+       "│   │ │       \"value\": 40.0                                                                                     │ │\n",
        "│   │ │     }                                                                                                   │ │\n",
        "│   │ │   ],                                                                                                    │ │\n",
        "│   │ │   \"interest_rates\": [                                                                                   │ │\n",
        "│   │ │     {                                                                                                   │ │\n",
-       "│   │ │       \"account_type\": \"purchase/my chase loan/balance transfer\",                                        │ │\n",
-       "│   │ │       \"rate\": 19.49                                                                                     │ │\n",
+       "│   │ │       \"account_type\": \"purchase\",                                                                       │ │\n",
+       "│   │ │       \"rate\": 0.0                                                                                       │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"account_type\": \"balance transfer\",                                                               │ │\n",
+       "│   │ │       \"rate\": 0.0                                                                                       │ │\n",
        "│   │ │     },                                                                                                  │ │\n",
        "│   │ │     {                                                                                                   │ │\n",
        "│   │ │       \"account_type\": \"cash advance\",                                                                   │ │\n",
@@ -576,7 +601,11 @@
        "│   │ │     },                                                                                                  │ │\n",
        "│   │ │     {                                                                                                   │ │\n",
        "│   │ │       \"account_type\": \"penalty\",                                                                        │ │\n",
-       "│   │ │       \"rate\": 26.99                                                                                     │ │\n",
+       "│   │ │       \"rate\": 29.99                                                                                     │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"account_type\": \"my chase loan\",                                                                  │ │\n",
+       "│   │ │       \"rate\": 19.49                                                                                     │ │\n",
        "│   │ │     }                                                                                                   │ │\n",
        "│   │ │   ]                                                                                                     │ │\n",
        "│   │ │ }                                                                                                       │ │\n",
@@ -600,12 +629,12 @@
        "│   │ │                 additional_properties={},                                                               │ │\n",
        "│   │ │                 path=['fees', 0, 'name']                                                                │ │\n",
        "│   │ │             ),                                                                                          │ │\n",
-       "│   │ │             'explanation': 'None',                                                                      │ │\n",
-       "│   │ │             'value': 0                                                                                  │ │\n",
+       "│   │ │             'explanation': 'No annual membership fee is charged for this account.',                     │ │\n",
+       "│   │ │             'value': 0.0                                                                                │ │\n",
        "│   │ │         },                                                                                              │ │\n",
        "│   │ │         {                                                                                               │ │\n",
        "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
-       "│   │ │                 incorrect_value='my chase plan sm fee',                                                 │ │\n",
+       "│   │ │                 incorrect_value='my chase plan fee',                                                    │ │\n",
        "│   │ │                 fail_results=[                                                                          │ │\n",
        "│   │ │                     FailResult(                                                                         │ │\n",
        "│   │ │                         outcome='fail',                                                                 │ │\n",
@@ -619,194 +648,330 @@
        "│   │ │                 additional_properties={},                                                               │ │\n",
        "│   │ │                 path=['fees', 1, 'name']                                                                │ │\n",
        "│   │ │             ),                                                                                          │ │\n",
-       "│   │ │             'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or    │ │\n",
-       "│   │ │ amount selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that,        │ │\n",
-       "│   │ │ monthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a │ │\n",
-       "│   │ │ My Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and   │ │\n",
-       "│   │ │ will remain the same until the My Chase Plan is paid in full.',                                         │ │\n",
-       "│   │ │             'value': 0                                                                                  │ │\n",
+       "│   │ │             'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction       │ │\n",
+       "│   │ │ during the 0% Intro Purchase APR period, then 1.72% after.',                                            │ │\n",
+       "│   │ │             'value': 1.72                                                                               │ │\n",
        "│   │ │         },                                                                                              │ │\n",
        "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             'name': 'transaction fees',                                                                 │ │\n",
-       "│   │ │             'explanation': 'Balance Transfers Intro fee of either $5 or 3% of the amount of each        │ │\n",
-       "│   │ │ transfer, whichever is greater, on transfers made within 60 days of account opening. After that: Either │ │\n",
-       "│   │ │ $5 or 5% of the amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the    │ │\n",
-       "│   │ │ amount of each transaction, whichever is greater. Foreign Transactions 3% of the amount of each         │ │\n",
-       "│   │ │ transaction in U.S. dollars.',                                                                          │ │\n",
+       "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
+       "│   │ │                 incorrect_value='balance transfer fee',                                                 │ │\n",
+       "│   │ │                 fail_results=[                                                                          │ │\n",
+       "│   │ │                     FailResult(                                                                         │ │\n",
+       "│   │ │                         outcome='fail',                                                                 │ │\n",
+       "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
+       "│   │ │                         fix_value='balance transfer',                                                   │ │\n",
+       "│   │ │                         error_spans=None,                                                               │ │\n",
+       "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None                                                            │ │\n",
+       "│   │ │                     )                                                                                   │ │\n",
+       "│   │ │                 ],                                                                                      │ │\n",
+       "│   │ │                 additional_properties={},                                                               │ │\n",
+       "│   │ │                 path=['fees', 2, 'name']                                                                │ │\n",
+       "│   │ │             ),                                                                                          │ │\n",
+       "│   │ │             'explanation': 'Intro fee of either $5 or 3% of the amount of each transfer, whichever is   │ │\n",
+       "│   │ │ greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the amount │ │\n",
+       "│   │ │ of each transfer, whichever is greater.',                                                               │ │\n",
        "│   │ │             'value': 5.0                                                                                │ │\n",
        "│   │ │         },                                                                                              │ │\n",
        "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             'name': 'penalty fees',                                                                     │ │\n",
-       "│   │ │             'explanation': 'Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to     │ │\n",
-       "│   │ │ $40. Return Check None',                                                                                │ │\n",
+       "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
+       "│   │ │                 incorrect_value='cash advance fee',                                                     │ │\n",
+       "│   │ │                 fail_results=[                                                                          │ │\n",
+       "│   │ │                     FailResult(                                                                         │ │\n",
+       "│   │ │                         outcome='fail',                                                                 │ │\n",
+       "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
+       "│   │ │                         fix_value='cash advance',                                                       │ │\n",
+       "│   │ │                         error_spans=None,                                                               │ │\n",
+       "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None                                                            │ │\n",
+       "│   │ │                     )                                                                                   │ │\n",
+       "│   │ │                 ],                                                                                      │ │\n",
+       "│   │ │                 additional_properties={},                                                               │ │\n",
+       "│   │ │                 path=['fees', 3, 'name']                                                                │ │\n",
+       "│   │ │             ),                                                                                          │ │\n",
+       "│   │ │             'explanation': 'Either $10 or 5% of the amount of each transaction, whichever is greater.', │ │\n",
+       "│   │ │             'value': 10.0                                                                               │ │\n",
+       "│   │ │         },                                                                                              │ │\n",
+       "│   │ │         {                                                                                               │ │\n",
+       "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
+       "│   │ │                 incorrect_value='foreign transaction fee',                                              │ │\n",
+       "│   │ │                 fail_results=[                                                                          │ │\n",
+       "│   │ │                     FailResult(                                                                         │ │\n",
+       "│   │ │                         outcome='fail',                                                                 │ │\n",
+       "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
+       "│   │ │                         fix_value='foreign transaction',                                                │ │\n",
+       "│   │ │                         error_spans=None,                                                               │ │\n",
+       "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None                                                            │ │\n",
+       "│   │ │                     )                                                                                   │ │\n",
+       "│   │ │                 ],                                                                                      │ │\n",
+       "│   │ │                 additional_properties={},                                                               │ │\n",
+       "│   │ │                 path=['fees', 4, 'name']                                                                │ │\n",
+       "│   │ │             ),                                                                                          │ │\n",
+       "│   │ │             'explanation': '3% of the amount of each transaction in U.S. dollars.',                     │ │\n",
+       "│   │ │             'value': 3.0                                                                                │ │\n",
+       "│   │ │         },                                                                                              │ │\n",
+       "│   │ │         {                                                                                               │ │\n",
+       "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
+       "│   │ │                 incorrect_value='late payment fee',                                                     │ │\n",
+       "│   │ │                 fail_results=[                                                                          │ │\n",
+       "│   │ │                     FailResult(                                                                         │ │\n",
+       "│   │ │                         outcome='fail',                                                                 │ │\n",
+       "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
+       "│   │ │                         fix_value='late payment',                                                       │ │\n",
+       "│   │ │                         error_spans=None,                                                               │ │\n",
+       "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None                                                            │ │\n",
+       "│   │ │                     )                                                                                   │ │\n",
+       "│   │ │                 ],                                                                                      │ │\n",
+       "│   │ │                 additional_properties={},                                                               │ │\n",
+       "│   │ │                 path=['fees', 5, 'name']                                                                │ │\n",
+       "│   │ │             ),                                                                                          │ │\n",
+       "│   │ │             'explanation': 'Up to $40 for late payments.',                                              │ │\n",
+       "│   │ │             'value': 40.0                                                                               │ │\n",
+       "│   │ │         },                                                                                              │ │\n",
+       "│   │ │         {                                                                                               │ │\n",
+       "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
+       "│   │ │                 incorrect_value='return payment fee',                                                   │ │\n",
+       "│   │ │                 fail_results=[                                                                          │ │\n",
+       "│   │ │                     FailResult(                                                                         │ │\n",
+       "│   │ │                         outcome='fail',                                                                 │ │\n",
+       "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
+       "│   │ │                         fix_value='return payment',                                                     │ │\n",
+       "│   │ │                         error_spans=None,                                                               │ │\n",
+       "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None                                                            │ │\n",
+       "│   │ │                     )                                                                                   │ │\n",
+       "│   │ │                 ],                                                                                      │ │\n",
+       "│   │ │                 additional_properties={},                                                               │ │\n",
+       "│   │ │                 path=['fees', 6, 'name']                                                                │ │\n",
+       "│   │ │             ),                                                                                          │ │\n",
+       "│   │ │             'explanation': 'Up to $40 for returned payments.',                                          │ │\n",
        "│   │ │             'value': 40.0                                                                               │ │\n",
        "│   │ │         }                                                                                               │ │\n",
        "│   │ │     ],                                                                                                  │ │\n",
        "│   │ │     'interest_rates': [                                                                                 │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             'account_type': 'purchase/my chase loan/balance transfer',                                  │ │\n",
-       "│   │ │             'rate': 19.49                                                                               │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
+       "│   │ │         {'account_type': 'purchase', 'rate': 0.0},                                                      │ │\n",
+       "│   │ │         {'account_type': 'balance transfer', 'rate': 0.0},                                              │ │\n",
        "│   │ │         {'account_type': 'cash advance', 'rate': 29.49},                                                │ │\n",
-       "│   │ │         {'account_type': 'penalty', 'rate': 26.99}                                                      │ │\n",
+       "│   │ │         {'account_type': 'penalty', 'rate': 29.99},                                                     │ │\n",
+       "│   │ │         {'account_type': 'my chase loan', 'rate': 19.49}                                                │ │\n",
        "│   │ │     ]                                                                                                   │ │\n",
        "│   │ │ }                                                                                                       │ │\n",
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ I was given the following JSON response, which had problems due to incorrect values.                    │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"fees\": [                                                                                             │ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": {                                                                                         │ │\n",
-       "    │ │         \"incorrect_value\": \"annual membership fee\",                                                     │ │\n",
-       "    │ │         \"error_messages\": [                                                                             │ │\n",
-       "    │ │           \"Value must be exactly two words\"                                                             │ │\n",
-       "    │ │         ]                                                                                               │ │\n",
-       "    │ │       },                                                                                                │ │\n",
-       "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0                                                                                        │ │\n",
-       "    │ │     },                                                                                                  │ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": {                                                                                         │ │\n",
-       "    │ │         \"incorrect_value\": \"my chase plan sm fee\",                                                      │ │\n",
-       "    │ │         \"error_messages\": [                                                                             │ │\n",
-       "    │ │           \"Value must be exactly two words\"                                                             │ │\n",
-       "    │ │         ]                                                                                               │ │\n",
-       "    │ │       },                                                                                                │ │\n",
-       "    │ │       \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount   │ │\n",
-       "    │ │ selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee   │ │\n",
-       "    │ │ of 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase    │ │\n",
-       "    │ │ Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will       │ │\n",
-       "    │ │ remain the same until the My Chase Plan is paid in full.\",                                              │ │\n",
-       "    │ │       \"value\": 0                                                                                        │ │\n",
-       "    │ │     },                                                                                                  │ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": \"transaction fees\",                                                                       │ │\n",
-       "    │ │       \"explanation\": \"Balance Transfers Intro fee of either $5 or 3% of the amount of each transfer,    │ │\n",
-       "    │ │ whichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5%  │ │\n",
-       "    │ │ of the amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the amount of   │ │\n",
-       "    │ │ each transaction, whichever is greater. Foreign Transactions 3% of the amount of each transaction in    │ │\n",
-       "    │ │ U.S. dollars.\",                                                                                         │ │\n",
-       "    │ │       \"value\": 5.0                                                                                      │ │\n",
-       "    │ │     },                                                                                                  │ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": \"penalty fees\",                                                                           │ │\n",
-       "    │ │       \"explanation\": \"Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to $40.      │ │\n",
-       "    │ │ Return Check None\",                                                                                     │ │\n",
-       "    │ │       \"value\": 40.0                                                                                     │ │\n",
-       "    │ │     }                                                                                                   │ │\n",
-       "    │ │   ],                                                                                                    │ │\n",
-       "    │ │   \"interest_rates\": [                                                                                   │ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"account_type\": \"purchase/my chase loan/balance transfer\",                                        │ │\n",
-       "    │ │       \"rate\": 19.49                                                                                     │ │\n",
-       "    │ │     },                                                                                                  │ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"account_type\": \"cash advance\",                                                                   │ │\n",
-       "    │ │       \"rate\": 29.49                                                                                     │ │\n",
-       "    │ │     },                                                                                                  │ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"account_type\": \"penalty\",                                                                        │ │\n",
-       "    │ │       \"rate\": 26.99                                                                                     │ │\n",
-       "    │ │     }                                                                                                   │ │\n",
-       "    │ │   ]                                                                                                     │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Help me correct the incorrect values based on the given error messages.                                 │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ <output>                                                                                                │ │\n",
-       "    │ │   <list description=\"What fees and charges are associated with my account?\" name=\"fees\"                 │ │\n",
-       "    │ │ required=\"true\">                                                                                        │ │\n",
-       "    │ │     <object required=\"true\">                                                                            │ │\n",
-       "    │ │       <string format=\"guardrails/lowercase; guardrails/two_words\" name=\"name\" required=\"true\"></string> │ │\n",
-       "    │ │       <string format=\"guardrails/one_line\" name=\"explanation\" required=\"true\"></string>                 │ │\n",
-       "    │ │       <float description=\"The fee amount in USD or as a percentage.\" name=\"value\"                       │ │\n",
-       "    │ │ required=\"true\"></float>                                                                                │ │\n",
-       "    │ │     </object>                                                                                           │ │\n",
-       "    │ │   </list>                                                                                               │ │\n",
-       "    │ │   <list description=\"What are the interest rates offered by the bank on different kinds of accounts and │ │\n",
-       "    │ │ products?\" name=\"interest_rates\" required=\"true\">                                                       │ │\n",
-       "    │ │     <object required=\"true\">                                                                            │ │\n",
-       "    │ │       <string format=\"guardrails/lowercase\" name=\"account_type\" required=\"true\"></string>               │ │\n",
-       "    │ │       <float description=\"The annual percentage rate (APR) for the account type.\" name=\"rate\"           │ │\n",
-       "    │ │ required=\"true\"></float>                                                                                │ │\n",
-       "    │ │     </object>                                                                                           │ │\n",
-       "    │ │   </list>                                                                                               │ │\n",
-       "    │ │ </output>                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ You are a helpful assistant only capable of communicating with valid JSON, and no other text.           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃   Role ┃ Content                                                                                    ┃ │ │\n",
+       "    │ │ ┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ system │                                                                                            │ │ │\n",
+       "    │ │ │        │ You are a helpful assistant only capable of communicating with valid JSON, and no other    │ │ │\n",
+       "    │ │ │        │ text.                                                                                      │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:             │ │ │\n",
+       "    │ │ │        │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`        │ │ │\n",
+       "    │ │ │        │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',      │ │ │\n",
+       "    │ │ │        │ 'STRING TWO', etc.]}`                                                                      │ │ │\n",
+       "    │ │ │        │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer          │ │ │\n",
+       "    │ │ │        │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':   │ │ │\n",
+       "    │ │ │        │ 1}}`                                                                                       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ ├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤ │ │\n",
+       "    │ │ │   user │                                                                                            │ │ │\n",
+       "    │ │ │        │ I was given the following JSON response, which had problems due to incorrect values.       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ {                                                                                          │ │ │\n",
+       "    │ │ │        │   \"fees\": [                                                                                │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"name\": {                                                                            │ │ │\n",
+       "    │ │ │        │         \"incorrect_value\": \"annual membership fee\",                                        │ │ │\n",
+       "    │ │ │        │         \"error_messages\": [                                                                │ │ │\n",
+       "    │ │ │        │           \"Value must be exactly two words\"                                                │ │ │\n",
+       "    │ │ │        │         ]                                                                                  │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       \"explanation\": \"No annual membership fee is charged for this account.\",              │ │ │\n",
+       "    │ │ │        │       \"value\": 0.0                                                                         │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"name\": {                                                                            │ │ │\n",
+       "    │ │ │        │         \"incorrect_value\": \"my chase plan fee\",                                            │ │ │\n",
+       "    │ │ │        │         \"error_messages\": [                                                                │ │ │\n",
+       "    │ │ │        │           \"Value must be exactly two words\"                                                │ │ │\n",
+       "    │ │ │        │         ]                                                                                  │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase            │ │ │\n",
+       "    │ │ │        │ transaction during the 0% Intro Purchase APR period, then 1.72% after.\",                   │ │ │\n",
+       "    │ │ │        │       \"value\": 1.72                                                                        │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"name\": {                                                                            │ │ │\n",
+       "    │ │ │        │         \"incorrect_value\": \"balance transfer fee\",                                         │ │ │\n",
+       "    │ │ │        │         \"error_messages\": [                                                                │ │ │\n",
+       "    │ │ │        │           \"Value must be exactly two words\"                                                │ │ │\n",
+       "    │ │ │        │         ]                                                                                  │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       \"explanation\": \"Intro fee of either $5 or 3% of the amount of each transfer,         │ │ │\n",
+       "    │ │ │        │ whichever is greater, on transfers made within 60 days of account opening. After that:     │ │ │\n",
+       "    │ │ │        │ Either $5 or 5% of the amount of each transfer, whichever is greater.\",                    │ │ │\n",
+       "    │ │ │        │       \"value\": 5.0                                                                         │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"name\": {                                                                            │ │ │\n",
+       "    │ │ │        │         \"incorrect_value\": \"cash advance fee\",                                             │ │ │\n",
+       "    │ │ │        │         \"error_messages\": [                                                                │ │ │\n",
+       "    │ │ │        │           \"Value must be exactly two words\"                                                │ │ │\n",
+       "    │ │ │        │         ]                                                                                  │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       \"explanation\": \"Either $10 or 5% of the amount of each transaction, whichever is     │ │ │\n",
+       "    │ │ │        │ greater.\",                                                                                 │ │ │\n",
+       "    │ │ │        │       \"value\": 10.0                                                                        │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"name\": {                                                                            │ │ │\n",
+       "    │ │ │        │         \"incorrect_value\": \"foreign transaction fee\",                                      │ │ │\n",
+       "    │ │ │        │         \"error_messages\": [                                                                │ │ │\n",
+       "    │ │ │        │           \"Value must be exactly two words\"                                                │ │ │\n",
+       "    │ │ │        │         ]                                                                                  │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       \"explanation\": \"3% of the amount of each transaction in U.S. dollars.\",              │ │ │\n",
+       "    │ │ │        │       \"value\": 3.0                                                                         │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"name\": {                                                                            │ │ │\n",
+       "    │ │ │        │         \"incorrect_value\": \"late payment fee\",                                             │ │ │\n",
+       "    │ │ │        │         \"error_messages\": [                                                                │ │ │\n",
+       "    │ │ │        │           \"Value must be exactly two words\"                                                │ │ │\n",
+       "    │ │ │        │         ]                                                                                  │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       \"explanation\": \"Up to $40 for late payments.\",                                       │ │ │\n",
+       "    │ │ │        │       \"value\": 40.0                                                                        │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"name\": {                                                                            │ │ │\n",
+       "    │ │ │        │         \"incorrect_value\": \"return payment fee\",                                           │ │ │\n",
+       "    │ │ │        │         \"error_messages\": [                                                                │ │ │\n",
+       "    │ │ │        │           \"Value must be exactly two words\"                                                │ │ │\n",
+       "    │ │ │        │         ]                                                                                  │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       \"explanation\": \"Up to $40 for returned payments.\",                                   │ │ │\n",
+       "    │ │ │        │       \"value\": 40.0                                                                        │ │ │\n",
+       "    │ │ │        │     }                                                                                      │ │ │\n",
+       "    │ │ │        │   ],                                                                                       │ │ │\n",
+       "    │ │ │        │   \"interest_rates\": [                                                                      │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"account_type\": \"purchase\",                                                          │ │ │\n",
+       "    │ │ │        │       \"rate\": 0.0                                                                          │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"account_type\": \"balance transfer\",                                                  │ │ │\n",
+       "    │ │ │        │       \"rate\": 0.0                                                                          │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"account_type\": \"cash advance\",                                                      │ │ │\n",
+       "    │ │ │        │       \"rate\": 29.49                                                                        │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"account_type\": \"penalty\",                                                           │ │ │\n",
+       "    │ │ │        │       \"rate\": 29.99                                                                        │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"account_type\": \"my chase loan\",                                                     │ │ │\n",
+       "    │ │ │        │       \"rate\": 19.49                                                                        │ │ │\n",
+       "    │ │ │        │     }                                                                                      │ │ │\n",
+       "    │ │ │        │   ]                                                                                        │ │ │\n",
+       "    │ │ │        │ }                                                                                          │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Help me correct the incorrect values based on the given error messages.                    │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Given below is XML that describes the information to extract from this document and the    │ │ │\n",
+       "    │ │ │        │ tags to extract it into.                                                                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ <output>                                                                                   │ │ │\n",
+       "    │ │ │        │   <list description=\"What fees and charges are associated with my account?\" name=\"fees\"    │ │ │\n",
+       "    │ │ │        │ required=\"true\">                                                                           │ │ │\n",
+       "    │ │ │        │     <object required=\"true\">                                                               │ │ │\n",
+       "    │ │ │        │       <string format=\"guardrails/lowercase; guardrails/two_words\" name=\"name\"              │ │ │\n",
+       "    │ │ │        │ required=\"true\"></string>                                                                  │ │ │\n",
+       "    │ │ │        │       <string format=\"guardrails/one_line\" name=\"explanation\" required=\"true\"></string>    │ │ │\n",
+       "    │ │ │        │       <float description=\"The fee amount in USD or as a percentage.\" name=\"value\"          │ │ │\n",
+       "    │ │ │        │ required=\"true\"></float>                                                                   │ │ │\n",
+       "    │ │ │        │     </object>                                                                              │ │ │\n",
+       "    │ │ │        │   </list>                                                                                  │ │ │\n",
+       "    │ │ │        │   <list description=\"What are the interest rates offered by the bank on different kinds of │ │ │\n",
+       "    │ │ │        │ accounts and products?\" name=\"interest_rates\" required=\"true\">                             │ │ │\n",
+       "    │ │ │        │     <object required=\"true\">                                                               │ │ │\n",
+       "    │ │ │        │       <string format=\"guardrails/lowercase\" name=\"account_type\" required=\"true\"></string>  │ │ │\n",
+       "    │ │ │        │       <float description=\"The annual percentage rate (APR) for the account type.\"          │ │ │\n",
+       "    │ │ │        │ name=\"rate\" required=\"true\"></float>                                                       │ │ │\n",
+       "    │ │ │        │     </object>                                                                              │ │ │\n",
+       "    │ │ │        │   </list>                                                                                  │ │ │\n",
+       "    │ │ │        │ </output>                                                                                  │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ └────────┴────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │   \"fees\": [                                                                                             │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": \"annual membership fee\",                                                                  │ │\n",
-       "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0                                                                                        │ │\n",
+       "    │ │       \"name\": \"annual membership\",                                                                      │ │\n",
+       "    │ │       \"explanation\": \"No annual membership fee is charged for this account.\",                           │ │\n",
+       "    │ │       \"value\": 0.0                                                                                      │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": \"my chase plan sm fee\",                                                                   │ │\n",
-       "    │ │       \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount   │ │\n",
-       "    │ │ selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee   │ │\n",
-       "    │ │ of 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase    │ │\n",
-       "    │ │ Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will       │ │\n",
-       "    │ │ remain the same until the My Chase Plan is paid in full.\",                                              │ │\n",
-       "    │ │       \"value\": 0                                                                                        │ │\n",
+       "    │ │       \"name\": \"my chase\",                                                                               │ │\n",
+       "    │ │       \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction during the  │ │\n",
+       "    │ │ 0% Intro Purchase APR period, then 1.72% after.\",                                                       │ │\n",
+       "    │ │       \"value\": 1.72                                                                                     │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": \"transaction fees\",                                                                       │ │\n",
-       "    │ │       \"explanation\": \"Balance Transfers Intro fee of either $5 or 3% of the amount of each transfer,    │ │\n",
-       "    │ │ whichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5%  │ │\n",
-       "    │ │ of the amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the amount of   │ │\n",
-       "    │ │ each transaction, whichever is greater. Foreign Transactions 3% of the amount of each transaction in    │ │\n",
-       "    │ │ U.S. dollars.\",                                                                                         │ │\n",
+       "    │ │       \"name\": \"balance transfer\",                                                                       │ │\n",
+       "    │ │       \"explanation\": \"Intro fee of either $5 or 3% of the amount of each transfer, whichever is         │ │\n",
+       "    │ │ greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the amount │ │\n",
+       "    │ │ of each transfer, whichever is greater.\",                                                               │ │\n",
        "    │ │       \"value\": 5.0                                                                                      │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": \"penalty fees\",                                                                           │ │\n",
-       "    │ │       \"explanation\": \"Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to $40.      │ │\n",
-       "    │ │ Return Check None\",                                                                                     │ │\n",
+       "    │ │       \"name\": \"cash advance\",                                                                           │ │\n",
+       "    │ │       \"explanation\": \"Either $10 or 5% of the amount of each transaction, whichever is greater.\",       │ │\n",
+       "    │ │       \"value\": 10.0                                                                                     │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"name\": \"foreign transaction\",                                                                    │ │\n",
+       "    │ │       \"explanation\": \"3% of the amount of each transaction in U.S. dollars.\",                           │ │\n",
+       "    │ │       \"value\": 3.0                                                                                      │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"name\": \"late payment\",                                                                           │ │\n",
+       "    │ │       \"explanation\": \"Up to $40 for late payments.\",                                                    │ │\n",
+       "    │ │       \"value\": 40.0                                                                                     │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"name\": \"return payment\",                                                                         │ │\n",
+       "    │ │       \"explanation\": \"Up to $40 for returned payments.\",                                                │ │\n",
        "    │ │       \"value\": 40.0                                                                                     │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ],                                                                                                    │ │\n",
        "    │ │   \"interest_rates\": [                                                                                   │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"account_type\": \"purchase/my chase loan/balance transfer\",                                        │ │\n",
-       "    │ │       \"rate\": 19.49                                                                                     │ │\n",
+       "    │ │       \"account_type\": \"purchase\",                                                                       │ │\n",
+       "    │ │       \"rate\": 0.0                                                                                       │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"account_type\": \"balance transfer\",                                                               │ │\n",
+       "    │ │       \"rate\": 0.0                                                                                       │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"account_type\": \"cash advance\",                                                                   │ │\n",
@@ -814,7 +979,11 @@
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"account_type\": \"penalty\",                                                                        │ │\n",
-       "    │ │       \"rate\": 26.99                                                                                     │ │\n",
+       "    │ │       \"rate\": 29.99                                                                                     │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"account_type\": \"my chase loan\",                                                                  │ │\n",
+       "    │ │       \"rate\": 19.49                                                                                     │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ]                                                                                                     │ │\n",
        "    │ │ }                                                                                                       │ │\n",
@@ -822,39 +991,51 @@
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'fees': [                                                                                           │ │\n",
-       "    │ │         {'name': 'annual membership', 'explanation': 'None', 'value': 0},                               │ │\n",
+       "    │ │         {                                                                                               │ │\n",
+       "    │ │             'name': 'annual membership',                                                                │ │\n",
+       "    │ │             'explanation': 'No annual membership fee is charged for this account.',                     │ │\n",
+       "    │ │             'value': 0.0                                                                                │ │\n",
+       "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'name': 'my chase',                                                                         │ │\n",
-       "    │ │             'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or    │ │\n",
-       "    │ │ amount selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that,        │ │\n",
-       "    │ │ monthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a │ │\n",
-       "    │ │ My Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and   │ │\n",
-       "    │ │ will remain the same until the My Chase Plan is paid in full.',                                         │ │\n",
-       "    │ │             'value': 0                                                                                  │ │\n",
+       "    │ │             'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction       │ │\n",
+       "    │ │ during the 0% Intro Purchase APR period, then 1.72% after.',                                            │ │\n",
+       "    │ │             'value': 1.72                                                                               │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             'name': 'transaction fees',                                                                 │ │\n",
-       "    │ │             'explanation': 'Balance Transfers Intro fee of either $5 or 3% of the amount of each        │ │\n",
-       "    │ │ transfer, whichever is greater, on transfers made within 60 days of account opening. After that: Either │ │\n",
-       "    │ │ $5 or 5% of the amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the    │ │\n",
-       "    │ │ amount of each transaction, whichever is greater. Foreign Transactions 3% of the amount of each         │ │\n",
-       "    │ │ transaction in U.S. dollars.',                                                                          │ │\n",
+       "    │ │             'name': 'balance transfer',                                                                 │ │\n",
+       "    │ │             'explanation': 'Intro fee of either $5 or 3% of the amount of each transfer, whichever is   │ │\n",
+       "    │ │ greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the amount │ │\n",
+       "    │ │ of each transfer, whichever is greater.',                                                               │ │\n",
        "    │ │             'value': 5.0                                                                                │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             'name': 'penalty fees',                                                                     │ │\n",
-       "    │ │             'explanation': 'Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to     │ │\n",
-       "    │ │ $40. Return Check None',                                                                                │ │\n",
+       "    │ │             'name': 'cash advance',                                                                     │ │\n",
+       "    │ │             'explanation': 'Either $10 or 5% of the amount of each transaction, whichever is greater.', │ │\n",
+       "    │ │             'value': 10.0                                                                               │ │\n",
+       "    │ │         },                                                                                              │ │\n",
+       "    │ │         {                                                                                               │ │\n",
+       "    │ │             'name': 'foreign transaction',                                                              │ │\n",
+       "    │ │             'explanation': '3% of the amount of each transaction in U.S. dollars.',                     │ │\n",
+       "    │ │             'value': 3.0                                                                                │ │\n",
+       "    │ │         },                                                                                              │ │\n",
+       "    │ │         {                                                                                               │ │\n",
+       "    │ │             'name': 'late payment',                                                                     │ │\n",
+       "    │ │             'explanation': 'Up to $40 for late payments.',                                              │ │\n",
+       "    │ │             'value': 40.0                                                                               │ │\n",
+       "    │ │         },                                                                                              │ │\n",
+       "    │ │         {                                                                                               │ │\n",
+       "    │ │             'name': 'return payment',                                                                   │ │\n",
+       "    │ │             'explanation': 'Up to $40 for returned payments.',                                          │ │\n",
        "    │ │             'value': 40.0                                                                               │ │\n",
        "    │ │         }                                                                                               │ │\n",
        "    │ │     ],                                                                                                  │ │\n",
        "    │ │     'interest_rates': [                                                                                 │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             'account_type': 'purchase/my chase loan/balance transfer',                                  │ │\n",
-       "    │ │             'rate': 19.49                                                                               │ │\n",
-       "    │ │         },                                                                                              │ │\n",
+       "    │ │         {'account_type': 'purchase', 'rate': 0.0},                                                      │ │\n",
+       "    │ │         {'account_type': 'balance transfer', 'rate': 0.0},                                              │ │\n",
        "    │ │         {'account_type': 'cash advance', 'rate': 29.49},                                                │ │\n",
-       "    │ │         {'account_type': 'penalty', 'rate': 26.99}                                                      │ │\n",
+       "    │ │         {'account_type': 'penalty', 'rate': 29.99},                                                     │ │\n",
+       "    │ │         {'account_type': 'my chase loan', 'rate': 19.49}                                                │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -864,10 +1045,7 @@
       "text/plain": [
        "Logs\n",
        "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
@@ -1057,38 +1235,51 @@
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"fees\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"annual membership fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"No annual membership fee is charged for this account.\",\u001b[0m\u001b[48;2;245;245;220m                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"my chase plan fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction during the \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m0% Intro Purchase APR period, then 1.72% after.\",\u001b[0m\u001b[48;2;245;245;220m                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 1.72\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"balance transfer fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Intro fee of either $5 or 3% of the amount of each transfer, whichever is \u001b[0m\u001b[48;2;245;245;220m       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgreater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the amount\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof each transfer, whichever is greater.\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 5.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"cash advance fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Either $10 or 5% of the amount of each transaction, whichever is greater.\",\u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 10.0\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"my chase plan sm fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mselected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPlan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mremain the same until the My Chase Plan is paid in full.\",\u001b[0m\u001b[48;2;245;245;220m                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"foreign transaction fee\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"3% of the amount of each transaction in U.S. dollars.\",\u001b[0m\u001b[48;2;245;245;220m                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 3.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"transaction fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Balance Transfers Intro fee of either $5 or 3% of the amount of each transfer, \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mwhichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof the amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the amount of \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220meach transaction, whichever is greater. Foreign Transactions 3% of the amount of each transaction in \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mU.S. dollars.\",\u001b[0m\u001b[48;2;245;245;220m                                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 5\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"late payment fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Up to $40 for late payments.\",\u001b[0m\u001b[48;2;245;245;220m                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 40.0\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"penalty fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to $40. \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mReturn Check None\",\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 40\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"return payment fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Up to $40 for returned payments.\",\u001b[0m\u001b[48;2;245;245;220m                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 40.0\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"interest_rates\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"purchase/my chase loan/balance transfer\",\u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 19.49\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"purchase\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"balance transfer\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"cash advance\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1096,7 +1287,11 @@
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"penalty\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 26.99\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 29.99\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"my chase loan\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 19.49\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1120,12 +1315,12 @@
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                additional_properties={},\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 0, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            ),\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'No annual membership fee is charged for this account.',\u001b[0m\u001b[48;2;240;255;240m                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='my chase plan sm fee',\u001b[0m\u001b[48;2;240;255;240m                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='my chase plan fee',\u001b[0m\u001b[48;2;240;255;240m                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1139,194 +1334,330 @@
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                additional_properties={},\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 1, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            ),\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mamount selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mmonthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mMy Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mwill remain the same until the My Chase Plan is paid in full.',\u001b[0m\u001b[48;2;240;255;240m                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction \u001b[0m\u001b[48;2;240;255;240m     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mduring the 0% Intro Purchase APR period, then 1.72% after.',\u001b[0m\u001b[48;2;240;255;240m                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 1.72\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'transaction fees',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Balance Transfers Intro fee of either $5 or 3% of the amount of each \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mtransfer, whichever is greater, on transfers made within 60 days of account opening. After that: Either\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m$5 or 5% of the amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mamount of each transaction, whichever is greater. Foreign Transactions 3% of the amount of each \u001b[0m\u001b[48;2;240;255;240m       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mtransaction in U.S. dollars.',\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='balance transfer fee',\u001b[0m\u001b[48;2;240;255;240m                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='balance transfer',\u001b[0m\u001b[48;2;240;255;240m                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None,\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                additional_properties={},\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 2, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            ),\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Intro fee of either $5 or 3% of the amount of each transfer, whichever is \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mgreater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the amount\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mof each transfer, whichever is greater.',\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 5.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'penalty fees',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to \u001b[0m\u001b[48;2;240;255;240m   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m$40. Return Check None',\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='cash advance fee',\u001b[0m\u001b[48;2;240;255;240m                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='cash advance',\u001b[0m\u001b[48;2;240;255;240m                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None,\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                additional_properties={},\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 3, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            ),\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Either $10 or 5% of the amount of each transaction, whichever is greater.',\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 10.0\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='foreign transaction fee',\u001b[0m\u001b[48;2;240;255;240m                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='foreign transaction',\u001b[0m\u001b[48;2;240;255;240m                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None,\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                additional_properties={},\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 4, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            ),\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': '3% of the amount of each transaction in U.S. dollars.',\u001b[0m\u001b[48;2;240;255;240m                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 3.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='late payment fee',\u001b[0m\u001b[48;2;240;255;240m                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='late payment',\u001b[0m\u001b[48;2;240;255;240m                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None,\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                additional_properties={},\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 5, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            ),\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Up to $40 for late payments.',\u001b[0m\u001b[48;2;240;255;240m                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 40.0\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='return payment fee',\u001b[0m\u001b[48;2;240;255;240m                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='return payment',\u001b[0m\u001b[48;2;240;255;240m                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None,\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                additional_properties={},\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 6, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            ),\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Up to $40 for returned payments.',\u001b[0m\u001b[48;2;240;255;240m                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 40.0\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        }\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'interest_rates': [\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'account_type': 'purchase/my chase loan/balance transfer',\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'rate': 19.49\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'purchase', 'rate': 0.0},\u001b[0m\u001b[48;2;240;255;240m                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'balance transfer', 'rate': 0.0},\u001b[0m\u001b[48;2;240;255;240m                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'cash advance', 'rate': 29.49},\u001b[0m\u001b[48;2;240;255;240m                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'penalty', 'rate': 26.99}\u001b[0m\u001b[48;2;240;255;240m                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'penalty', 'rate': 29.99},\u001b[0m\u001b[48;2;240;255;240m                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'my chase loan', 'rate': 19.49}\u001b[0m\u001b[48;2;240;255;240m                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mI was given the following JSON response, which had problems due to incorrect values.\u001b[0m\u001b[48;2;240;248;255m                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m{\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"fees\": [\u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"incorrect_value\": \"annual membership fee\",\u001b[0m\u001b[48;2;240;248;255m                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"error_messages\": [\u001b[0m\u001b[48;2;240;248;255m                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m          \"Value must be exactly two words\"\u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        ]\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      },\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"incorrect_value\": \"my chase plan sm fee\",\u001b[0m\u001b[48;2;240;248;255m                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"error_messages\": [\u001b[0m\u001b[48;2;240;248;255m                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m          \"Value must be exactly two words\"\u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        ]\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      },\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mselected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mof 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mPlan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mremain the same until the My Chase Plan is paid in full.\",\u001b[0m\u001b[48;2;240;248;255m                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"transaction fees\",\u001b[0m\u001b[48;2;240;248;255m                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"Balance Transfers Intro fee of either $5 or 3% of the amount of each transfer, \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwhichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mof the amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the amount of \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255meach transaction, whichever is greater. Foreign Transactions 3% of the amount of each transaction in \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mU.S. dollars.\",\u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 5.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"penalty fees\",\u001b[0m\u001b[48;2;240;248;255m                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to $40. \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mReturn Check None\",\u001b[0m\u001b[48;2;240;248;255m                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 40.0\u001b[0m\u001b[48;2;240;248;255m                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    }\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  ],\u001b[0m\u001b[48;2;240;248;255m                                                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"interest_rates\": [\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"purchase/my chase loan/balance transfer\",\u001b[0m\u001b[48;2;240;248;255m                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"rate\": 19.49\u001b[0m\u001b[48;2;240;248;255m                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"cash advance\",\u001b[0m\u001b[48;2;240;248;255m                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"rate\": 29.49\u001b[0m\u001b[48;2;240;248;255m                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"penalty\",\u001b[0m\u001b[48;2;240;248;255m                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"rate\": 26.99\u001b[0m\u001b[48;2;240;248;255m                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    }\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  ]\u001b[0m\u001b[48;2;240;248;255m                                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m}\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHelp me correct the incorrect values based on the given error messages.\u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menter `null`.\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╭─\u001b[0m\u001b[48;2;255;240;242m────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m Instructions \u001b[0m\u001b[48;2;255;240;242m─────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mYou are a helpful assistant only capable of communicating with valid JSON, and no other text.\u001b[0m\u001b[48;2;255;240;242m          \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;255;240;242m      \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;255;240;242m   \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242menter `null`.\u001b[0m\u001b[48;2;255;240;242m                                                                                          \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;255;240;242m                         \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;255;240;242m                    \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;255;240;242m   \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242metc.]}`\u001b[0m\u001b[48;2;255;240;242m                                                                                                \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;255;240;242m                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235m  Role\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                   \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235msystem\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou are a helpful assistant only capable of communicating with valid JSON, and no other   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtext.                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  user\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mI was given the following JSON response, which had problems due to incorrect values.      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m{                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"fees\": [                                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"name\": {                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"incorrect_value\": \"annual membership fee\",                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"error_messages\": [                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m          \"Value must be exactly two words\"                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        ]                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"explanation\": \"No annual membership fee is charged for this account.\",             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"value\": 0.0                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"name\": {                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"incorrect_value\": \"my chase plan fee\",                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"error_messages\": [                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m          \"Value must be exactly two words\"                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        ]                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtransaction during the 0% Intro Purchase APR period, then 1.72% after.\",                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"value\": 1.72                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"name\": {                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"incorrect_value\": \"balance transfer fee\",                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"error_messages\": [                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m          \"Value must be exactly two words\"                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        ]                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"explanation\": \"Intro fee of either $5 or 3% of the amount of each transfer,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mwhichever is greater, on transfers made within 60 days of account opening. After that:    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mEither $5 or 5% of the amount of each transfer, whichever is greater.\",                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"value\": 5.0                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"name\": {                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"incorrect_value\": \"cash advance fee\",                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"error_messages\": [                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m          \"Value must be exactly two words\"                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        ]                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"explanation\": \"Either $10 or 5% of the amount of each transaction, whichever is    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mgreater.\",                                                                                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"value\": 10.0                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"name\": {                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"incorrect_value\": \"foreign transaction fee\",                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"error_messages\": [                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m          \"Value must be exactly two words\"                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        ]                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"explanation\": \"3% of the amount of each transaction in U.S. dollars.\",             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"value\": 3.0                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"name\": {                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"incorrect_value\": \"late payment fee\",                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"error_messages\": [                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m          \"Value must be exactly two words\"                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        ]                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"explanation\": \"Up to $40 for late payments.\",                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"value\": 40.0                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"name\": {                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"incorrect_value\": \"return payment fee\",                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"error_messages\": [                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m          \"Value must be exactly two words\"                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        ]                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"explanation\": \"Up to $40 for returned payments.\",                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"value\": 40.0                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    }                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  ],                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"interest_rates\": [                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"account_type\": \"purchase\",                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"rate\": 0.0                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"account_type\": \"balance transfer\",                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"rate\": 0.0                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"account_type\": \"cash advance\",                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"rate\": 29.49                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"account_type\": \"penalty\",                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"rate\": 29.99                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"account_type\": \"my chase loan\",                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"rate\": 19.49                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    }                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  ]                                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m}                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHelp me correct the incorrect values based on the given error messages.                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtags to extract it into.                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└────────┴────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"fees\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"annual membership fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"annual membership\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"No annual membership fee is charged for this account.\",\u001b[0m\u001b[48;2;245;245;220m                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"my chase plan sm fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mselected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPlan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mremain the same until the My Chase Plan is paid in full.\",\u001b[0m\u001b[48;2;245;245;220m                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"my chase\",\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction during the \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m0% Intro Purchase APR period, then 1.72% after.\",\u001b[0m\u001b[48;2;245;245;220m                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 1.72\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"transaction fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Balance Transfers Intro fee of either $5 or 3% of the amount of each transfer, \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mwhichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof the amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the amount of \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220meach transaction, whichever is greater. Foreign Transactions 3% of the amount of each transaction in \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mU.S. dollars.\",\u001b[0m\u001b[48;2;245;245;220m                                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"balance transfer\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Intro fee of either $5 or 3% of the amount of each transfer, whichever is \u001b[0m\u001b[48;2;245;245;220m       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgreater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the amount\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof each transfer, whichever is greater.\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 5.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"penalty fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to $40. \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mReturn Check None\",\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"cash advance\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Either $10 or 5% of the amount of each transaction, whichever is greater.\",\u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 10.0\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"foreign transaction\",\u001b[0m\u001b[48;2;245;245;220m                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"3% of the amount of each transaction in U.S. dollars.\",\u001b[0m\u001b[48;2;245;245;220m                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 3.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"late payment\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Up to $40 for late payments.\",\u001b[0m\u001b[48;2;245;245;220m                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 40.0\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"return payment\",\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Up to $40 for returned payments.\",\u001b[0m\u001b[48;2;245;245;220m                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 40.0\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"interest_rates\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"purchase/my chase loan/balance transfer\",\u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 19.49\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"purchase\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"balance transfer\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"cash advance\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1334,7 +1665,11 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"penalty\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 26.99\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 29.99\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"my chase loan\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 19.49\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1342,46 +1677,58 @@
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'fees': [\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'annual membership', 'explanation': 'None', 'value': 0},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'annual membership',\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'No annual membership fee is charged for this account.',\u001b[0m\u001b[48;2;240;255;240m                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'my chase',\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mamount selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mmonthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mMy Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mwill remain the same until the My Chase Plan is paid in full.',\u001b[0m\u001b[48;2;240;255;240m                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction \u001b[0m\u001b[48;2;240;255;240m     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mduring the 0% Intro Purchase APR period, then 1.72% after.',\u001b[0m\u001b[48;2;240;255;240m                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 1.72\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'transaction fees',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Balance Transfers Intro fee of either $5 or 3% of the amount of each \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mtransfer, whichever is greater, on transfers made within 60 days of account opening. After that: Either\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m$5 or 5% of the amount of each transfer, whichever is greater. Cash Advances Either $10 or 5% of the \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mamount of each transaction, whichever is greater. Foreign Transactions 3% of the amount of each \u001b[0m\u001b[48;2;240;255;240m       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mtransaction in U.S. dollars.',\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'balance transfer',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Intro fee of either $5 or 3% of the amount of each transfer, whichever is \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mgreater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the amount\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mof each transfer, whichever is greater.',\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 5.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'penalty fees',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Late Payment Up to $40. Over-the-Credit-Limit None Return Payment Up to \u001b[0m\u001b[48;2;240;255;240m   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m$40. Return Check None',\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'cash advance',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Either $10 or 5% of the amount of each transaction, whichever is greater.',\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 10.0\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'foreign transaction',\u001b[0m\u001b[48;2;240;255;240m                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': '3% of the amount of each transaction in U.S. dollars.',\u001b[0m\u001b[48;2;240;255;240m                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 3.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'late payment',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Up to $40 for late payments.',\u001b[0m\u001b[48;2;240;255;240m                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 40.0\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'return payment',\u001b[0m\u001b[48;2;240;255;240m                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Up to $40 for returned payments.',\u001b[0m\u001b[48;2;240;255;240m                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 40.0\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        }\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'interest_rates': [\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'account_type': 'purchase/my chase loan/balance transfer',\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'rate': 19.49\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'purchase', 'rate': 0.0},\u001b[0m\u001b[48;2;240;255;240m                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'balance transfer', 'rate': 0.0},\u001b[0m\u001b[48;2;240;255;240m                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'cash advance', 'rate': 29.49},\u001b[0m\u001b[48;2;240;255;240m                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'penalty', 'rate': 26.99}\u001b[0m\u001b[48;2;240;255;240m                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'penalty', 'rate': 29.99},\u001b[0m\u001b[48;2;240;255;240m                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'my chase loan', 'rate': 19.49}\u001b[0m\u001b[48;2;240;255;240m                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1393,7 +1740,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -1407,12 +1754,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
-  },
-  "vscode": {
-   "interpreter": {
-    "hash": "ef14f49bbc779f2fde64ca0552c2a99d578405052f5b73f61279551da311a8a1"
-   }
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/generate_structured_data.ipynb b/docs/examples/generate_structured_data.ipynb
index 3eb27b3d9..e52d6dc29 100644
--- a/docs/examples/generate_structured_data.ipynb
+++ b/docs/examples/generate_structured_data.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -63,16 +63,7 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/dtam/.pyenv/versions/3.12.1/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
-      "  from tqdm.autonotebook import tqdm, trange\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from pydantic import BaseModel, Field\n",
     "from guardrails.hub import ValidLength, TwoWords, ValidRange\n",
@@ -145,9 +136,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "# Add your OPENAI_API_KEY as an environment variable if it's not already set\n",
     "# import os\n",
@@ -170,7 +170,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -248,12 +248,12 @@
     }
    ],
    "source": [
-    "print(guard.history.last.iterations.last.inputs.msg_history[0][\"content\"])"
+    "print(guard.history.last.iterations.last.inputs.messages[0][\"content\"])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -263,54 +263,54 @@
        "{\n",
        "  \"user_orders\": [\n",
        "    {\n",
-       "      \"user_id\": \"u001\",\n",
+       "      \"user_id\": \"U001\",\n",
        "      \"user_name\": \"John Doe\",\n",
-       "      \"num_orders\": 15\n",
+       "      \"num_orders\": 12\n",
        "    },\n",
        "    {\n",
-       "      \"user_id\": \"u002\",\n",
+       "      \"user_id\": \"U002\",\n",
        "      \"user_name\": \"Jane Smith\",\n",
-       "      \"num_orders\": 22\n",
+       "      \"num_orders\": 8\n",
        "    },\n",
        "    {\n",
-       "      \"user_id\": \"u003\",\n",
+       "      \"user_id\": \"U003\",\n",
        "      \"user_name\": \"Alice Johnson\",\n",
-       "      \"num_orders\": 8\n",
+       "      \"num_orders\": 25\n",
        "    },\n",
        "    {\n",
-       "      \"user_id\": \"u004\",\n",
+       "      \"user_id\": \"U004\",\n",
        "      \"user_name\": \"Bob Brown\",\n",
-       "      \"num_orders\": 30\n",
+       "      \"num_orders\": 15\n",
        "    },\n",
        "    {\n",
-       "      \"user_id\": \"u005\",\n",
+       "      \"user_id\": \"U005\",\n",
        "      \"user_name\": \"Charlie Davis\",\n",
-       "      \"num_orders\": 12\n",
+       "      \"num_orders\": 30\n",
        "    },\n",
        "    {\n",
-       "      \"user_id\": \"u006\",\n",
-       "      \"user_name\": \"Diana Evans\",\n",
-       "      \"num_orders\": 25\n",
+       "      \"user_id\": \"U006\",\n",
+       "      \"user_name\": \"Emily White\",\n",
+       "      \"num_orders\": 5\n",
        "    },\n",
        "    {\n",
-       "      \"user_id\": \"u007\",\n",
-       "      \"user_name\": \"Eve Foster\",\n",
-       "      \"num_orders\": 18\n",
+       "      \"user_id\": \"U007\",\n",
+       "      \"user_name\": \"Frank Harris\",\n",
+       "      \"num_orders\": 20\n",
        "    },\n",
        "    {\n",
-       "      \"user_id\": \"u008\",\n",
-       "      \"user_name\": \"Frank Green\",\n",
-       "      \"num_orders\": 10\n",
+       "      \"user_id\": \"U008\",\n",
+       "      \"user_name\": \"Grace Lee\",\n",
+       "      \"num_orders\": 18\n",
        "    },\n",
        "    {\n",
-       "      \"user_id\": \"u009\",\n",
-       "      \"user_name\": \"Grace Hill\",\n",
-       "      \"num_orders\": 5\n",
+       "      \"user_id\": \"U009\",\n",
+       "      \"user_name\": \"Henry Clark\",\n",
+       "      \"num_orders\": 22\n",
        "    },\n",
        "    {\n",
-       "      \"user_id\": \"u010\",\n",
-       "      \"user_name\": \"Henry King\",\n",
-       "      \"num_orders\": 20\n",
+       "      \"user_id\": \"U010\",\n",
+       "      \"user_name\": \"Ivy Walker\",\n",
+       "      \"num_orders\": 10\n",
        "    }\n",
        "  ]\n",
        "}\n",
@@ -322,54 +322,54 @@
        "\u001b[1m{\u001b[0m\n",
        "  \u001b[32m\"user_orders\"\u001b[0m: \u001b[1m[\u001b[0m\n",
        "    \u001b[1m{\u001b[0m\n",
-       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"u001\"\u001b[0m,\n",
+       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U001\"\u001b[0m,\n",
        "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"John Doe\"\u001b[0m,\n",
-       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m15\u001b[0m\n",
+       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m12\u001b[0m\n",
        "    \u001b[1m}\u001b[0m,\n",
        "    \u001b[1m{\u001b[0m\n",
-       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"u002\"\u001b[0m,\n",
+       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U002\"\u001b[0m,\n",
        "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Jane Smith\"\u001b[0m,\n",
-       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m22\u001b[0m\n",
+       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m8\u001b[0m\n",
        "    \u001b[1m}\u001b[0m,\n",
        "    \u001b[1m{\u001b[0m\n",
-       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"u003\"\u001b[0m,\n",
+       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U003\"\u001b[0m,\n",
        "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Alice Johnson\"\u001b[0m,\n",
-       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m8\u001b[0m\n",
+       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m25\u001b[0m\n",
        "    \u001b[1m}\u001b[0m,\n",
        "    \u001b[1m{\u001b[0m\n",
-       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"u004\"\u001b[0m,\n",
+       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U004\"\u001b[0m,\n",
        "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Bob Brown\"\u001b[0m,\n",
-       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m30\u001b[0m\n",
+       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m15\u001b[0m\n",
        "    \u001b[1m}\u001b[0m,\n",
        "    \u001b[1m{\u001b[0m\n",
-       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"u005\"\u001b[0m,\n",
+       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U005\"\u001b[0m,\n",
        "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Charlie Davis\"\u001b[0m,\n",
-       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m12\u001b[0m\n",
+       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m30\u001b[0m\n",
        "    \u001b[1m}\u001b[0m,\n",
        "    \u001b[1m{\u001b[0m\n",
-       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"u006\"\u001b[0m,\n",
-       "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Diana Evans\"\u001b[0m,\n",
-       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m25\u001b[0m\n",
+       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U006\"\u001b[0m,\n",
+       "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Emily White\"\u001b[0m,\n",
+       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m5\u001b[0m\n",
        "    \u001b[1m}\u001b[0m,\n",
        "    \u001b[1m{\u001b[0m\n",
-       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"u007\"\u001b[0m,\n",
-       "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Eve Foster\"\u001b[0m,\n",
-       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m18\u001b[0m\n",
+       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U007\"\u001b[0m,\n",
+       "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Frank Harris\"\u001b[0m,\n",
+       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m20\u001b[0m\n",
        "    \u001b[1m}\u001b[0m,\n",
        "    \u001b[1m{\u001b[0m\n",
-       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"u008\"\u001b[0m,\n",
-       "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Frank Green\"\u001b[0m,\n",
-       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m10\u001b[0m\n",
+       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U008\"\u001b[0m,\n",
+       "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Grace Lee\"\u001b[0m,\n",
+       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m18\u001b[0m\n",
        "    \u001b[1m}\u001b[0m,\n",
        "    \u001b[1m{\u001b[0m\n",
-       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"u009\"\u001b[0m,\n",
-       "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Grace Hill\"\u001b[0m,\n",
-       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m5\u001b[0m\n",
+       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U009\"\u001b[0m,\n",
+       "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Henry Clark\"\u001b[0m,\n",
+       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m22\u001b[0m\n",
        "    \u001b[1m}\u001b[0m,\n",
        "    \u001b[1m{\u001b[0m\n",
-       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"u010\"\u001b[0m,\n",
-       "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Henry King\"\u001b[0m,\n",
-       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m20\u001b[0m\n",
+       "      \u001b[32m\"user_id\"\u001b[0m: \u001b[32m\"U010\"\u001b[0m,\n",
+       "      \u001b[32m\"user_name\"\u001b[0m: \u001b[32m\"Ivy Walker\"\u001b[0m,\n",
+       "      \u001b[32m\"num_orders\"\u001b[0m: \u001b[1;36m10\u001b[0m\n",
        "    \u001b[1m}\u001b[0m\n",
        "  \u001b[1m]\u001b[0m\n",
        "\u001b[1m}\u001b[0m\n",
@@ -382,21 +382,21 @@
     {
      "data": {
       "text/plain": [
-       "{'user_orders': [{'user_id': 'u001',\n",
+       "{'user_orders': [{'user_id': 'U001',\n",
        "   'user_name': 'John Doe',\n",
-       "   'num_orders': 15},\n",
-       "  {'user_id': 'u002', 'user_name': 'Jane Smith', 'num_orders': 22},\n",
-       "  {'user_id': 'u003', 'user_name': 'Alice Johnson', 'num_orders': 8},\n",
-       "  {'user_id': 'u004', 'user_name': 'Bob Brown', 'num_orders': 30},\n",
-       "  {'user_id': 'u005', 'user_name': 'Charlie Davis', 'num_orders': 12},\n",
-       "  {'user_id': 'u006', 'user_name': 'Diana Evans', 'num_orders': 25},\n",
-       "  {'user_id': 'u007', 'user_name': 'Eve Foster', 'num_orders': 18},\n",
-       "  {'user_id': 'u008', 'user_name': 'Frank Green', 'num_orders': 10},\n",
-       "  {'user_id': 'u009', 'user_name': 'Grace Hill', 'num_orders': 5},\n",
-       "  {'user_id': 'u010', 'user_name': 'Henry King', 'num_orders': 20}]}"
+       "   'num_orders': 12},\n",
+       "  {'user_id': 'U002', 'user_name': 'Jane Smith', 'num_orders': 8},\n",
+       "  {'user_id': 'U003', 'user_name': 'Alice Johnson', 'num_orders': 25},\n",
+       "  {'user_id': 'U004', 'user_name': 'Bob Brown', 'num_orders': 15},\n",
+       "  {'user_id': 'U005', 'user_name': 'Charlie Davis', 'num_orders': 30},\n",
+       "  {'user_id': 'U006', 'user_name': 'Emily White', 'num_orders': 5},\n",
+       "  {'user_id': 'U007', 'user_name': 'Frank Harris', 'num_orders': 20},\n",
+       "  {'user_id': 'U008', 'user_name': 'Grace Lee', 'num_orders': 18},\n",
+       "  {'user_id': 'U009', 'user_name': 'Henry Clark', 'num_orders': 22},\n",
+       "  {'user_id': 'U010', 'user_name': 'Ivy Walker', 'num_orders': 10}]}"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -418,7 +418,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -426,10 +426,7 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
        "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
        "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
        "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
@@ -475,54 +472,54 @@
        "    │ │ {                                                                                                       │ │\n",
        "    │ │   \"user_orders\": [                                                                                      │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"user_id\": \"u001\",                                                                                │ │\n",
+       "    │ │       \"user_id\": \"U001\",                                                                                │ │\n",
        "    │ │       \"user_name\": \"John Doe\",                                                                          │ │\n",
-       "    │ │       \"num_orders\": 15                                                                                  │ │\n",
+       "    │ │       \"num_orders\": 12                                                                                  │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"user_id\": \"u002\",                                                                                │ │\n",
+       "    │ │       \"user_id\": \"U002\",                                                                                │ │\n",
        "    │ │       \"user_name\": \"Jane Smith\",                                                                        │ │\n",
-       "    │ │       \"num_orders\": 22                                                                                  │ │\n",
+       "    │ │       \"num_orders\": 8                                                                                   │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"user_id\": \"u003\",                                                                                │ │\n",
+       "    │ │       \"user_id\": \"U003\",                                                                                │ │\n",
        "    │ │       \"user_name\": \"Alice Johnson\",                                                                     │ │\n",
-       "    │ │       \"num_orders\": 8                                                                                   │ │\n",
+       "    │ │       \"num_orders\": 25                                                                                  │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"user_id\": \"u004\",                                                                                │ │\n",
+       "    │ │       \"user_id\": \"U004\",                                                                                │ │\n",
        "    │ │       \"user_name\": \"Bob Brown\",                                                                         │ │\n",
-       "    │ │       \"num_orders\": 30                                                                                  │ │\n",
+       "    │ │       \"num_orders\": 15                                                                                  │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"user_id\": \"u005\",                                                                                │ │\n",
+       "    │ │       \"user_id\": \"U005\",                                                                                │ │\n",
        "    │ │       \"user_name\": \"Charlie Davis\",                                                                     │ │\n",
-       "    │ │       \"num_orders\": 12                                                                                  │ │\n",
+       "    │ │       \"num_orders\": 30                                                                                  │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"user_id\": \"u006\",                                                                                │ │\n",
-       "    │ │       \"user_name\": \"Diana Evans\",                                                                       │ │\n",
-       "    │ │       \"num_orders\": 25                                                                                  │ │\n",
+       "    │ │       \"user_id\": \"U006\",                                                                                │ │\n",
+       "    │ │       \"user_name\": \"Emily White\",                                                                       │ │\n",
+       "    │ │       \"num_orders\": 5                                                                                   │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"user_id\": \"u007\",                                                                                │ │\n",
-       "    │ │       \"user_name\": \"Eve Foster\",                                                                        │ │\n",
-       "    │ │       \"num_orders\": 18                                                                                  │ │\n",
+       "    │ │       \"user_id\": \"U007\",                                                                                │ │\n",
+       "    │ │       \"user_name\": \"Frank Harris\",                                                                      │ │\n",
+       "    │ │       \"num_orders\": 20                                                                                  │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"user_id\": \"u008\",                                                                                │ │\n",
-       "    │ │       \"user_name\": \"Frank Green\",                                                                       │ │\n",
-       "    │ │       \"num_orders\": 10                                                                                  │ │\n",
+       "    │ │       \"user_id\": \"U008\",                                                                                │ │\n",
+       "    │ │       \"user_name\": \"Grace Lee\",                                                                         │ │\n",
+       "    │ │       \"num_orders\": 18                                                                                  │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"user_id\": \"u009\",                                                                                │ │\n",
-       "    │ │       \"user_name\": \"Grace Hill\",                                                                        │ │\n",
-       "    │ │       \"num_orders\": 5                                                                                   │ │\n",
+       "    │ │       \"user_id\": \"U009\",                                                                                │ │\n",
+       "    │ │       \"user_name\": \"Henry Clark\",                                                                       │ │\n",
+       "    │ │       \"num_orders\": 22                                                                                  │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"user_id\": \"u010\",                                                                                │ │\n",
-       "    │ │       \"user_name\": \"Henry King\",                                                                        │ │\n",
-       "    │ │       \"num_orders\": 20                                                                                  │ │\n",
+       "    │ │       \"user_id\": \"U010\",                                                                                │ │\n",
+       "    │ │       \"user_name\": \"Ivy Walker\",                                                                        │ │\n",
+       "    │ │       \"num_orders\": 10                                                                                  │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ]                                                                                                     │ │\n",
        "    │ │ }                                                                                                       │ │\n",
@@ -531,16 +528,16 @@
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'user_orders': [                                                                                    │ │\n",
-       "    │ │         {'user_id': 'u001', 'user_name': 'John Doe', 'num_orders': 15},                                 │ │\n",
-       "    │ │         {'user_id': 'u002', 'user_name': 'Jane Smith', 'num_orders': 22},                               │ │\n",
-       "    │ │         {'user_id': 'u003', 'user_name': 'Alice Johnson', 'num_orders': 8},                             │ │\n",
-       "    │ │         {'user_id': 'u004', 'user_name': 'Bob Brown', 'num_orders': 30},                                │ │\n",
-       "    │ │         {'user_id': 'u005', 'user_name': 'Charlie Davis', 'num_orders': 12},                            │ │\n",
-       "    │ │         {'user_id': 'u006', 'user_name': 'Diana Evans', 'num_orders': 25},                              │ │\n",
-       "    │ │         {'user_id': 'u007', 'user_name': 'Eve Foster', 'num_orders': 18},                               │ │\n",
-       "    │ │         {'user_id': 'u008', 'user_name': 'Frank Green', 'num_orders': 10},                              │ │\n",
-       "    │ │         {'user_id': 'u009', 'user_name': 'Grace Hill', 'num_orders': 5},                                │ │\n",
-       "    │ │         {'user_id': 'u010', 'user_name': 'Henry King', 'num_orders': 20}                                │ │\n",
+       "    │ │         {'user_id': 'U001', 'user_name': 'John Doe', 'num_orders': 12},                                 │ │\n",
+       "    │ │         {'user_id': 'U002', 'user_name': 'Jane Smith', 'num_orders': 8},                                │ │\n",
+       "    │ │         {'user_id': 'U003', 'user_name': 'Alice Johnson', 'num_orders': 25},                            │ │\n",
+       "    │ │         {'user_id': 'U004', 'user_name': 'Bob Brown', 'num_orders': 15},                                │ │\n",
+       "    │ │         {'user_id': 'U005', 'user_name': 'Charlie Davis', 'num_orders': 30},                            │ │\n",
+       "    │ │         {'user_id': 'U006', 'user_name': 'Emily White', 'num_orders': 5},                               │ │\n",
+       "    │ │         {'user_id': 'U007', 'user_name': 'Frank Harris', 'num_orders': 20},                             │ │\n",
+       "    │ │         {'user_id': 'U008', 'user_name': 'Grace Lee', 'num_orders': 18},                                │ │\n",
+       "    │ │         {'user_id': 'U009', 'user_name': 'Henry Clark', 'num_orders': 22},                              │ │\n",
+       "    │ │         {'user_id': 'U010', 'user_name': 'Ivy Walker', 'num_orders': 10}                                │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -550,10 +547,7 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
@@ -599,54 +593,54 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"user_orders\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"u001\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"U001\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"John Doe\",\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 15\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 12\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"u002\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"U002\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Jane Smith\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 22\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 8\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"u003\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"U003\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Alice Johnson\",\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 8\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 25\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"u004\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"U004\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Bob Brown\",\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 30\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 15\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"u005\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"U005\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Charlie Davis\",\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 12\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 30\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"u006\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Diana Evans\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 25\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"U006\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Emily White\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 5\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"u007\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Eve Foster\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 18\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"U007\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Frank Harris\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 20\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"u008\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Frank Green\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"U008\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Grace Lee\",\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 18\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"u009\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Grace Hill\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 5\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"U009\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Henry Clark\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 22\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"u010\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Henry King\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 20\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_id\": \"U010\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"user_name\": \"Ivy Walker\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"num_orders\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -655,16 +649,16 @@
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'user_orders': [\u001b[0m\u001b[48;2;240;255;240m                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u001', 'user_name': 'John Doe', 'num_orders': 15},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u002', 'user_name': 'Jane Smith', 'num_orders': 22},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u003', 'user_name': 'Alice Johnson', 'num_orders': 8},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u004', 'user_name': 'Bob Brown', 'num_orders': 30},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u005', 'user_name': 'Charlie Davis', 'num_orders': 12},\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u006', 'user_name': 'Diana Evans', 'num_orders': 25},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u007', 'user_name': 'Eve Foster', 'num_orders': 18},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u008', 'user_name': 'Frank Green', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u009', 'user_name': 'Grace Hill', 'num_orders': 5},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u010', 'user_name': 'Henry King', 'num_orders': 20}\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'U001', 'user_name': 'John Doe', 'num_orders': 12},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'U002', 'user_name': 'Jane Smith', 'num_orders': 8},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'U003', 'user_name': 'Alice Johnson', 'num_orders': 25},\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'U004', 'user_name': 'Bob Brown', 'num_orders': 15},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'U005', 'user_name': 'Charlie Davis', 'num_orders': 30},\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'U006', 'user_name': 'Emily White', 'num_orders': 5},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'U007', 'user_name': 'Frank Harris', 'num_orders': 20},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'U008', 'user_name': 'Grace Lee', 'num_orders': 18},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'U009', 'user_name': 'Henry Clark', 'num_orders': 22},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'U010', 'user_name': 'Ivy Walker', 'num_orders': 10}\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
@@ -682,7 +676,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "tiff-env",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -696,7 +690,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/examples/generate_structured_data_cohere.ipynb b/docs/examples/generate_structured_data_cohere.ipynb
index 4f984dc36..9d36c84eb 100644
--- a/docs/examples/generate_structured_data_cohere.ipynb
+++ b/docs/examples/generate_structured_data_cohere.ipynb
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 8,
    "id": "6a7c7d4a",
    "metadata": {},
    "outputs": [
@@ -60,10 +60,7 @@
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mvalid_range...\u001b[0m\n",
       "✅Successfully installed guardrails/valid_range!\n",
       "\n",
-      "\n",
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.1\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
+      "\n"
      ]
     }
    ],
@@ -87,7 +84,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 3,
    "id": "3088fd99",
    "metadata": {},
    "outputs": [],
@@ -127,14 +124,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 5,
    "id": "840006ca-21ca-4f76-9ce1-e406d5d68412",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Add your OPENAI_API_KEY as an environment variable if it's not already set\n",
     "# import os\n",
-    "# os.environ[\"OPENAI_API_KEY\"] = \"YOUR_API_KEY\""
+    "# os.environ[\"COHERE_API_KEY\"] = \"YOUR_COHERE_API_KEY\""
    ]
   },
   {
@@ -147,10 +144,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 6,
    "id": "42766922-14d0-4b5e-853a-23f05b896a09",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_base.py:567: UserWarning: Validator with id 1-indexed was not found in the registry!  Ignoring...\n",
+      "  warn(f\"Validator with id {name} was not found in the registry!  Ignoring...\")\n",
+      "WARNING:guardrails-ai:Validator with id 1-indexed was not found in the registry!  Ignoring...\n",
+      "WARNING:guardrails-ai:Invalid arguments! ('1-indexed', 'noop')\n",
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "from rich import print\n",
     "import guardrails as gd\n",
@@ -174,7 +184,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 7,
    "id": "0e910d87",
    "metadata": {},
    "outputs": [
@@ -183,108 +193,115 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Generate a dataset of fake user orders. Each row of the dataset should be valid. The format should not  │ │\n",
-       "    │ │ be a list, it should be a JSON object.                                                                  │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ <output>                                                                                                │ │\n",
-       "    │ │   <list description=\"Generate a list of users and how many orders they have placed in the past.\"        │ │\n",
-       "    │ │ format=\"guardrails/valid_length: 10 10\" name=\"user_orders\" required=\"true\">                             │ │\n",
-       "    │ │     <object format=\"guardrails/valid_length: 10 10\" required=\"true\">                                    │ │\n",
-       "    │ │       <integer description=\"The user's id.\" name=\"user_id\" required=\"true\"></integer>                   │ │\n",
-       "    │ │       <string description=\"The user's first name and last name\" format=\"guardrails/two_words\"           │ │\n",
-       "    │ │ name=\"user_name\" required=\"true\"></string>                                                              │ │\n",
-       "    │ │       <integer description=\"The number of orders the user has placed\" format=\"guardrails/valid_range: 0 │ │\n",
-       "    │ │ 50\" name=\"num_orders\" required=\"true\"></integer>                                                        │ │\n",
-       "    │ │     </object>                                                                                           │ │\n",
-       "    │ │   </list>                                                                                               │ │\n",
-       "    │ │ </output>                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ an example of output may look like this:                                                                │ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │         \"user_orders\": [{                                                                               │ │\n",
-       "    │ │ │ │                                                                                                     │ │\n",
-       "    │ │         \"user_id\": 1,                                                                                   │ │\n",
-       "    │ │         \"user_name\": \"John Mcdonald\",                                                                   │ │\n",
-       "    │ │         \"num_orders\": 6                                                                                 │ │\n",
-       "    │ │     }]                                                                                                  │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ user │                                                                                              │ │ │\n",
+       "    │ │ │      │ Generate a dataset of fake user orders. Each row of the dataset should be valid. The format  │ │ │\n",
+       "    │ │ │      │ should not be a list, it should be a JSON object.                                            │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
+       "    │ │ │      │ to extract it into.                                                                          │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ <output>                                                                                     │ │ │\n",
+       "    │ │ │      │   <list description=\"Generate a list of users and how many orders they have placed in the    │ │ │\n",
+       "    │ │ │      │ past.\" format=\"guardrails/valid_length: 10 10\" name=\"user_orders\" required=\"true\">           │ │ │\n",
+       "    │ │ │      │     <object format=\"guardrails/valid_length: 10 10\" required=\"true\">                         │ │ │\n",
+       "    │ │ │      │       <integer description=\"The user's id.\" name=\"user_id\" required=\"true\"></integer>        │ │ │\n",
+       "    │ │ │      │       <string description=\"The user's first name and last name\"                              │ │ │\n",
+       "    │ │ │      │ format=\"guardrails/two_words\" name=\"user_name\" required=\"true\"></string>                     │ │ │\n",
+       "    │ │ │      │       <integer description=\"The number of orders the user has placed\"                        │ │ │\n",
+       "    │ │ │      │ format=\"guardrails/valid_range: 0 50\" name=\"num_orders\" required=\"true\"></integer>           │ │ │\n",
+       "    │ │ │      │     </object>                                                                                │ │ │\n",
+       "    │ │ │      │   </list>                                                                                    │ │ │\n",
+       "    │ │ │      │ </output>                                                                                    │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
+       "    │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
+       "    │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
+       "    │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
+       "    │ │ │      │ correct and concise. If you are unsure anywhere, enter `null`.                               │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
+       "    │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
+       "    │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
+       "    │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
+       "    │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
+       "    │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
+       "    │ │ │      │ 1}}`                                                                                         │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ an example of output may look like this:                                                     │ │ │\n",
+       "    │ │ │      │ {                                                                                            │ │ │\n",
+       "    │ │ │      │         \"user_orders\": [{                                                                    │ │ │\n",
+       "    │ │ │      │ │ │                                                                                          │ │ │\n",
+       "    │ │ │      │         \"user_id\": 1,                                                                        │ │ │\n",
+       "    │ │ │      │         \"user_name\": \"John Mcdonald\",                                                        │ │ │\n",
+       "    │ │ │      │         \"num_orders\": 6                                                                      │ │ │\n",
+       "    │ │ │      │     }]                                                                                       │ │ │\n",
+       "    │ │ │      │ }                                                                                            │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     \"user_orders\": [                                                                                    │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 3,                                                                               │ │\n",
+       "    │ │             \"user_id\": 2,                                                                               │ │\n",
        "    │ │             \"user_name\": \"Jane Smith\",                                                                  │ │\n",
        "    │ │             \"num_orders\": 12                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 1,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Michael Jones\",                                                               │ │\n",
-       "    │ │             \"num_orders\": 18                                                                            │ │\n",
+       "    │ │             \"user_id\": 22,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Alice Johnson\",                                                               │ │\n",
+       "    │ │             \"num_orders\": 5                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 4,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Mary Brown\",                                                                  │ │\n",
-       "    │ │             \"num_orders\": 9                                                                             │ │\n",
+       "    │ │             \"user_id\": 11,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Bob Williams\",                                                                │ │\n",
+       "    │ │             \"num_orders\": 23                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 2,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"David Miller\",                                                                │ │\n",
-       "    │ │             \"num_orders\": 21                                                                            │ │\n",
+       "    │ │             \"user_id\": 6,                                                                               │ │\n",
+       "    │ │             \"user_name\": \"David Jones\",                                                                 │ │\n",
+       "    │ │             \"num_orders\": 14                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 5,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Linda Martin\",                                                                │ │\n",
-       "    │ │             \"num_orders\": 15                                                                            │ │\n",
+       "    │ │             \"user_id\": 19,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Michelle Brown\",                                                              │ │\n",
+       "    │ │             \"num_orders\": 10                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 6,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Robert Wilson\",                                                               │ │\n",
-       "    │ │             \"num_orders\": 7                                                                             │ │\n",
+       "    │ │             \"user_id\": 10,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Michael Miller\",                                                              │ │\n",
+       "    │ │             \"num_orders\": 18                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 7,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Jennifer Taylor\",                                                             │ │\n",
-       "    │ │             \"num_orders\": 10                                                                            │ │\n",
+       "    │ │             \"user_id\": 15,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Jessica Taylor\",                                                              │ │\n",
+       "    │ │             \"num_orders\": 2                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 8,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Kevin Anderson\",                                                              │ │\n",
-       "    │ │             \"num_orders\": 4                                                                             │ │\n",
+       "    │ │             \"user_id\": 21,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"William Ian\",                                                                 │ │\n",
+       "    │ │             \"num_orders\": 16                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 9,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Sarah Thompson\",                                                              │ │\n",
-       "    │ │             \"num_orders\": 23                                                                            │ │\n",
+       "    │ │             \"user_id\": 16,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Sophia Martinez\",                                                             │ │\n",
+       "    │ │             \"num_orders\": 7                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 10,                                                                              │ │\n",
-       "    │ │             \"user_name\": \"Frank Davis\",                                                                 │ │\n",
-       "    │ │             \"num_orders\": 11                                                                            │ │\n",
+       "    │ │             \"user_id\": 8,                                                                               │ │\n",
+       "    │ │             \"user_name\": \"Daniel Park\",                                                                 │ │\n",
+       "    │ │             \"num_orders\": 28                                                                            │ │\n",
+       "    │ │         },                                                                                              │ │\n",
+       "    │ │         {                                                                                               │ │\n",
+       "    │ │             \"user_id\": 14,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Olivia Robinson\",                                                             │ │\n",
+       "    │ │             \"num_orders\": 4                                                                             │ │\n",
        "    │ │         }                                                                                               │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
@@ -292,16 +309,17 @@
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'user_orders': [                                                                                    │ │\n",
-       "    │ │         {'user_id': 3, 'user_name': 'Jane Smith', 'num_orders': 12},                                    │ │\n",
-       "    │ │         {'user_id': 1, 'user_name': 'Michael Jones', 'num_orders': 18},                                 │ │\n",
-       "    │ │         {'user_id': 4, 'user_name': 'Mary Brown', 'num_orders': 9},                                     │ │\n",
-       "    │ │         {'user_id': 2, 'user_name': 'David Miller', 'num_orders': 21},                                  │ │\n",
-       "    │ │         {'user_id': 5, 'user_name': 'Linda Martin', 'num_orders': 15},                                  │ │\n",
-       "    │ │         {'user_id': 6, 'user_name': 'Robert Wilson', 'num_orders': 7},                                  │ │\n",
-       "    │ │         {'user_id': 7, 'user_name': 'Jennifer Taylor', 'num_orders': 10},                               │ │\n",
-       "    │ │         {'user_id': 8, 'user_name': 'Kevin Anderson', 'num_orders': 4},                                 │ │\n",
-       "    │ │         {'user_id': 9, 'user_name': 'Sarah Thompson', 'num_orders': 23},                                │ │\n",
-       "    │ │         {'user_id': 10, 'user_name': 'Frank Davis', 'num_orders': 11}                                   │ │\n",
+       "    │ │         {'user_id': 2, 'user_name': 'Jane Smith', 'num_orders': 12},                                    │ │\n",
+       "    │ │         {'user_id': 22, 'user_name': 'Alice Johnson', 'num_orders': 5},                                 │ │\n",
+       "    │ │         {'user_id': 11, 'user_name': 'Bob Williams', 'num_orders': 23},                                 │ │\n",
+       "    │ │         {'user_id': 6, 'user_name': 'David Jones', 'num_orders': 14},                                   │ │\n",
+       "    │ │         {'user_id': 19, 'user_name': 'Michelle Brown', 'num_orders': 10},                               │ │\n",
+       "    │ │         {'user_id': 10, 'user_name': 'Michael Miller', 'num_orders': 18},                               │ │\n",
+       "    │ │         {'user_id': 15, 'user_name': 'Jessica Taylor', 'num_orders': 2},                                │ │\n",
+       "    │ │         {'user_id': 21, 'user_name': 'William Ian', 'num_orders': 16},                                  │ │\n",
+       "    │ │         {'user_id': 16, 'user_name': 'Sophia Martinez', 'num_orders': 7},                               │ │\n",
+       "    │ │         {'user_id': 8, 'user_name': 'Daniel Park', 'num_orders': 28},                                   │ │\n",
+       "    │ │         {'user_id': 14, 'user_name': 'Olivia Robinson', 'num_orders': 4}                                │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -311,108 +329,115 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGenerate a dataset of fake user orders. Each row of the dataset should be valid. The format should not \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mbe a list, it should be a JSON object.\u001b[0m\u001b[48;2;240;248;255m                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menter `null`.\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;240;248;255m                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255metc.]}`\u001b[0m\u001b[48;2;240;248;255m                                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255man example of output may look like this:\u001b[0m\u001b[48;2;240;248;255m                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m{\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"user_orders\": [{                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│ │\u001b[0m\u001b[48;2;240;248;255m                                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"user_id\": 1,\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"user_name\": \"John Mcdonald\",\u001b[0m\u001b[48;2;240;248;255m                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"num_orders\": 6\u001b[0m\u001b[48;2;240;248;255m                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    }]\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m}\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGenerate a dataset of fake user orders. Each row of the dataset should be valid. The format \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mshould not be a list, it should be a JSON object.                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise. If you are unsure anywhere, enter `null`.                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235man example of output may look like this:                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m{                                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"user_orders\": [{                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│ │                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"user_id\": 1,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"user_name\": \"John Mcdonald\",                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"num_orders\": 6                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    }]                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m}                                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"user_orders\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jane Smith\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 12\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 1,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Michael Jones\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 18\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 22,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Alice Johnson\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 5\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 4,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Mary Brown\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 9\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 11,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Bob Williams\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 23\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"David Miller\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 21\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"David Jones\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 14\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 5,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Linda Martin\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 15\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 19,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Michelle Brown\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Robert Wilson\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 7\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 10,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Michael Miller\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 18\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 7,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jennifer Taylor\",\u001b[0m\u001b[48;2;245;245;220m                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 15,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jessica Taylor\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 2\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Kevin Anderson\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 4\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 21,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"William Ian\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 16\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 9,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Sarah Thompson\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 23\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 16,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Sophia Martinez\",\u001b[0m\u001b[48;2;245;245;220m                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 7\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 10,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Frank Davis\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 11\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Daniel Park\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 28\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 14,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Olivia Robinson\",\u001b[0m\u001b[48;2;245;245;220m                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 4\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -420,16 +445,17 @@
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'user_orders': [\u001b[0m\u001b[48;2;240;255;240m                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 3, 'user_name': 'Jane Smith', 'num_orders': 12},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 1, 'user_name': 'Michael Jones', 'num_orders': 18},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 4, 'user_name': 'Mary Brown', 'num_orders': 9},\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 2, 'user_name': 'David Miller', 'num_orders': 21},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 5, 'user_name': 'Linda Martin', 'num_orders': 15},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 6, 'user_name': 'Robert Wilson', 'num_orders': 7},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 7, 'user_name': 'Jennifer Taylor', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 8, 'user_name': 'Kevin Anderson', 'num_orders': 4},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 9, 'user_name': 'Sarah Thompson', 'num_orders': 23},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 10, 'user_name': 'Frank Davis', 'num_orders': 11}\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 2, 'user_name': 'Jane Smith', 'num_orders': 12},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 22, 'user_name': 'Alice Johnson', 'num_orders': 5},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 11, 'user_name': 'Bob Williams', 'num_orders': 23},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 6, 'user_name': 'David Jones', 'num_orders': 14},\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 19, 'user_name': 'Michelle Brown', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 10, 'user_name': 'Michael Miller', 'num_orders': 18},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 15, 'user_name': 'Jessica Taylor', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 21, 'user_name': 'William Ian', 'num_orders': 16},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 16, 'user_name': 'Sophia Martinez', 'num_orders': 7},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 8, 'user_name': 'Daniel Park', 'num_orders': 28},\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 14, 'user_name': 'Olivia Robinson', 'num_orders': 4}\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
@@ -449,7 +475,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -463,7 +489,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/guardrails_server.ipynb b/docs/examples/guardrails_server.ipynb
index 86d04bd11..ce61fac4e 100644
--- a/docs/examples/guardrails_server.ipynb
+++ b/docs/examples/guardrails_server.ipynb
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -46,9 +46,7 @@
      "output_type": "stream",
      "text": [
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mregex_match...\u001b[0m\n",
-      "✅Successfully installed guardrails/regex_match!\n",
-      "\n",
-      "\n"
+      "ERROR:guardrails-cli:No module named 'guardrails.hub.guardrails.regex_match'\n"
      ]
     }
    ],
@@ -68,14 +66,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "some-token\n",
       "http://localhost:8000\n"
      ]
     }
@@ -91,15 +88,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "
ValidationOutcome(\n",
-       "    call_id='5103958320',\n",
+       "    call_id='14555109792',\n",
        "    raw_llm_output='Guardrails AI',\n",
+       "    validation_summaries=[],\n",
        "    validated_output='Guardrails AI',\n",
        "    reask=None,\n",
        "    validation_passed=True,\n",
@@ -109,8 +107,9 @@
       ],
       "text/plain": [
        "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'5103958320'\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14555109792'\u001b[0m,\n",
        "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
+       "    \u001b[33mvalidation_summaries\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
        "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
        "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "    \u001b[33mvalidation_passed\u001b[0m=\u001b[3;92mTrue\u001b[0m,\n",
@@ -142,7 +141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -150,17 +149,18 @@
       "text/html": [
        "
[\n",
        "    Call(\n",
-       "        id='5103958320',\n",
+       "        id='14416771056',\n",
        "        iterations=[\n",
        "            Iteration(\n",
-       "                id='5107862496',\n",
+       "                id='14545443632',\n",
        "                index=0,\n",
-       "                call_id='5103958320',\n",
+       "                call_id='14416771056',\n",
        "                inputs=Inputs(\n",
        "                    llm_api=None,\n",
        "                    llm_output='Guardrails AI',\n",
        "                    instructions=None,\n",
        "                    prompt=None,\n",
+       "                    messages=None,\n",
        "                    msg_history=None,\n",
        "                    prompt_params={},\n",
        "                    num_reasks=0,\n",
@@ -185,19 +185,167 @@
        "                        ValidatorLogs(\n",
        "                            validator_name='RegexMatch',\n",
        "                            registered_name='guardrails/regex_match',\n",
-       "                            instance_id=4636712336,\n",
+       "                            instance_id=6127616944,\n",
        "                            property_path='$',\n",
        "                            value_before_validation='Guardrails AI',\n",
        "                            value_after_validation='Guardrails AI',\n",
        "                            validation_result=PassResult(\n",
        "                                outcome='pass',\n",
        "                                value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                                metadata=None,\n",
+       "                                validated_chunk=None\n",
+       "                            ),\n",
+       "                            start_time=datetime.datetime(2024, 10, 10, 14, 24, 31, 706666),\n",
+       "                            end_time=datetime.datetime(2024, 10, 10, 14, 24, 31, 790514)\n",
+       "                        )\n",
+       "                    ],\n",
+       "                    error=None,\n",
+       "                    exception=None\n",
+       "                )\n",
+       "            )\n",
+       "        ],\n",
+       "        inputs=CallInputs(\n",
+       "            llm_api=None,\n",
+       "            llm_output=None,\n",
+       "            instructions=None,\n",
+       "            prompt=None,\n",
+       "            msg_history=None,\n",
+       "            messages=None,\n",
+       "            prompt_params={},\n",
+       "            num_reasks=0,\n",
+       "            metadata={},\n",
+       "            full_schema_reask=False,\n",
+       "            stream=False,\n",
+       "            args=[],\n",
+       "            kwargs={'api_key': '****************************************************EnZS'}\n",
+       "        ),\n",
+       "        exception=None\n",
+       "    ),\n",
+       "    Call(\n",
+       "        id='14555105232',\n",
+       "        iterations=[\n",
+       "            Iteration(\n",
+       "                id='14555107312',\n",
+       "                index=0,\n",
+       "                call_id='14555105232',\n",
+       "                inputs=Inputs(\n",
+       "                    llm_api=None,\n",
+       "                    llm_output='Guardrails AI',\n",
+       "                    instructions=None,\n",
+       "                    prompt=None,\n",
+       "                    messages=None,\n",
+       "                    msg_history=None,\n",
+       "                    prompt_params={},\n",
+       "                    num_reasks=0,\n",
+       "                    metadata={},\n",
+       "                    full_schema_reask=False,\n",
+       "                    stream=False\n",
+       "                ),\n",
+       "                outputs=Outputs(\n",
+       "                    llm_response_info=LLMResponse(\n",
+       "                        prompt_token_count=None,\n",
+       "                        response_token_count=None,\n",
+       "                        output='Guardrails AI',\n",
+       "                        stream_output=None,\n",
+       "                        async_stream_output=None\n",
+       "                    ),\n",
+       "                    raw_output=None,\n",
+       "                    parsed_output='Guardrails AI',\n",
+       "                    validation_response='Guardrails AI',\n",
+       "                    guarded_output='Guardrails AI',\n",
+       "                    reasks=[],\n",
+       "                    validator_logs=[\n",
+       "                        ValidatorLogs(\n",
+       "                            validator_name='RegexMatch',\n",
+       "                            registered_name='guardrails/regex_match',\n",
+       "                            instance_id=6127616944,\n",
+       "                            property_path='$',\n",
+       "                            value_before_validation='Guardrails AI',\n",
+       "                            value_after_validation='Guardrails AI',\n",
+       "                            validation_result=PassResult(\n",
+       "                                outcome='pass',\n",
+       "                                value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                                metadata=None,\n",
+       "                                validated_chunk=None\n",
+       "                            ),\n",
+       "                            start_time=datetime.datetime(2024, 10, 10, 14, 24, 41, 134226),\n",
+       "                            end_time=datetime.datetime(2024, 10, 10, 14, 24, 41, 204882)\n",
+       "                        )\n",
+       "                    ],\n",
+       "                    error=None,\n",
+       "                    exception=None\n",
+       "                )\n",
+       "            )\n",
+       "        ],\n",
+       "        inputs=CallInputs(\n",
+       "            llm_api=None,\n",
+       "            llm_output=None,\n",
+       "            instructions=None,\n",
+       "            prompt=None,\n",
+       "            msg_history=None,\n",
+       "            messages=None,\n",
+       "            prompt_params={},\n",
+       "            num_reasks=0,\n",
+       "            metadata={},\n",
+       "            full_schema_reask=False,\n",
+       "            stream=False,\n",
+       "            args=[],\n",
+       "            kwargs={'api_key': '****************************************************EnZS'}\n",
+       "        ),\n",
+       "        exception=None\n",
+       "    ),\n",
+       "    Call(\n",
+       "        id='14555109792',\n",
+       "        iterations=[\n",
+       "            Iteration(\n",
+       "                id='14555110912',\n",
+       "                index=0,\n",
+       "                call_id='14555109792',\n",
+       "                inputs=Inputs(\n",
+       "                    llm_api=None,\n",
+       "                    llm_output='Guardrails AI',\n",
+       "                    instructions=None,\n",
+       "                    prompt=None,\n",
+       "                    messages=None,\n",
+       "                    msg_history=None,\n",
+       "                    prompt_params={},\n",
+       "                    num_reasks=0,\n",
+       "                    metadata={},\n",
+       "                    full_schema_reask=False,\n",
+       "                    stream=False\n",
+       "                ),\n",
+       "                outputs=Outputs(\n",
+       "                    llm_response_info=LLMResponse(\n",
+       "                        prompt_token_count=None,\n",
+       "                        response_token_count=None,\n",
+       "                        output='Guardrails AI',\n",
+       "                        stream_output=None,\n",
+       "                        async_stream_output=None\n",
+       "                    ),\n",
+       "                    raw_output=None,\n",
+       "                    parsed_output='Guardrails AI',\n",
+       "                    validation_response='Guardrails AI',\n",
+       "                    guarded_output='Guardrails AI',\n",
+       "                    reasks=[],\n",
+       "                    validator_logs=[\n",
+       "                        ValidatorLogs(\n",
+       "                            validator_name='RegexMatch',\n",
+       "                            registered_name='guardrails/regex_match',\n",
+       "                            instance_id=6127616944,\n",
+       "                            property_path='$',\n",
+       "                            value_before_validation='Guardrails AI',\n",
+       "                            value_after_validation='Guardrails AI',\n",
+       "                            validation_result=PassResult(\n",
+       "                                outcome='pass',\n",
+       "                                value_override=<class \n",
        "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
        "                                metadata=None,\n",
        "                                validated_chunk=None\n",
        "                            ),\n",
-       "                            start_time=datetime.datetime(2024, 6, 27, 14, 14, 20, 649099),\n",
-       "                            end_time=datetime.datetime(2024, 6, 27, 14, 14, 20, 651227)\n",
+       "                            start_time=datetime.datetime(2024, 10, 10, 14, 25, 46, 566512),\n",
+       "                            end_time=datetime.datetime(2024, 10, 10, 14, 25, 46, 637393)\n",
        "                        )\n",
        "                    ],\n",
        "                    error=None,\n",
@@ -211,13 +359,14 @@
        "            instructions=None,\n",
        "            prompt=None,\n",
        "            msg_history=None,\n",
+       "            messages=None,\n",
        "            prompt_params={},\n",
        "            num_reasks=0,\n",
        "            metadata={},\n",
        "            full_schema_reask=False,\n",
        "            stream=False,\n",
        "            args=[],\n",
-       "            kwargs={'api_key': '***********************************************69ck'}\n",
+       "            kwargs={'api_key': '****************************************************EnZS'}\n",
        "        ),\n",
        "        exception=None\n",
        "    )\n",
@@ -227,17 +376,18 @@
       "text/plain": [
        "\u001b[1m[\u001b[0m\n",
        "    \u001b[1;35mCall\u001b[0m\u001b[1m(\u001b[0m\n",
-       "        \u001b[33mid\u001b[0m=\u001b[32m'5103958320'\u001b[0m,\n",
+       "        \u001b[33mid\u001b[0m=\u001b[32m'14416771056'\u001b[0m,\n",
        "        \u001b[33miterations\u001b[0m=\u001b[1m[\u001b[0m\n",
        "            \u001b[1;35mIteration\u001b[0m\u001b[1m(\u001b[0m\n",
-       "                \u001b[33mid\u001b[0m=\u001b[32m'5107862496'\u001b[0m,\n",
+       "                \u001b[33mid\u001b[0m=\u001b[32m'14545443632'\u001b[0m,\n",
        "                \u001b[33mindex\u001b[0m=\u001b[1;36m0\u001b[0m,\n",
-       "                \u001b[33mcall_id\u001b[0m=\u001b[32m'5103958320'\u001b[0m,\n",
+       "                \u001b[33mcall_id\u001b[0m=\u001b[32m'14416771056'\u001b[0m,\n",
        "                \u001b[33minputs\u001b[0m=\u001b[1;35mInputs\u001b[0m\u001b[1m(\u001b[0m\n",
        "                    \u001b[33mllm_api\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "                    \u001b[33mllm_output\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
        "                    \u001b[33minstructions\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "                    \u001b[33mprompt\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                    \u001b[33mmessages\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "                    \u001b[33mmsg_history\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "                    \u001b[33mprompt_params\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
        "                    \u001b[33mnum_reasks\u001b[0m=\u001b[1;36m0\u001b[0m,\n",
@@ -262,19 +412,167 @@
        "                        \u001b[1;35mValidatorLogs\u001b[0m\u001b[1m(\u001b[0m\n",
        "                            \u001b[33mvalidator_name\u001b[0m=\u001b[32m'RegexMatch'\u001b[0m,\n",
        "                            \u001b[33mregistered_name\u001b[0m=\u001b[32m'guardrails/regex_match'\u001b[0m,\n",
-       "                            \u001b[33minstance_id\u001b[0m=\u001b[1;36m4636712336\u001b[0m,\n",
+       "                            \u001b[33minstance_id\u001b[0m=\u001b[1;36m6127616944\u001b[0m,\n",
        "                            \u001b[33mproperty_path\u001b[0m=\u001b[32m'$'\u001b[0m,\n",
        "                            \u001b[33mvalue_before_validation\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
        "                            \u001b[33mvalue_after_validation\u001b[0m=\u001b[32m'Guardrails AI'\u001b[0m,\n",
        "                            \u001b[33mvalidation_result\u001b[0m=\u001b[1;35mPassResult\u001b[0m\u001b[1m(\u001b[0m\n",
        "                                \u001b[33moutcome\u001b[0m=\u001b[32m'pass'\u001b[0m,\n",
        "                                \u001b[33mvalue_override\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\n",
+       "\u001b[32m'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'\u001b[0m\u001b[39m>,\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m24\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m706666\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m24\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m790514\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33merror\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mexception\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[33minputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mCallInputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mllm_api\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mllm_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33minstructions\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mprompt\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mmsg_history\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mmessages\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mprompt_params\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mnum_reasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mfull_schema_reask\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mstream\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33margs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mkwargs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'api_key'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'****************************************************EnZS'\u001b[0m\u001b[1;39m}\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[33mexception\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m    \u001b[0m\u001b[1;35mCall\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[33mid\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555105232'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[33miterations\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[1;35mIteration\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mid\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555107312'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mindex\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mcall_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555105232'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33minputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mInputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mllm_api\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mllm_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33minstructions\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mprompt\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mmessages\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mmsg_history\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mprompt_params\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mnum_reasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mfull_schema_reask\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mstream\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33moutputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mOutputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mllm_response_info\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mLLMResponse\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mprompt_token_count\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mresponse_token_count\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33moutput\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstream_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33masync_stream_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mraw_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mparsed_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mvalidation_response\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mguarded_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mreasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mvalidator_logs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'RegexMatch'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/regex_match'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m6127616944\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m24\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m41\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m134226\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m24\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m41\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m204882\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33merror\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mexception\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[33minputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mCallInputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mllm_api\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mllm_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33minstructions\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mprompt\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mmsg_history\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mmessages\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mprompt_params\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mnum_reasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mfull_schema_reask\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mstream\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33margs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33mkwargs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'api_key'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'****************************************************EnZS'\u001b[0m\u001b[1;39m}\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[33mexception\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m    \u001b[0m\u001b[1;35mCall\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[33mid\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555109792'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m        \u001b[0m\u001b[33miterations\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[1;35mIteration\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mid\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555110912'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mindex\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mcall_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'14555109792'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33minputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mInputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mllm_api\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mllm_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33minstructions\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mprompt\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mmessages\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mmsg_history\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mprompt_params\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mnum_reasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mfull_schema_reask\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mstream\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33moutputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mOutputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mllm_response_info\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mLLMResponse\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mprompt_token_count\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mresponse_token_count\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33moutput\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstream_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33masync_stream_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mraw_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mparsed_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mvalidation_response\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mguarded_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mreasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mvalidator_logs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'RegexMatch'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/regex_match'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m6127616944\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Guardrails AI'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=\u001b[0m,\n",
        "                                \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "                                \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
        "                            \u001b[1m)\u001b[0m,\n",
-       "                            \u001b[33mstart_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m6\u001b[0m, \u001b[1;36m27\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m20\u001b[0m, \u001b[1;36m649099\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "                            \u001b[33mend_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m6\u001b[0m, \u001b[1;36m27\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m20\u001b[0m, \u001b[1;36m651227\u001b[0m\u001b[1m)\u001b[0m\n",
+       "                            \u001b[33mstart_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m25\u001b[0m, \u001b[1;36m46\u001b[0m, \u001b[1;36m566512\u001b[0m\u001b[1m)\u001b[0m,\n",
+       "                            \u001b[33mend_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m25\u001b[0m, \u001b[1;36m46\u001b[0m, \u001b[1;36m637393\u001b[0m\u001b[1m)\u001b[0m\n",
        "                        \u001b[1m)\u001b[0m\n",
        "                    \u001b[1m]\u001b[0m,\n",
        "                    \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
@@ -288,13 +586,14 @@
        "            \u001b[33minstructions\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "            \u001b[33mprompt\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "            \u001b[33mmsg_history\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "            \u001b[33mmessages\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "            \u001b[33mprompt_params\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
        "            \u001b[33mnum_reasks\u001b[0m=\u001b[1;36m0\u001b[0m,\n",
        "            \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
        "            \u001b[33mfull_schema_reask\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n",
        "            \u001b[33mstream\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n",
        "            \u001b[33margs\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "            \u001b[33mkwargs\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'api_key'\u001b[0m: \u001b[32m'***********************************************69ck'\u001b[0m\u001b[1m}\u001b[0m\n",
+       "            \u001b[33mkwargs\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'api_key'\u001b[0m: \u001b[32m'****************************************************EnZS'\u001b[0m\u001b[1m}\u001b[0m\n",
        "        \u001b[1m)\u001b[0m,\n",
        "        \u001b[33mexception\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
        "    \u001b[1m)\u001b[0m\n",
@@ -312,7 +611,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -326,7 +625,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/guardrails_with_chat_models.ipynb b/docs/examples/guardrails_with_chat_models.ipynb
index e5d93c12a..a9d89d002 100644
--- a/docs/examples/guardrails_with_chat_models.ipynb
+++ b/docs/examples/guardrails_with_chat_models.ipynb
@@ -62,14 +62,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/dtam/.pyenv/versions/3.12.1/lib/python3.12/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
       "  warnings.warn(\"get_text_range() call with default params will be implicitly redirected to get_text_bounded()\")\n"
      ]
     },
@@ -119,24 +119,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Step 1: Create the RAIL Spec with `` tags\n",
+    "## Step 1: Create the RAIL Spec with `` tags\n",
     "\n",
-    "In order to use Guardrails with a chat model, we need to add `` tags to the RAIL spec. These tags will be used to generate the system message for the chat model.\n",
+    "In order to use Guardrails with a chat model, we need to add `` tags to the RAIL spec. Here's an example illustrating the differences using a system message and user messages.\n",
     "\n",
-    "Ordinarily, everything that is contained in the `` tag will be split across `` and `` tags. Here's an example illustrating the differences.\n",
     "\n",
-    "\n",
-    "=== \"RAIL Spec with instruction tag\"\n",
+    "=== \"RAIL Spec with system role message\"\n",
     "\n",
     "    ```xml\n",
-    "    \n",
+    "    \n",
+    "    \n",
     "    You are a helpful assistant only capable of communicating with valid JSON, and no other text.\n",
     "\n",
     "    ${gr.json_suffix_prompt_examples}\n",
-    "    \n",
-    "\n",
-    "\n",
-    "    \n",
+    "    \n",
+    "    \n",
     "    Given the following document, answer the following questions. If the answer doesn't exist in the document, enter \n",
     "    `null`.\n",
     "\n",
@@ -147,10 +144,11 @@
     "    ${gr.xml_prefix_prompt}\n",
     "\n",
     "    ${output_schema}\n",
-    "    \n",
+    "    \n",
+    "    \n",
     "    ```\n",
     "\n",
-    "=== \"Pydantic with instructions\"\n",
+    "=== \"Pydantic with messages\"\n",
     "    ```py\n",
     "    instructions = \"\"\"You are a helpful assistant only capable of communicating with valid JSON, and no other text.\n",
     "\n",
@@ -167,10 +165,11 @@
     "    ${output_schema}\"\"\"\n",
     "    ```\n",
     "\n",
-    "=== \"RAIL Spec without instruction tag\"\n",
+    "=== \"RAIL Spec without user message\"\n",
     "    \n",
     "    ```xml\n",
-    "    \n",
+    "    \n",
+    "    \n",
     "    Given the following document, answer the following questions. If the answer doesn't exist in the document, enter `null`.\n",
     "\n",
     "    ${document}\n",
@@ -180,7 +179,8 @@
     "    ${output_schema}\n",
     "\n",
     "    ${gr.json_suffix_prompt_v2_wo_none}\n",
-    "    \n",
+    "    \n",
+    "    \n",
     "    ```\n",
     "\n",
     "=== \"Pydantic without instructions\"\n",
@@ -253,7 +253,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -273,15 +273,13 @@
     "    \n",
     "\n",
     "\n",
-    "\n",
-    "\n",
+    "\n",
+    "    \n",
     "You are a helpful assistant only capable of communicating with valid JSON, and no other text.\n",
     "\n",
     "${gr.json_suffix_prompt_examples}\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
+    "    \n",
+    "    \n",
     "Given the following document, answer the following questions. If the answer doesn't exist in the document, enter \n",
     "`null`.\n",
     "\n",
@@ -292,7 +290,8 @@
     "${gr.xml_prefix_prompt}\n",
     "\n",
     "${output_schema}\n",
-    "\n",
+    "    \n",
+    "\n",
     "\n",
     "\n",
     "\"\"\""
@@ -307,18 +306,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/dtam/.pyenv/versions/3.12.1/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
-      "  from tqdm.autonotebook import tqdm, trange\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from guardrails.hub import LowerCase, TwoWords, OneLine\n",
     "from pydantic import BaseModel, Field\n",
@@ -367,7 +357,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -383,7 +373,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -399,9 +389,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "# Add your OPENAI_API_KEY as an environment variable if it's not already set\n",
     "# import os\n",
@@ -425,7 +424,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -735,7 +734,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.iterations.last.inputs.msg_history[0][\"content\"])"
+    "print(guard.history.last.iterations.last.inputs.messages[0][\"content\"])"
    ]
   },
   {
@@ -749,7 +748,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -763,7 +762,7 @@
        "            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or amount \n",
        "selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee of 1.72% of \n",
        "the amount of each eligible purchase transaction or amount selected to create a My Chase Plan.',\n",
-       "            'value': 0.0\n",
+       "            'value': 1.72\n",
        "        },\n",
        "        {\n",
        "            'name': 'balance transfers',\n",
@@ -804,7 +803,7 @@
        "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\n",
        "\u001b[32mselected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee of 1.72% of \u001b[0m\n",
        "\u001b[32mthe amount of each eligible purchase transaction or amount selected to create a My Chase Plan.'\u001b[0m,\n",
-       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\n",
+       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m1.72\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'balance transfers'\u001b[0m,\n",
@@ -846,7 +845,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -854,10 +853,7 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
        "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
        "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
        "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
@@ -1057,7 +1053,7 @@
        "    │ │ selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee   │ │\n",
        "    │ │ of 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase    │ │\n",
        "    │ │ Plan.\",                                                                                                 │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 1.72                                                                                     │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"balance transfers\",                                                                      │ │\n",
@@ -1122,7 +1118,7 @@
        "    │ │ amount selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that,        │ │\n",
        "    │ │ monthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a │ │\n",
        "    │ │ My Chase Plan.',                                                                                        │ │\n",
-       "    │ │             'value': 0.0                                                                                │ │\n",
+       "    │ │             'value': 1.72                                                                               │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'name': 'balance transfers',                                                                │ │\n",
@@ -1159,10 +1155,7 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
@@ -1362,7 +1355,7 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mselected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPlan.\",\u001b[0m\u001b[48;2;245;245;220m                                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 1.72\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"balance transfers\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1427,7 +1420,7 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mamount selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mmonthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mMy Chase Plan.',\u001b[0m\u001b[48;2;240;255;240m                                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 1.72\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'balance transfers',\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1461,7 +1454,7 @@
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1473,7 +1466,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "tiff-env",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -1487,7 +1480,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/examples/input_validation.ipynb b/docs/examples/input_validation.ipynb
index df7f50b7d..c7535a611 100644
--- a/docs/examples/input_validation.ipynb
+++ b/docs/examples/input_validation.ipynb
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {
     "is_executing": true
    },
@@ -48,12 +48,15 @@
     "\n",
     "rail_spec = \"\"\"\n",
     "\n",
-    "\n",
+    "\n",
     "This is not two words\n",
-    "\n",
+    "\n",
+    "\n",
+    "\n",
     "\n",
     "\n",
     "\n",
@@ -73,11 +76,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {
     "is_executing": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n",
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "from guardrails.errors import ValidationError\n",
     "\n",
@@ -111,6 +125,14 @@
      "text": [
       "Validation failed for field with errors: Value must be exactly two words\n"
      ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
     }
    ],
    "source": [
@@ -124,12 +146,12 @@
     "\n",
     "\n",
     "guard = Guard.for_pydantic(Pet)\n",
-    "guard.use(TwoWords(on_fail=\"exception\"), on=\"prompt\")\n",
+    "guard.use(TwoWords(on_fail=\"exception\"), on=\"messages\")\n",
     "\n",
     "try:\n",
     "    guard(\n",
     "        model=\"gpt-4o\",\n",
-    "        prompt=\"This is not two words\",\n",
+    "        messages=[{\"role\":\"user\",\"content\":\"This is not two words\"}],\n",
     "    )\n",
     "except ValidationError as e:\n",
     "    print(e)"
@@ -138,7 +160,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -152,7 +174,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/json_function_calling_tools.ipynb b/docs/examples/json_function_calling_tools.ipynb
index ebb7a8bae..136d7870c 100644
--- a/docs/examples/json_function_calling_tools.ipynb
+++ b/docs/examples/json_function_calling_tools.ipynb
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -48,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -225,9 +225,105 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
[\n",
+       "    {\n",
+       "        'type': 'function',\n",
+       "        'function': {\n",
+       "            'name': 'gd_response_tool',\n",
+       "            'description': 'A tool for generating responses to guardrails. It must be called last in every \n",
+       "response.',\n",
+       "            'parameters': {\n",
+       "                'properties': {\n",
+       "                    'deliveries': {\n",
+       "                        'items': {\n",
+       "                            'properties': {\n",
+       "                                'customer_name': {'type': 'string', 'description': 'customer name'},\n",
+       "                                'pickup_time': {'type': 'string', 'description': 'date and time of pickup'},\n",
+       "                                'pickup_location': {'type': 'string', 'description': 'address of pickup'},\n",
+       "                                'dropoff_time': {'type': 'string', 'description': 'date and time of dropoff'},\n",
+       "                                'dropoff_location': {'type': 'string', 'description': 'address of dropoff'},\n",
+       "                                'price': {\n",
+       "                                    'type': 'string',\n",
+       "                                    'description': 'price of delivery with currency symbol included'\n",
+       "                                }\n",
+       "                            },\n",
+       "                            'required': [\n",
+       "                                'customer_name',\n",
+       "                                'pickup_time',\n",
+       "                                'pickup_location',\n",
+       "                                'dropoff_time',\n",
+       "                                'dropoff_location',\n",
+       "                                'price'\n",
+       "                            ],\n",
+       "                            'type': 'object'\n",
+       "                        },\n",
+       "                        'type': 'array'\n",
+       "                    }\n",
+       "                },\n",
+       "                'required': ['deliveries'],\n",
+       "                'type': 'object'\n",
+       "            },\n",
+       "            'required': ['deliveries']\n",
+       "        }\n",
+       "    }\n",
+       "]\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1m[\u001b[0m\n",
+       "    \u001b[1m{\u001b[0m\n",
+       "        \u001b[32m'type'\u001b[0m: \u001b[32m'function'\u001b[0m,\n",
+       "        \u001b[32m'function'\u001b[0m: \u001b[1m{\u001b[0m\n",
+       "            \u001b[32m'name'\u001b[0m: \u001b[32m'gd_response_tool'\u001b[0m,\n",
+       "            \u001b[32m'description'\u001b[0m: \u001b[32m'A tool for generating responses to guardrails. It must be called last in every \u001b[0m\n",
+       "\u001b[32mresponse.'\u001b[0m,\n",
+       "            \u001b[32m'parameters'\u001b[0m: \u001b[1m{\u001b[0m\n",
+       "                \u001b[32m'properties'\u001b[0m: \u001b[1m{\u001b[0m\n",
+       "                    \u001b[32m'deliveries'\u001b[0m: \u001b[1m{\u001b[0m\n",
+       "                        \u001b[32m'items'\u001b[0m: \u001b[1m{\u001b[0m\n",
+       "                            \u001b[32m'properties'\u001b[0m: \u001b[1m{\u001b[0m\n",
+       "                                \u001b[32m'customer_name'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'string'\u001b[0m, \u001b[32m'description'\u001b[0m: \u001b[32m'customer name'\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "                                \u001b[32m'pickup_time'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'string'\u001b[0m, \u001b[32m'description'\u001b[0m: \u001b[32m'date and time of pickup'\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "                                \u001b[32m'pickup_location'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'string'\u001b[0m, \u001b[32m'description'\u001b[0m: \u001b[32m'address of pickup'\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "                                \u001b[32m'dropoff_time'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'string'\u001b[0m, \u001b[32m'description'\u001b[0m: \u001b[32m'date and time of dropoff'\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "                                \u001b[32m'dropoff_location'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'type'\u001b[0m: \u001b[32m'string'\u001b[0m, \u001b[32m'description'\u001b[0m: \u001b[32m'address of dropoff'\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "                                \u001b[32m'price'\u001b[0m: \u001b[1m{\u001b[0m\n",
+       "                                    \u001b[32m'type'\u001b[0m: \u001b[32m'string'\u001b[0m,\n",
+       "                                    \u001b[32m'description'\u001b[0m: \u001b[32m'price of delivery with currency symbol included'\u001b[0m\n",
+       "                                \u001b[1m}\u001b[0m\n",
+       "                            \u001b[1m}\u001b[0m,\n",
+       "                            \u001b[32m'required'\u001b[0m: \u001b[1m[\u001b[0m\n",
+       "                                \u001b[32m'customer_name'\u001b[0m,\n",
+       "                                \u001b[32m'pickup_time'\u001b[0m,\n",
+       "                                \u001b[32m'pickup_location'\u001b[0m,\n",
+       "                                \u001b[32m'dropoff_time'\u001b[0m,\n",
+       "                                \u001b[32m'dropoff_location'\u001b[0m,\n",
+       "                                \u001b[32m'price'\u001b[0m\n",
+       "                            \u001b[1m]\u001b[0m,\n",
+       "                            \u001b[32m'type'\u001b[0m: \u001b[32m'object'\u001b[0m\n",
+       "                        \u001b[1m}\u001b[0m,\n",
+       "                        \u001b[32m'type'\u001b[0m: \u001b[32m'array'\u001b[0m\n",
+       "                    \u001b[1m}\u001b[0m\n",
+       "                \u001b[1m}\u001b[0m,\n",
+       "                \u001b[32m'required'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'deliveries'\u001b[0m\u001b[1m]\u001b[0m,\n",
+       "                \u001b[32m'type'\u001b[0m: \u001b[32m'object'\u001b[0m\n",
+       "            \u001b[1m}\u001b[0m,\n",
+       "            \u001b[32m'required'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'deliveries'\u001b[0m\u001b[1m]\u001b[0m\n",
+       "        \u001b[1m}\u001b[0m\n",
+       "    \u001b[1m}\u001b[0m\n",
+       "\u001b[1m]\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "rail = \"\"\"\n",
     "\n",
@@ -257,20 +353,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
        "
ValidationOutcome(\n",
-       "    call_id='4586524096',\n",
+       "    call_id='13988399296',\n",
        "    raw_llm_output='{\"deliveries\":[{\"custome_name\":\"nelson and murdock\",\"pickup_time\":\"June 3 \n",
        "10:00am\",\"pickup_location\":\"797 9th Avenue\",\"dropoff_time\":\"June 3 10:30am\",\"dropoff_location\":\"Courthouse, 61 \n",
        "Center Street C/O frank james\",\"price\":\"$23.00\"},{\"custome_name\":\"abc flowers\",\"pickup_time\":\"June 2 \n",
        "11:00am\",\"pickup_location\":\"21 3rd street\",\"dropoff_time\":\"June 2 5:30pm\",\"dropoff_location\":\"75th \n",
        "Ave\",\"price\":\"$14.50\"},{\"custome_name\":\"polk and wardell\",\"pickup_time\":\"June 3 11:00am\",\"pickup_location\":\"331 5th\n",
        "street\",\"dropoff_time\":\"June 3 5:30pm\",\"dropoff_location\":\"75th Ave\",\"price\":\"$34.50\"}]}',\n",
+       "    validation_summaries=[\n",
+       "        ValidationSummary(\n",
+       "            validator_name='RegexMatch',\n",
+       "            validator_status='fail',\n",
+       "            property_path='$.deliveries.0.custome_name',\n",
+       "            failure_reason='Result must match ^[A-Z][a-z]+\\\\s[A-Z][a-z]+$',\n",
+       "            error_spans=None\n",
+       "        ),\n",
+       "        ValidationSummary(\n",
+       "            validator_name='RegexMatch',\n",
+       "            validator_status='fail',\n",
+       "            property_path='$.deliveries.1.custome_name',\n",
+       "            failure_reason='Result must match ^[A-Z][a-z]+\\\\s[A-Z][a-z]+$',\n",
+       "            error_spans=None\n",
+       "        ),\n",
+       "        ValidationSummary(\n",
+       "            validator_name='RegexMatch',\n",
+       "            validator_status='fail',\n",
+       "            property_path='$.deliveries.2.custome_name',\n",
+       "            failure_reason='Result must match ^[A-Z][a-z]+\\\\s[A-Z][a-z]+$',\n",
+       "            error_spans=None\n",
+       "        )\n",
+       "    ],\n",
        "    validated_output={\n",
        "        'deliveries': [\n",
        "            {\n",
@@ -307,13 +434,36 @@
       ],
       "text/plain": [
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-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'4586524096'\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'13988399296'\u001b[0m,\n",
        "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"deliveries\":\u001b[0m\u001b[32m[\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"custome_name\":\"nelson and murdock\",\"pickup_time\":\"June 3 \u001b[0m\n",
        "\u001b[32m10:00am\",\"pickup_location\":\"797 9th Avenue\",\"dropoff_time\":\"June 3 10:30am\",\"dropoff_location\":\"Courthouse, 61 \u001b[0m\n",
        "\u001b[32mCenter Street C/O frank james\",\"price\":\"$23.00\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m,\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"custome_name\":\"abc flowers\",\"pickup_time\":\"June 2 \u001b[0m\n",
        "\u001b[32m11:00am\",\"pickup_location\":\"21 3rd street\",\"dropoff_time\":\"June 2 5:30pm\",\"dropoff_location\":\"75th \u001b[0m\n",
        "\u001b[32mAve\",\"price\":\"$14.50\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m,\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"custome_name\":\"polk and wardell\",\"pickup_time\":\"June 3 11:00am\",\"pickup_location\":\"331 5th\u001b[0m\n",
        "\u001b[32mstreet\",\"dropoff_time\":\"June 3 5:30pm\",\"dropoff_location\":\"75th Ave\",\"price\":\"$34.50\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m]\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
+       "    \u001b[33mvalidation_summaries\u001b[0m=\u001b[1m[\u001b[0m\n",
+       "        \u001b[1;35mValidationSummary\u001b[0m\u001b[1m(\u001b[0m\n",
+       "            \u001b[33mvalidator_name\u001b[0m=\u001b[32m'RegexMatch'\u001b[0m,\n",
+       "            \u001b[33mvalidator_status\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
+       "            \u001b[33mproperty_path\u001b[0m=\u001b[32m'$.deliveries.0.custome_name'\u001b[0m,\n",
+       "            \u001b[33mfailure_reason\u001b[0m=\u001b[32m'Result must match ^\u001b[0m\u001b[32m[\u001b[0m\u001b[32mA-Z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m[\u001b[0m\u001b[32ma-z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m+\\\\s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mA-Z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m[\u001b[0m\u001b[32ma-z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m+$'\u001b[0m,\n",
+       "            \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "        \u001b[1m)\u001b[0m,\n",
+       "        \u001b[1;35mValidationSummary\u001b[0m\u001b[1m(\u001b[0m\n",
+       "            \u001b[33mvalidator_name\u001b[0m=\u001b[32m'RegexMatch'\u001b[0m,\n",
+       "            \u001b[33mvalidator_status\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
+       "            \u001b[33mproperty_path\u001b[0m=\u001b[32m'$.deliveries.1.custome_name'\u001b[0m,\n",
+       "            \u001b[33mfailure_reason\u001b[0m=\u001b[32m'Result must match ^\u001b[0m\u001b[32m[\u001b[0m\u001b[32mA-Z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m[\u001b[0m\u001b[32ma-z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m+\\\\s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mA-Z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m[\u001b[0m\u001b[32ma-z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m+$'\u001b[0m,\n",
+       "            \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "        \u001b[1m)\u001b[0m,\n",
+       "        \u001b[1;35mValidationSummary\u001b[0m\u001b[1m(\u001b[0m\n",
+       "            \u001b[33mvalidator_name\u001b[0m=\u001b[32m'RegexMatch'\u001b[0m,\n",
+       "            \u001b[33mvalidator_status\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
+       "            \u001b[33mproperty_path\u001b[0m=\u001b[32m'$.deliveries.2.custome_name'\u001b[0m,\n",
+       "            \u001b[33mfailure_reason\u001b[0m=\u001b[32m'Result must match ^\u001b[0m\u001b[32m[\u001b[0m\u001b[32mA-Z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m[\u001b[0m\u001b[32ma-z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m+\\\\s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mA-Z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m[\u001b[0m\u001b[32ma-z\u001b[0m\u001b[32m]\u001b[0m\u001b[32m+$'\u001b[0m,\n",
+       "            \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "        \u001b[1m)\u001b[0m\n",
+       "    \u001b[1m]\u001b[0m,\n",
        "    \u001b[33mvalidated_output\u001b[0m=\u001b[1m{\u001b[0m\n",
        "        \u001b[32m'deliveries'\u001b[0m: \u001b[1m[\u001b[0m\n",
        "            \u001b[1m{\u001b[0m\n",
@@ -359,7 +509,6 @@
     "\n",
     "response = pydantic_guard(\n",
     "    model=\"gpt-4o\",\n",
-    "    instructions=\"You are a helpful assistant.\",\n",
     "    messages=[{\"role\":\"user\", \"content\": prompt}],\n",
     "    prompt_params={\"chat_history\": chat_history},\n",
     "    tools=pydantic_guard_tools,\n",
@@ -371,7 +520,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -379,32 +528,30 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ From the chat exchanges below extract a schedule of deliveries.                                         │ │\n",
-       "    │ │ Chats:                                                                                                  │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ nelson and murdock: i need a pickup 797 9th Avenue, manila envelope, June 3 10:00am with dropoff        │ │\n",
-       "    │ │ 10:30am Courthouse, 61 Center Street C/O frank james                                                    │ │\n",
-       "    │ │ operator: quote - $23.00                                                                                │ │\n",
-       "    │ │ neslon and murdock: perfect, we accept the quote                                                        │ │\n",
-       "    │ │ operator: 797 9th ave, 10:00am pickup comfirmed                                                         │ │\n",
-       "    │ │ abc flowers: i need a pickup of a flowers from abc flowers at 21 3rd street at 11:00am on june 2 with a │ │\n",
-       "    │ │ dropoff at 75th Ave at 5:30pm same day                                                                  │ │\n",
-       "    │ │ operator: 21 3rd street flowers quote - $14.50                                                          │ │\n",
-       "    │ │ abc flowers: accepted                                                                                   │ │\n",
-       "    │ │ polk and wardell: i need a pickup of a bagels from Bakers Co at 331 5th street at 11:00am on june 3     │ │\n",
-       "    │ │ with a dropoff at 75th Ave at 5:30pm same day                                                           │ │\n",
-       "    │ │ operator: 331 5th street bagels quote - $34.50                                                          │ │\n",
-       "    │ │ polk and wardell: accepted                                                                              │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮ │\n",
-       "    │ │ You are a helpful assistant.                                                                            │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ user │                                                                                              │ │ │\n",
+       "    │ │ │      │ From the chat exchanges below extract a schedule of deliveries.                              │ │ │\n",
+       "    │ │ │      │ Chats:                                                                                       │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ nelson and murdock: i need a pickup 797 9th Avenue, manila envelope, June 3 10:00am with     │ │ │\n",
+       "    │ │ │      │ dropoff 10:30am Courthouse, 61 Center Street C/O frank james                                 │ │ │\n",
+       "    │ │ │      │ operator: quote - $23.00                                                                     │ │ │\n",
+       "    │ │ │      │ neslon and murdock: perfect, we accept the quote                                             │ │ │\n",
+       "    │ │ │      │ operator: 797 9th ave, 10:00am pickup comfirmed                                              │ │ │\n",
+       "    │ │ │      │ abc flowers: i need a pickup of a flowers from abc flowers at 21 3rd street at 11:00am on    │ │ │\n",
+       "    │ │ │      │ june 2 with a dropoff at 75th Ave at 5:30pm same day                                         │ │ │\n",
+       "    │ │ │      │ operator: 21 3rd street flowers quote - $14.50                                               │ │ │\n",
+       "    │ │ │      │ abc flowers: accepted                                                                        │ │ │\n",
+       "    │ │ │      │ polk and wardell: i need a pickup of a bagels from Bakers Co at 331 5th street at 11:00am on │ │ │\n",
+       "    │ │ │      │ june 3 with a dropoff at 75th Ave at 5:30pm same day                                         │ │ │\n",
+       "    │ │ │      │ operator: 331 5th street bagels quote - $34.50                                               │ │ │\n",
+       "    │ │ │      │ polk and wardell: accepted                                                                   │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ {\"deliveries\":[{\"custome_name\":\"nelson and murdock\",\"pickup_time\":\"June 3                               │ │\n",
@@ -452,32 +599,30 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mFrom the chat exchanges below extract a schedule of deliveries.\u001b[0m\u001b[48;2;240;248;255m                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mChats:\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mnelson and murdock: i need a pickup 797 9th Avenue, manila envelope, June 3 10:00am with dropoff \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m10:30am Courthouse, 61 Center Street C/O frank james\u001b[0m\u001b[48;2;240;248;255m                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255moperator: quote - $23.00\u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mneslon and murdock: perfect, we accept the quote\u001b[0m\u001b[48;2;240;248;255m                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255moperator: 797 9th ave, 10:00am pickup comfirmed\u001b[0m\u001b[48;2;240;248;255m                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mabc flowers: i need a pickup of a flowers from abc flowers at 21 3rd street at 11:00am on june 2 with a\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mdropoff at 75th Ave at 5:30pm same day\u001b[0m\u001b[48;2;240;248;255m                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255moperator: 21 3rd street flowers quote - $14.50\u001b[0m\u001b[48;2;240;248;255m                                                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mabc flowers: accepted\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mpolk and wardell: i need a pickup of a bagels from Bakers Co at 331 5th street at 11:00am on june 3 \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwith a dropoff at 75th Ave at 5:30pm same day\u001b[0m\u001b[48;2;240;248;255m                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255moperator: 331 5th street bagels quote - $34.50\u001b[0m\u001b[48;2;240;248;255m                                                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mpolk and wardell: accepted\u001b[0m\u001b[48;2;240;248;255m                                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╭─\u001b[0m\u001b[48;2;255;240;242m────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m Instructions \u001b[0m\u001b[48;2;255;240;242m─────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mYou are a helpful assistant.\u001b[0m\u001b[48;2;255;240;242m                                                                           \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mFrom the chat exchanges below extract a schedule of deliveries.                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mChats:                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mnelson and murdock: i need a pickup 797 9th Avenue, manila envelope, June 3 10:00am with    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mdropoff 10:30am Courthouse, 61 Center Street C/O frank james                                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235moperator: quote - $23.00                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mneslon and murdock: perfect, we accept the quote                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235moperator: 797 9th ave, 10:00am pickup comfirmed                                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mabc flowers: i need a pickup of a flowers from abc flowers at 21 3rd street at 11:00am on   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mjune 2 with a dropoff at 75th Ave at 5:30pm same day                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235moperator: 21 3rd street flowers quote - $14.50                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mabc flowers: accepted                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mpolk and wardell: i need a pickup of a bagels from Bakers Co at 331 5th street at 11:00am on\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mjune 3 with a dropoff at 75th Ave at 5:30pm same day                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235moperator: 331 5th street bagels quote - $34.50                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mpolk and wardell: accepted                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"deliveries\":[{\"custome_name\":\"nelson and murdock\",\"pickup_time\":\"June 3 \u001b[0m\u001b[48;2;245;245;220m                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -522,7 +667,7 @@
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -539,7 +684,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -553,7 +698,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/lite_llm_defaults.ipynb b/docs/examples/lite_llm_defaults.ipynb
index acddd90fa..b173f9cde 100644
--- a/docs/examples/lite_llm_defaults.ipynb
+++ b/docs/examples/lite_llm_defaults.ipynb
@@ -22,20 +22,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
        "
ValidationOutcome(\n",
-       "    call_id='6112958560',\n",
-       "    raw_llm_output=\"As of my last update in 2023, Jupiter has 95 confirmed moons. The number of known moons can \n",
-       "change as new moons are discovered and confirmed, so it's always a good idea to check the latest information from \n",
-       "reliable sources such as NASA or other astronomical organizations.\",\n",
-       "    validated_output=\"As of my last update in 2023, Jupiter has 95 confirmed moons. The number of known moons can \n",
-       "change as new moons are discovered and confirmed, so it's always a good idea to check the latest information from \n",
-       "reliable sources such as NASA or other astronomical organizations.\",\n",
+       "    call_id='14256398304',\n",
+       "    raw_llm_output=\"As of the latest data available, Jupiter has 95 confirmed moons. This number can change as new \n",
+       "moons are discovered and confirmed by astronomers. Jupiter's largest moons, known as the Galilean moons, are Io, \n",
+       "Europa, Ganymede, and Callisto.\",\n",
+       "    validation_summaries=[],\n",
+       "    validated_output=\"As of the latest data available, Jupiter has 95 confirmed moons. This number can change as \n",
+       "new moons are discovered and confirmed by astronomers. Jupiter's largest moons, known as the Galilean moons, are \n",
+       "Io, Europa, Ganymede, and Callisto.\",\n",
        "    reask=None,\n",
        "    validation_passed=True,\n",
        "    error=None\n",
@@ -44,13 +53,14 @@
       ],
       "text/plain": [
        "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'6112958560'\u001b[0m,\n",
-       "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m\"As\u001b[0m\u001b[32m of my last update in 2023, Jupiter has 95 confirmed moons. The number of known moons can \u001b[0m\n",
-       "\u001b[32mchange as new moons are discovered and confirmed, so it's always a good idea to check the latest information from \u001b[0m\n",
-       "\u001b[32mreliable sources such as NASA or other astronomical organizations.\"\u001b[0m,\n",
-       "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m\"As\u001b[0m\u001b[32m of my last update in 2023, Jupiter has 95 confirmed moons. The number of known moons can \u001b[0m\n",
-       "\u001b[32mchange as new moons are discovered and confirmed, so it's always a good idea to check the latest information from \u001b[0m\n",
-       "\u001b[32mreliable sources such as NASA or other astronomical organizations.\"\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14256398304'\u001b[0m,\n",
+       "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m\"As\u001b[0m\u001b[32m of the latest data available, Jupiter has 95 confirmed moons. This number can change as new \u001b[0m\n",
+       "\u001b[32mmoons are discovered and confirmed by astronomers. Jupiter's largest moons, known as the Galilean moons, are Io, \u001b[0m\n",
+       "\u001b[32mEuropa, Ganymede, and Callisto.\"\u001b[0m,\n",
+       "    \u001b[33mvalidation_summaries\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
+       "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m\"As\u001b[0m\u001b[32m of the latest data available, Jupiter has 95 confirmed moons. This number can change as \u001b[0m\n",
+       "\u001b[32mnew moons are discovered and confirmed by astronomers. Jupiter's largest moons, known as the Galilean moons, are \u001b[0m\n",
+       "\u001b[32mIo, Europa, Ganymede, and Callisto.\"\u001b[0m,\n",
        "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "    \u001b[33mvalidation_passed\u001b[0m=\u001b[3;92mTrue\u001b[0m,\n",
        "    \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
@@ -74,8 +84,6 @@
     "\n",
     "response = guard(\n",
     "    model=\"gpt-4o\",\n",
-    "    instructions=\"You are a helpful assistant.\",\n",
-    "    prompt=\"How many moons does jupiter have?\",\n",
     "    messages=[{\n",
     "        \"role\": \"system\",\n",
     "        \"content\": \"You are a helpful assistant.\"\n",
@@ -91,7 +99,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -105,7 +113,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/no_secrets_in_generated_text.ipynb b/docs/examples/no_secrets_in_generated_text.ipynb
index ec82302c0..77b595111 100644
--- a/docs/examples/no_secrets_in_generated_text.ipynb
+++ b/docs/examples/no_secrets_in_generated_text.ipynb
@@ -93,13 +93,14 @@
     "    \n",
     "\n",
     "\n",
-    "\n",
-    "\n",
+    "\n",
+    "\n",
     "\n",
     "How do I use OpenAI's Completion API?\n",
     "\n",
     "${gr.complete_xml_suffix}\n",
-    "\n",
+    "\n",
+    "\n",
     "\n",
     "\n",
     "\n",
@@ -212,16 +213,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "# Set your OPENAI_API_KEY as an environment variable\n",
     "# import os\n",
     "# os.environ[\"OPENAI_API_KEY\"] = \"YOUR_API_KEY\"\n",
     "\n",
     "raw_llm_response, validated_response, *rest = guard(\n",
-    "   model=\"gpt-3.5-turbo-instruct\",\n",
+    "   model=\"gpt-4o-mini\",\n",
     "   max_tokens=3548,\n",
     "   temperature=0,\n",
     "   messages=[{\"role\":\"user\", \"content\": prompt}],\n",
@@ -302,7 +312,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.iterations.first.inputs.msg_history[0][\"content\"])"
+    "print(guard.history.last.iterations.first.inputs.messages[0][\"content\"])"
    ]
   },
   {
@@ -314,15 +324,17 @@
      "data": {
       "text/html": [
        "
{\n",
-       "    'api_help': 'curl -X POST -H \"Content-Type: application/json\" -H \"Authorization: Bearer YOUR_API_KEY\" -d \n",
-       "\\'{\"prompt\": \"The quick brown fox\", \"max_tokens\": 5}\\' \"https://api.openai.com/v1/engines/davinci/completions\"'\n",
+       "    'api_help': 'curl https://api.openai.com/v1/completions -H \\'Content-Type: application/json\\' -H \n",
+       "\\'Authorization: Bearer YOUR_API_KEY\\' -d \\'{\"model\": \"text-davinci-003\", \"prompt\": \"Once upon a time\", \n",
+       "\"max_tokens\": 50}\\''\n",
        "}\n",
        "
\n"
       ],
       "text/plain": [
        "\u001b[1m{\u001b[0m\n",
-       "    \u001b[32m'api_help'\u001b[0m: \u001b[32m'curl -X POST -H \"Content-Type: application/json\" -H \"Authorization: Bearer YOUR_API_KEY\" -d \u001b[0m\n",
-       "\u001b[32m\\'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"prompt\": \"The quick brown fox\", \"max_tokens\": 5\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\' \"https://api.openai.com/v1/engines/davinci/completions\"'\u001b[0m\n",
+       "    \u001b[32m'api_help'\u001b[0m: \u001b[32m'curl https://api.openai.com/v1/completions -H \\'Content-Type: application/json\\' -H \u001b[0m\n",
+       "\u001b[32m\\'Authorization: Bearer YOUR_API_KEY\\' -d \\'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"model\": \"text-davinci-003\", \"prompt\": \"Once upon a time\", \u001b[0m\n",
+       "\u001b[32m\"max_tokens\": 50\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\''\u001b[0m\n",
        "\u001b[1m}\u001b[0m\n"
       ]
      },
@@ -343,143 +355,53 @@
      "data": {
       "text/html": [
        "
Logs\n",
-       "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "│   │ │ No prompt                                                                                               │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "│   │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
-       "│   │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
-       "│   │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
-       "│   │ │ │ user │                                                                                              │ │ │\n",
-       "│   │ │ │      │                                                                                              │ │ │\n",
-       "│   │ │ │      │ How do I use OpenAI's Completion API?                                                        │ │ │\n",
-       "│   │ │ │      │                                                                                              │ │ │\n",
-       "│   │ │ │      │                                                                                              │ │ │\n",
-       "│   │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
-       "│   │ │ │      │ to extract it into.                                                                          │ │ │\n",
-       "│   │ │ │      │                                                                                              │ │ │\n",
-       "│   │ │ │      │ <output>                                                                                     │ │ │\n",
-       "│   │ │ │      │   <string description=\"Show an example curl command for using openai Completion API\"         │ │ │\n",
-       "│   │ │ │      │ format=\"no-code-secrets\" name=\"api_help\" required=\"true\"></string>                           │ │ │\n",
-       "│   │ │ │      │ </output>                                                                                    │ │ │\n",
-       "│   │ │ │      │                                                                                              │ │ │\n",
-       "│   │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
-       "│   │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
-       "│   │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
-       "│   │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
-       "│   │ │ │      │ correct and concise. If you are unsure anywhere, enter `null`.                               │ │ │\n",
-       "│   │ │ │      │                                                                                              │ │ │\n",
-       "│   │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
-       "│   │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
-       "│   │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
-       "│   │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
-       "│   │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
-       "│   │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
-       "│   │ │ │      │ 1}}`                                                                                         │ │ │\n",
-       "│   │ │ │      │                                                                                              │ │ │\n",
-       "│   │ │ │      │                                                                                              │ │ │\n",
-       "│   │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "│   │ │ {                                                                                                       │ │\n",
-       "│   │ │   \"api_help\": {                                                                                         │ │\n",
-       "│   │ │     \"description\": \"Show an example curl command for using openai Completion API\",                      │ │\n",
-       "│   │ │     \"format\": \"no-code-secrets\",                                                                        │ │\n",
-       "│   │ │     \"name\": \"api_help\",                                                                                 │ │\n",
-       "│   │ │     \"required\": true                                                                                    │ │\n",
-       "│   │ │   }                                                                                                     │ │\n",
-       "│   │ │ }                                                                                                       │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "│   │ │ SkeletonReAsk(                                                                                          │ │\n",
-       "│   │ │     incorrect_value={'api_help': {}},                                                                   │ │\n",
-       "│   │ │     fail_results=[                                                                                      │ │\n",
-       "│   │ │         FailResult(                                                                                     │ │\n",
-       "│   │ │             outcome='fail',                                                                             │ │\n",
-       "│   │ │             error_message='JSON does not match schema:\\n{\\n  \"$.api_help\": [\\n    \"{} is not of type    │ │\n",
-       "│   │ │ \\'string\\'\"\\n  ]\\n}',                                                                                   │ │\n",
-       "│   │ │             fix_value=None,                                                                             │ │\n",
-       "│   │ │             error_spans=None,                                                                           │ │\n",
-       "│   │ │             metadata=None,                                                                              │ │\n",
-       "│   │ │             validated_chunk=None                                                                        │ │\n",
-       "│   │ │         )                                                                                               │ │\n",
-       "│   │ │     ],                                                                                                  │ │\n",
-       "│   │ │     additional_properties={}                                                                            │ │\n",
-       "│   │ │ )                                                                                                       │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
-       "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ I was given the following JSON response, which had problems due to incorrect values.                    │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"incorrect_value\": {                                                                                  │ │\n",
-       "    │ │     \"api_help\": {}                                                                                      │ │\n",
-       "    │ │   },                                                                                                    │ │\n",
-       "    │ │   \"error_messages\": [                                                                                   │ │\n",
-       "    │ │     \"JSON does not match schema:\\n{\\n  \\\"$.api_help\\\": [\\n    \\\"{} is not of type 'string'\\\"\\n  ]\\n}\"   │ │\n",
-       "    │ │   ]                                                                                                     │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Help me correct the incorrect values based on the given error messages.                                 │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ <output>                                                                                                │ │\n",
-       "    │ │   <string description=\"Show an example curl command for using openai Completion API\"                    │ │\n",
-       "    │ │ format=\"no-code-secrets\" name=\"api_help\" required=\"true\"></string>                                      │ │\n",
-       "    │ │ </output>                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here's an example of the structure:                                                                     │ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"api_help\": \"spend\"                                                                                   │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ You are a helpful assistant only capable of communicating with valid JSON, and no other text.           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ user │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ How do I use OpenAI's Completion API?                                                        │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
+       "    │ │ │      │ to extract it into.                                                                          │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ <output>                                                                                     │ │ │\n",
+       "    │ │ │      │   <string description=\"Show an example curl command for using openai Completion API\"         │ │ │\n",
+       "    │ │ │      │ format=\"no-code-secrets\" name=\"api_help\" required=\"true\"></string>                           │ │ │\n",
+       "    │ │ │      │ </output>                                                                                    │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
+       "    │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
+       "    │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
+       "    │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
+       "    │ │ │      │ correct and concise. If you are unsure anywhere, enter `null`.                               │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
+       "    │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
+       "    │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
+       "    │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
+       "    │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
+       "    │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
+       "    │ │ │      │ 1}}`                                                                                         │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"api_help\": \"curl -X POST -H \\\"Content-Type: application/json\\\" -H \\\"Authorization: Bearer            │ │\n",
-       "    │ │ YOUR_API_KEY\\\" -d '{\\\"prompt\\\": \\\"The quick brown fox\\\", \\\"max_tokens\\\": 5}'                            │ │\n",
-       "    │ │ \\\"https://api.openai.com/v1/engines/davinci/completions\\\"\"                                              │ │\n",
+       "    │ │   \"api_help\": \"curl https://api.openai.com/v1/completions -H 'Content-Type: application/json' -H        │ │\n",
+       "    │ │ 'Authorization: Bearer YOUR_API_KEY' -d '{\\\"model\\\": \\\"text-davinci-003\\\", \\\"prompt\\\": \\\"Once upon a    │ │\n",
+       "    │ │ time\\\", \\\"max_tokens\\\": 50}'\"                                                                           │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
-       "    │ │     'api_help': 'curl -X POST -H \"Content-Type: application/json\" -H \"Authorization: Bearer             │ │\n",
-       "    │ │ YOUR_API_KEY\" -d \\'{\"prompt\": \"The quick brown fox\", \"max_tokens\": 5}\\'                                 │ │\n",
-       "    │ │ \"https://api.openai.com/v1/engines/davinci/completions\"'                                                │ │\n",
+       "    │ │     'api_help': 'curl https://api.openai.com/v1/completions -H \\'Content-Type: application/json\\' -H    │ │\n",
+       "    │ │ \\'Authorization: Bearer YOUR_API_KEY\\' -d \\'{\"model\": \"text-davinci-003\", \"prompt\": \"Once upon a time\", │ │\n",
+       "    │ │ \"max_tokens\": 50}\\''                                                                                    │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
@@ -487,143 +409,53 @@
       ],
       "text/plain": [
        "Logs\n",
-       "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHow do I use OpenAI's Completion API?                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise. If you are unsure anywhere, enter `null`.                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"api_help\": {\u001b[0m\u001b[48;2;245;245;220m                                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"description\": \"Show an example curl command for using openai Completion API\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"format\": \"no-code-secrets\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"name\": \"api_help\",\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"required\": true\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  }\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mSkeletonReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    incorrect_value={'api_help': {}},\u001b[0m\u001b[48;2;240;255;240m                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_message='JSON does not match schema:\\n{\\n  \"$.api_help\": [\\n    \"{} is not of type \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\\'string\\'\"\\n  ]\\n}',\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            fix_value=None,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_spans=None,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            validated_chunk=None\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        )\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    additional_properties={}\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m)\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
-       "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mI was given the following JSON response, which had problems due to incorrect values.\u001b[0m\u001b[48;2;240;248;255m                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m{\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"incorrect_value\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \"api_help\": {}\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  },\u001b[0m\u001b[48;2;240;248;255m                                                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"error_messages\": [\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \"JSON does not match schema:\\n{\\n  \\\"$.api_help\\\": [\\n    \\\"{} is not of type 'string'\\\"\\n  ]\\n}\"\u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  ]\u001b[0m\u001b[48;2;240;248;255m                                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m}\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHelp me correct the incorrect values based on the given error messages.\u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menter `null`.\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere's an example of the structure:\u001b[0m\u001b[48;2;240;248;255m                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m{\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"api_help\": \"spend\"\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m}\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╭─\u001b[0m\u001b[48;2;255;240;242m────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m Instructions \u001b[0m\u001b[48;2;255;240;242m─────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mYou are a helpful assistant only capable of communicating with valid JSON, and no other text.\u001b[0m\u001b[48;2;255;240;242m          \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;255;240;242m      \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;255;240;242m   \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242menter `null`.\u001b[0m\u001b[48;2;255;240;242m                                                                                          \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;255;240;242m                         \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;255;240;242m                    \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;255;240;242m   \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242metc.]}`\u001b[0m\u001b[48;2;255;240;242m                                                                                                \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;255;240;242m                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHow do I use OpenAI's Completion API?                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise. If you are unsure anywhere, enter `null`.                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"api_help\": \"curl -X POST -H \\\"Content-Type: application/json\\\" -H \\\"Authorization: Bearer \u001b[0m\u001b[48;2;245;245;220m          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mYOUR_API_KEY\\\" -d '{\\\"prompt\\\": \\\"The quick brown fox\\\", \\\"max_tokens\\\": 5}' \u001b[0m\u001b[48;2;245;245;220m                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m\\\"https://api.openai.com/v1/engines/davinci/completions\\\"\"\u001b[0m\u001b[48;2;245;245;220m                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"api_help\": \"curl https://api.openai.com/v1/completions -H 'Content-Type: application/json' -H \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m'Authorization: Bearer YOUR_API_KEY' -d '{\\\"model\\\": \\\"text-davinci-003\\\", \\\"prompt\\\": \\\"Once upon a \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mtime\\\", \\\"max_tokens\\\": 50}'\"\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'api_help': 'curl -X POST -H \"Content-Type: application/json\" -H \"Authorization: Bearer \u001b[0m\u001b[48;2;240;255;240m           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mYOUR_API_KEY\" -d \\'{\"prompt\": \"The quick brown fox\", \"max_tokens\": 5}\\' \u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\"https://api.openai.com/v1/engines/davinci/completions\"'\u001b[0m\u001b[48;2;240;255;240m                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'api_help': 'curl https://api.openai.com/v1/completions -H \\'Content-Type: application/json\\' -H \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\\'Authorization: Bearer YOUR_API_KEY\\' -d \\'{\"model\": \"text-davinci-003\", \"prompt\": \"Once upon a time\",\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\"max_tokens\": 50}\\''\u001b[0m\u001b[48;2;240;255;240m                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
@@ -640,7 +472,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "tiff-env",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -654,14 +486,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   },
-  "orig_nbformat": 4,
-  "vscode": {
-   "interpreter": {
-    "hash": "ef14f49bbc779f2fde64ca0552c2a99d578405052f5b73f61279551da311a8a1"
-   }
-  }
+  "orig_nbformat": 4
  },
  "nbformat": 4,
  "nbformat_minor": 2
diff --git a/docs/examples/provenance.ipynb b/docs/examples/provenance.ipynb
index 4d0f8faca..529e090fc 100644
--- a/docs/examples/provenance.ipynb
+++ b/docs/examples/provenance.ipynb
@@ -10,17 +10,9 @@
      "output_type": "stream",
      "text": [
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mprovenance_embeddings...\u001b[0m\n",
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n",
-      "  warnings.warn(\n",
-      "✅Successfully installed guardrails/provenance_embeddings!\n",
-      "\n",
-      "\n",
+      "ERROR:guardrails-cli:No module named 'guardrails.hub.guardrails.provenance_embeddings'\n",
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mprovenance_llm...\u001b[0m\n",
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n",
-      "  warnings.warn(\n",
-      "✅Successfully installed guardrails/provenance_llm!\n",
-      "\n",
-      "\n"
+      "ERROR:guardrails-cli:No module named 'guardrails.hub.guardrails.provenance_llm'\n"
      ]
     }
    ],
@@ -288,18 +280,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
-      "  from tqdm.autonotebook import tqdm, trange\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Create an embedding function that uses a cohere model to embed the text\n",
     "from rich import print\n",
@@ -338,7 +321,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -357,14 +340,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
       "  warnings.warn(\n"
      ]
     },
@@ -373,20 +356,17 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ No messages.                                                                                            │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ To retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits  │ │\n",
        "    │ │ so the cat doesn’t feel cornered. Find the right litterbox for your cat, as well as the right litter.   │ │\n",
        "    │ │ Place the litterbox in a good spot, away from heavily trafficked and noisy areas. Keep the litterbox    │ │\n",
        "    │ │ very clean, and do not punish the cat or confine her to just one room. Once training is complete, it is │ │\n",
        "    │ │ important to clean the litter box regularly and to provide a safe and healthy environment for the cat.  │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ 'To retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits │ │\n",
        "    │ │ so the cat doesn’t feel cornered.\\nFind the right litterbox for your cat, as well as the right          │ │\n",
        "    │ │ litter.\\nKeep the litterbox very clean, and do not punish the cat or confine her to just one            │ │\n",
@@ -399,20 +379,17 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m Prompt \u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m Message History \u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo messages.\u001b[0m\u001b[48;2;231;223;235m                                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mTo retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mso the cat doesn’t feel cornered. Find the right litterbox for your cat, as well as the right litter. \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPlace the litterbox in a good spot, away from heavily trafficked and noisy areas. Keep the litterbox \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mvery clean, and do not punish the cat or confine her to just one room. Once training is complete, it is\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mimportant to clean the litter box regularly and to provide a safe and healthy environment for the cat.\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m'To retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mso the cat doesn’t feel cornered.\\nFind the right litterbox for your cat, as well as the right \u001b[0m\u001b[48;2;240;255;240m        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mlitter.\\nKeep the litterbox very clean, and do not punish the cat or confine her to just one \u001b[0m\u001b[48;2;240;255;240m          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -422,7 +399,7 @@
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -447,25 +424,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ No messages.                                                                                            │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ Cats love lollipops and other sweet and sour foods. Cats can be retrained to use a litter box. Reward   │ │\n",
        "    │ │ them when they do with lots of candy.                                                                   │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ 'Cats can be retrained to use a litter box.'                                                            │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
@@ -474,23 +456,20 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m Prompt \u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m Message History \u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo messages.\u001b[0m\u001b[48;2;231;223;235m                                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mCats love lollipops and other sweet and sour foods. Cats can be retrained to use a litter box. Reward \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthem when they do with lots of candy.\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m'Cats can be retrained to use a litter box.'\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -529,7 +508,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -551,33 +530,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n",
+      "/Users/dtam/dev/guardrails/guardrails/hub/guardrails/provenance_llm/validator/main.py:227: UserWarning: The LLM returned an invalid response. Considering the sentence as unsupported...\n",
+      "  warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ No messages.                                                                                            │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ To retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits  │ │\n",
        "    │ │ so the cat doesn’t feel cornered. Find the right litterbox for your cat, as well as the right litter.   │ │\n",
        "    │ │ Place the litterbox in a good spot, away from heavily trafficked and noisy areas. Keep the litterbox    │ │\n",
        "    │ │ very clean, and do not punish the cat or confine her to just one room. Once training is complete, it is │ │\n",
        "    │ │ important to clean the litter box regularly and to provide a safe and healthy environment for the cat.  │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ 'To retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits │ │\n",
-       "    │ │ so the cat doesn’t feel cornered.\\nFind the right litterbox for your cat, as well as the right          │ │\n",
-       "    │ │ litter.\\nPlace the litterbox in a good spot, away from heavily trafficked and noisy areas.\\nOnce        │ │\n",
-       "    │ │ training is complete, it is important to clean the litter box regularly and to provide a safe and       │ │\n",
-       "    │ │ healthy environment for the cat.'                                                                       │ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ │ ''                                                                                                      │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\n"
@@ -585,30 +567,23 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m Prompt \u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m Message History \u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo messages.\u001b[0m\u001b[48;2;231;223;235m                                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mTo retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mso the cat doesn’t feel cornered. Find the right litterbox for your cat, as well as the right litter. \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPlace the litterbox in a good spot, away from heavily trafficked and noisy areas. Keep the litterbox \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mvery clean, and do not punish the cat or confine her to just one room. Once training is complete, it is\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mimportant to clean the litter box regularly and to provide a safe and healthy environment for the cat.\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m'To retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mso the cat doesn’t feel cornered.\\nFind the right litterbox for your cat, as well as the right \u001b[0m\u001b[48;2;240;255;240m        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mlitter.\\nPlace the litterbox in a good spot, away from heavily trafficked and noisy areas.\\nOnce \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mtraining is complete, it is important to clean the litter box regularly and to provide a safe and \u001b[0m\u001b[48;2;240;255;240m     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mhealthy environment for the cat.'\u001b[0m\u001b[48;2;240;255;240m                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m''\u001b[0m\u001b[48;2;240;255;240m                                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -627,26 +602,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n",
+      "/Users/dtam/dev/guardrails/guardrails/hub/guardrails/provenance_llm/validator/main.py:227: UserWarning: The LLM returned an invalid response. Considering the sentence as unsupported...\n",
+      "  warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ No messages.                                                                                            │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ Cats love lollipops and other sweet and sour foods. Cats can be retrained to use a litter box. Reward   │ │\n",
        "    │ │ them when they do with lots of candy.                                                                   │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ 'Cats can be retrained to use a litter box.'                                                            │ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ │ ''                                                                                                      │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\n"
@@ -654,23 +636,20 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m Prompt \u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m Message History \u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo messages.\u001b[0m\u001b[48;2;231;223;235m                                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mCats love lollipops and other sweet and sour foods. Cats can be retrained to use a litter box. Reward \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthem when they do with lots of candy.\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m'Cats can be retrained to use a litter box.'\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m''\u001b[0m\u001b[48;2;240;255;240m                                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -696,7 +675,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "gd-base",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -710,7 +689,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/examples/recipe_generation.ipynb b/docs/examples/recipe_generation.ipynb
index 286888aba..2f66e47ed 100644
--- a/docs/examples/recipe_generation.ipynb
+++ b/docs/examples/recipe_generation.ipynb
@@ -21,7 +21,16 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    }
+   ],
    "source": [
     "import guardrails as gd\n",
     "from rich import print"
@@ -90,7 +99,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -116,11 +125,12 @@
     "    \n",
     "\n",
     "\n",
-    "\n",
-    "\n",
+    "\n",
+    "\n",
     "Generate a recipe for vegan mac and cheese.\n",
     "${gr.complete_xml_suffix}\n",
-    "\n",
+    "\n",
+    "\n",
     "\n",
     "\n",
     "\"\"\""
@@ -135,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -197,7 +207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -249,9 +259,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "# Add your OPENAI_API_KEY as an environment variable if it's not already set\n",
     "# import os\n",
@@ -274,7 +293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -288,17 +307,17 @@
        "<output>\n",
        "  <list description=\"What are the ingredients for the recipe?\" name=\"ingredients\" required=\"true\">\n",
        "    <object required=\"true\">\n",
-       "      <integer name=\"index\" required=\"true\"></integer>\n",
+       "      <integer format=\"1-indexed\" name=\"index\" required=\"true\"></integer>\n",
        "      <string format=\"is-vegan\" name=\"name\" required=\"true\"></string>\n",
        "      <string description=\"Suggested brand for the ingredient (if any)\" name=\"brand\" required=\"true\"></string>\n",
        "      <bool description=\"Is the ingredient necessary?\" name=\"optional\" required=\"true\"></bool>\n",
-       "      <float description=\"how much of this ingredient to use\" name=\"quantity\" required=\"true\"></float>\n",
-       "      <string name=\"units\" required=\"true\"></string>\n",
+       "      <float format=\"units-imperial\" name=\"quantity\" required=\"true\"></float>\n",
+       "      <string format=\"units-imperial\" name=\"units\" required=\"true\"></string>\n",
        "    </object>\n",
        "  </list>\n",
        "  <list description=\"What are the instructions for the recipe?\" name=\"instructions\" required=\"true\">\n",
        "    <object required=\"true\">\n",
-       "      <integer name=\"index\" required=\"true\"></integer>\n",
+       "      <integer format=\"1-indexed\" name=\"index\" required=\"true\"></integer>\n",
        "      <string name=\"step\" required=\"true\"></string>\n",
        "    </object>\n",
        "  </list>\n",
@@ -327,17 +346,17 @@
        "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m  \u001b[0m\n",
        "\u001b[39m    \u001b[0m\n",
-       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95minteger\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95minteger\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mbool\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mfloat\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mfloat\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m  \u001b[0m\n",
        "\u001b[39m    \u001b[0m\n",
-       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95minteger\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95minteger\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
@@ -362,7 +381,7 @@
     }
    ],
    "source": [
-    "print(guard.history.first.iterations.first.inputs.msg_history[0]['content'])"
+    "print(guard.history.first.iterations.first.inputs.messages[0]['content'])"
    ]
   },
   {
@@ -376,7 +395,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -433,31 +452,18 @@
        "            'units': 'teaspoon'\n",
        "        },\n",
        "        {'index': 7, 'name': 'salt', 'brand': 'Morton', 'optional': False, 'quantity': 1.0, 'units': 'teaspoon'},\n",
-       "        {\n",
-       "            'index': 8,\n",
-       "            'name': 'pepper',\n",
-       "            'brand': 'McCormick',\n",
-       "            'optional': True,\n",
-       "            'quantity': 0.5,\n",
-       "            'units': 'teaspoon'\n",
-       "        }\n",
+       "        {'index': 8, 'name': 'water', 'brand': 'Generic', 'optional': False, 'quantity': 1.5, 'units': 'cups'}\n",
        "    ],\n",
        "    'instructions': [\n",
        "        {'index': 1, 'step': 'Soak the cashews in water for at least 2 hours, then drain.'},\n",
-       "        {\n",
-       "            'index': 2,\n",
-       "            'step': 'Cook the macaroni according to the package instructions, then drain and set aside.'\n",
-       "        },\n",
+       "        {'index': 2, 'step': 'Cook the macaroni according to the package instructions, then drain.'},\n",
        "        {\n",
        "            'index': 3,\n",
        "            'step': 'In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion powder, \n",
-       "turmeric (if using), salt, and pepper. Blend until smooth.'\n",
+       "turmeric, salt, and water. Blend until smooth.'\n",
        "        },\n",
-       "        {'index': 4, 'step': 'Pour the cashew sauce over the cooked macaroni and stir until well coated.'},\n",
-       "        {\n",
-       "            'index': 5,\n",
-       "            'step': 'Serve the vegan mac and cheese hot, with extra nutritional yeast or pepper on top if desired.'\n",
-       "        }\n",
+       "        {'index': 4, 'step': 'Pour the sauce over the cooked macaroni and stir until well coated.'},\n",
+       "        {'index': 5, 'step': 'Serve the vegan mac and cheese hot.'}\n",
        "    ]\n",
        "}\n",
        "\n"
@@ -514,31 +520,18 @@
        "            \u001b[32m'units'\u001b[0m: \u001b[32m'teaspoon'\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m7\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'salt'\u001b[0m, \u001b[32m'brand'\u001b[0m: \u001b[32m'Morton'\u001b[0m, \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m, \u001b[32m'quantity'\u001b[0m: \u001b[1;36m1.0\u001b[0m, \u001b[32m'units'\u001b[0m: \u001b[32m'teaspoon'\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m8\u001b[0m,\n",
-       "            \u001b[32m'name'\u001b[0m: \u001b[32m'pepper'\u001b[0m,\n",
-       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'McCormick'\u001b[0m,\n",
-       "            \u001b[32m'optional'\u001b[0m: \u001b[3;92mTrue\u001b[0m,\n",
-       "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m0.5\u001b[0m,\n",
-       "            \u001b[32m'units'\u001b[0m: \u001b[32m'teaspoon'\u001b[0m\n",
-       "        \u001b[1m}\u001b[0m\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m8\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'water'\u001b[0m, \u001b[32m'brand'\u001b[0m: \u001b[32m'Generic'\u001b[0m, \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m, \u001b[32m'quantity'\u001b[0m: \u001b[1;36m1.5\u001b[0m, \u001b[32m'units'\u001b[0m: \u001b[32m'cups'\u001b[0m\u001b[1m}\u001b[0m\n",
        "    \u001b[1m]\u001b[0m,\n",
        "    \u001b[32m'instructions'\u001b[0m: \u001b[1m[\u001b[0m\n",
        "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m, \u001b[32m'step'\u001b[0m: \u001b[32m'Soak the cashews in water for at least 2 hours, then drain.'\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m2\u001b[0m,\n",
-       "            \u001b[32m'step'\u001b[0m: \u001b[32m'Cook the macaroni according to the package instructions, then drain and set aside.'\u001b[0m\n",
-       "        \u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m2\u001b[0m, \u001b[32m'step'\u001b[0m: \u001b[32m'Cook the macaroni according to the package instructions, then drain.'\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
        "            \u001b[32m'index'\u001b[0m: \u001b[1;36m3\u001b[0m,\n",
        "            \u001b[32m'step'\u001b[0m: \u001b[32m'In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion powder, \u001b[0m\n",
-       "\u001b[32mturmeric \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif using\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, salt, and pepper. Blend until smooth.'\u001b[0m\n",
+       "\u001b[32mturmeric, salt, and water. Blend until smooth.'\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m4\u001b[0m, \u001b[32m'step'\u001b[0m: \u001b[32m'Pour the cashew sauce over the cooked macaroni and stir until well coated.'\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m5\u001b[0m,\n",
-       "            \u001b[32m'step'\u001b[0m: \u001b[32m'Serve the vegan mac and cheese hot, with extra nutritional yeast or pepper on top if desired.'\u001b[0m\n",
-       "        \u001b[1m}\u001b[0m\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m4\u001b[0m, \u001b[32m'step'\u001b[0m: \u001b[32m'Pour the sauce over the cooked macaroni and stir until well coated.'\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m5\u001b[0m, \u001b[32m'step'\u001b[0m: \u001b[32m'Serve the vegan mac and cheese hot.'\u001b[0m\u001b[1m}\u001b[0m\n",
        "    \u001b[1m]\u001b[0m\n",
        "\u001b[1m}\u001b[0m\n"
       ]
@@ -553,67 +546,455 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "
Logs\n",
-       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
-       "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
-       "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
-       "    │ │ │ user │                                                                                              │ │ │\n",
-       "    │ │ │      │ Generate a recipe for vegan mac and cheese.                                                  │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
-       "    │ │ │      │ to extract it into.                                                                          │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │ <output>                                                                                     │ │ │\n",
-       "    │ │ │      │   <list description=\"What are the ingredients for the recipe?\" name=\"ingredients\"            │ │ │\n",
-       "    │ │ │      │ required=\"true\">                                                                             │ │ │\n",
-       "    │ │ │      │     <object required=\"true\">                                                                 │ │ │\n",
-       "    │ │ │      │       <integer name=\"index\" required=\"true\"></integer>                                       │ │ │\n",
-       "    │ │ │      │       <string format=\"is-vegan\" name=\"name\" required=\"true\"></string>                        │ │ │\n",
-       "    │ │ │      │       <string description=\"Suggested brand for the ingredient (if any)\" name=\"brand\"         │ │ │\n",
-       "    │ │ │      │ required=\"true\"></string>                                                                    │ │ │\n",
-       "    │ │ │      │       <bool description=\"Is the ingredient necessary?\" name=\"optional\"                       │ │ │\n",
-       "    │ │ │      │ required=\"true\"></bool>                                                                      │ │ │\n",
-       "    │ │ │      │       <float description=\"how much of this ingredient to use\" name=\"quantity\"                │ │ │\n",
-       "    │ │ │      │ required=\"true\"></float>                                                                     │ │ │\n",
-       "    │ │ │      │       <string name=\"units\" required=\"true\"></string>                                         │ │ │\n",
-       "    │ │ │      │     </object>                                                                                │ │ │\n",
-       "    │ │ │      │   </list>                                                                                    │ │ │\n",
-       "    │ │ │      │   <list description=\"What are the instructions for the recipe?\" name=\"instructions\"          │ │ │\n",
-       "    │ │ │      │ required=\"true\">                                                                             │ │ │\n",
-       "    │ │ │      │     <object required=\"true\">                                                                 │ │ │\n",
-       "    │ │ │      │       <integer name=\"index\" required=\"true\"></integer>                                       │ │ │\n",
-       "    │ │ │      │       <string name=\"step\" required=\"true\"></string>                                          │ │ │\n",
-       "    │ │ │      │     </object>                                                                                │ │ │\n",
-       "    │ │ │      │   </list>                                                                                    │ │ │\n",
-       "    │ │ │      │ </output>                                                                                    │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
-       "    │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
-       "    │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
-       "    │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
-       "    │ │ │      │ correct and concise. If you are unsure anywhere, enter `null`.                               │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
-       "    │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
-       "    │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
-       "    │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
-       "    │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
-       "    │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
-       "    │ │ │      │ 1}}`                                                                                         │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
+       "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "│   │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "│   │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "│   │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "│   │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "│   │ │ │ user │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Generate a recipe for vegan mac and cheese.                                                  │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
+       "│   │ │ │      │ to extract it into.                                                                          │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ <output>                                                                                     │ │ │\n",
+       "│   │ │ │      │   <list description=\"What are the ingredients for the recipe?\" name=\"ingredients\"            │ │ │\n",
+       "│   │ │ │      │ required=\"true\">                                                                             │ │ │\n",
+       "│   │ │ │      │     <object required=\"true\">                                                                 │ │ │\n",
+       "│   │ │ │      │       <integer format=\"1-indexed\" name=\"index\" required=\"true\"></integer>                    │ │ │\n",
+       "│   │ │ │      │       <string format=\"is-vegan\" name=\"name\" required=\"true\"></string>                        │ │ │\n",
+       "│   │ │ │      │       <string description=\"Suggested brand for the ingredient (if any)\" name=\"brand\"         │ │ │\n",
+       "│   │ │ │      │ required=\"true\"></string>                                                                    │ │ │\n",
+       "│   │ │ │      │       <bool description=\"Is the ingredient necessary?\" name=\"optional\"                       │ │ │\n",
+       "│   │ │ │      │ required=\"true\"></bool>                                                                      │ │ │\n",
+       "│   │ │ │      │       <float format=\"units-imperial\" name=\"quantity\" required=\"true\"></float>                │ │ │\n",
+       "│   │ │ │      │       <string format=\"units-imperial\" name=\"units\" required=\"true\"></string>                 │ │ │\n",
+       "│   │ │ │      │     </object>                                                                                │ │ │\n",
+       "│   │ │ │      │   </list>                                                                                    │ │ │\n",
+       "│   │ │ │      │   <list description=\"What are the instructions for the recipe?\" name=\"instructions\"          │ │ │\n",
+       "│   │ │ │      │ required=\"true\">                                                                             │ │ │\n",
+       "│   │ │ │      │     <object required=\"true\">                                                                 │ │ │\n",
+       "│   │ │ │      │       <integer format=\"1-indexed\" name=\"index\" required=\"true\"></integer>                    │ │ │\n",
+       "│   │ │ │      │       <string name=\"step\" required=\"true\"></string>                                          │ │ │\n",
+       "│   │ │ │      │     </object>                                                                                │ │ │\n",
+       "│   │ │ │      │   </list>                                                                                    │ │ │\n",
+       "│   │ │ │      │ </output>                                                                                    │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
+       "│   │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
+       "│   │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
+       "│   │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
+       "│   │ │ │      │ correct and concise. If you are unsure anywhere, enter `null`.                               │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
+       "│   │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
+       "│   │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
+       "│   │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
+       "│   │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
+       "│   │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
+       "│   │ │ │      │ 1}}`                                                                                         │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "│   │ │ {                                                                                                       │ │\n",
+       "│   │ │   \"ingredients\": [                                                                                      │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 1,                                                                                       │ │\n",
+       "│   │ │       \"name\": \"macaroni\",                                                                               │ │\n",
+       "│   │ │       \"brand\": \"Barilla\",                                                                               │ │\n",
+       "│   │ │       \"optional\": false,                                                                                │ │\n",
+       "│   │ │       \"quantity\": 8.0,                                                                                  │ │\n",
+       "│   │ │       \"units\": \"ounces\"                                                                                 │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 2,                                                                                       │ │\n",
+       "│   │ │       \"name\": \"raw cashews\",                                                                            │ │\n",
+       "│   │ │       \"brand\": \"Trader Joe's\",                                                                          │ │\n",
+       "│   │ │       \"optional\": false,                                                                                │ │\n",
+       "│   │ │       \"quantity\": 1.0,                                                                                  │ │\n",
+       "│   │ │       \"units\": \"cup\"                                                                                    │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 3,                                                                                       │ │\n",
+       "│   │ │       \"name\": \"nutritional yeast\",                                                                      │ │\n",
+       "│   │ │       \"brand\": \"Bob's Red Mill\",                                                                        │ │\n",
+       "│   │ │       \"optional\": false,                                                                                │ │\n",
+       "│   │ │       \"quantity\": 0.25,                                                                                 │ │\n",
+       "│   │ │       \"units\": \"cup\"                                                                                    │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 4,                                                                                       │ │\n",
+       "│   │ │       \"name\": \"garlic powder\",                                                                          │ │\n",
+       "│   │ │       \"brand\": \"McCormick\",                                                                             │ │\n",
+       "│   │ │       \"optional\": false,                                                                                │ │\n",
+       "│   │ │       \"quantity\": 1.0,                                                                                  │ │\n",
+       "│   │ │       \"units\": \"teaspoon\"                                                                               │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 5,                                                                                       │ │\n",
+       "│   │ │       \"name\": \"onion powder\",                                                                           │ │\n",
+       "│   │ │       \"brand\": \"McCormick\",                                                                             │ │\n",
+       "│   │ │       \"optional\": false,                                                                                │ │\n",
+       "│   │ │       \"quantity\": 1.0,                                                                                  │ │\n",
+       "│   │ │       \"units\": \"teaspoon\"                                                                               │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 6,                                                                                       │ │\n",
+       "│   │ │       \"name\": \"turmeric\",                                                                               │ │\n",
+       "│   │ │       \"brand\": \"Simply Organic\",                                                                        │ │\n",
+       "│   │ │       \"optional\": true,                                                                                 │ │\n",
+       "│   │ │       \"quantity\": 0.5,                                                                                  │ │\n",
+       "│   │ │       \"units\": \"teaspoon\"                                                                               │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 7,                                                                                       │ │\n",
+       "│   │ │       \"name\": \"salt\",                                                                                   │ │\n",
+       "│   │ │       \"brand\": \"Morton\",                                                                                │ │\n",
+       "│   │ │       \"optional\": false,                                                                                │ │\n",
+       "│   │ │       \"quantity\": 1.0,                                                                                  │ │\n",
+       "│   │ │       \"units\": \"teaspoon\"                                                                               │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 8,                                                                                       │ │\n",
+       "│   │ │       \"name\": \"water\",                                                                                  │ │\n",
+       "│   │ │       \"brand\": null,                                                                                    │ │\n",
+       "│   │ │       \"optional\": false,                                                                                │ │\n",
+       "│   │ │       \"quantity\": 1.5,                                                                                  │ │\n",
+       "│   │ │       \"units\": \"cups\"                                                                                   │ │\n",
+       "│   │ │     }                                                                                                   │ │\n",
+       "│   │ │   ],                                                                                                    │ │\n",
+       "│   │ │   \"instructions\": [                                                                                     │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 1,                                                                                       │ │\n",
+       "│   │ │       \"step\": \"Soak the cashews in water for at least 2 hours, then drain.\"                             │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 2,                                                                                       │ │\n",
+       "│   │ │       \"step\": \"Cook the macaroni according to the package instructions, then drain.\"                    │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 3,                                                                                       │ │\n",
+       "│   │ │       \"step\": \"In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion        │ │\n",
+       "│   │ │ powder, turmeric, salt, and water. Blend until smooth.\"                                                 │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 4,                                                                                       │ │\n",
+       "│   │ │       \"step\": \"Pour the sauce over the cooked macaroni and stir until well coated.\"                     │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"index\": 5,                                                                                       │ │\n",
+       "│   │ │       \"step\": \"Serve the vegan mac and cheese hot.\"                                                     │ │\n",
+       "│   │ │     }                                                                                                   │ │\n",
+       "│   │ │   ]                                                                                                     │ │\n",
+       "│   │ │ }                                                                                                       │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "│   │ │ SkeletonReAsk(                                                                                          │ │\n",
+       "│   │ │     incorrect_value={                                                                                   │ │\n",
+       "│   │ │         'ingredients': [                                                                                │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 1,                                                                             │ │\n",
+       "│   │ │                 'name': 'macaroni',                                                                     │ │\n",
+       "│   │ │                 'brand': 'Barilla',                                                                     │ │\n",
+       "│   │ │                 'optional': False,                                                                      │ │\n",
+       "│   │ │                 'quantity': 8.0,                                                                        │ │\n",
+       "│   │ │                 'units': 'ounces'                                                                       │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 2,                                                                             │ │\n",
+       "│   │ │                 'name': 'raw cashews',                                                                  │ │\n",
+       "│   │ │                 'brand': \"Trader Joe's\",                                                                │ │\n",
+       "│   │ │                 'optional': False,                                                                      │ │\n",
+       "│   │ │                 'quantity': 1.0,                                                                        │ │\n",
+       "│   │ │                 'units': 'cup'                                                                          │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 3,                                                                             │ │\n",
+       "│   │ │                 'name': 'nutritional yeast',                                                            │ │\n",
+       "│   │ │                 'brand': \"Bob's Red Mill\",                                                              │ │\n",
+       "│   │ │                 'optional': False,                                                                      │ │\n",
+       "│   │ │                 'quantity': 0.25,                                                                       │ │\n",
+       "│   │ │                 'units': 'cup'                                                                          │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 4,                                                                             │ │\n",
+       "│   │ │                 'name': 'garlic powder',                                                                │ │\n",
+       "│   │ │                 'brand': 'McCormick',                                                                   │ │\n",
+       "│   │ │                 'optional': False,                                                                      │ │\n",
+       "│   │ │                 'quantity': 1.0,                                                                        │ │\n",
+       "│   │ │                 'units': 'teaspoon'                                                                     │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 5,                                                                             │ │\n",
+       "│   │ │                 'name': 'onion powder',                                                                 │ │\n",
+       "│   │ │                 'brand': 'McCormick',                                                                   │ │\n",
+       "│   │ │                 'optional': False,                                                                      │ │\n",
+       "│   │ │                 'quantity': 1.0,                                                                        │ │\n",
+       "│   │ │                 'units': 'teaspoon'                                                                     │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 6,                                                                             │ │\n",
+       "│   │ │                 'name': 'turmeric',                                                                     │ │\n",
+       "│   │ │                 'brand': 'Simply Organic',                                                              │ │\n",
+       "│   │ │                 'optional': True,                                                                       │ │\n",
+       "│   │ │                 'quantity': 0.5,                                                                        │ │\n",
+       "│   │ │                 'units': 'teaspoon'                                                                     │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 7,                                                                             │ │\n",
+       "│   │ │                 'name': 'salt',                                                                         │ │\n",
+       "│   │ │                 'brand': 'Morton',                                                                      │ │\n",
+       "│   │ │                 'optional': False,                                                                      │ │\n",
+       "│   │ │                 'quantity': 1.0,                                                                        │ │\n",
+       "│   │ │                 'units': 'teaspoon'                                                                     │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 8,                                                                             │ │\n",
+       "│   │ │                 'name': 'water',                                                                        │ │\n",
+       "│   │ │                 'brand': None,                                                                          │ │\n",
+       "│   │ │                 'optional': False,                                                                      │ │\n",
+       "│   │ │                 'quantity': 1.5,                                                                        │ │\n",
+       "│   │ │                 'units': 'cups'                                                                         │ │\n",
+       "│   │ │             }                                                                                           │ │\n",
+       "│   │ │         ],                                                                                              │ │\n",
+       "│   │ │         'instructions': [                                                                               │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 1,                                                                             │ │\n",
+       "│   │ │                 'step': 'Soak the cashews in water for at least 2 hours, then drain.'                   │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 2,                                                                             │ │\n",
+       "│   │ │                 'step': 'Cook the macaroni according to the package instructions, then drain.'          │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 3,                                                                             │ │\n",
+       "│   │ │                 'step': 'In a blender, combine the soaked cashews, nutritional yeast, garlic powder,    │ │\n",
+       "│   │ │ onion powder, turmeric, salt, and water. Blend until smooth.'                                           │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {                                                                                           │ │\n",
+       "│   │ │                 'index': 4,                                                                             │ │\n",
+       "│   │ │                 'step': 'Pour the sauce over the cooked macaroni and stir until well coated.'           │ │\n",
+       "│   │ │             },                                                                                          │ │\n",
+       "│   │ │             {'index': 5, 'step': 'Serve the vegan mac and cheese hot.'}                                 │ │\n",
+       "│   │ │         ]                                                                                               │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     fail_results=[                                                                                      │ │\n",
+       "│   │ │         FailResult(                                                                                     │ │\n",
+       "│   │ │             outcome='fail',                                                                             │ │\n",
+       "│   │ │             error_message='JSON does not match schema:\\n{\\n  \"$.ingredients[7].brand\": [\\n    \"None is  │ │\n",
+       "│   │ │ not of type <SimpleTypes.STRING: \\'string\\'>\"\\n  ]\\n}',                                                 │ │\n",
+       "│   │ │             fix_value=None,                                                                             │ │\n",
+       "│   │ │             error_spans=None,                                                                           │ │\n",
+       "│   │ │             metadata=None,                                                                              │ │\n",
+       "│   │ │             validated_chunk=None                                                                        │ │\n",
+       "│   │ │         )                                                                                               │ │\n",
+       "│   │ │     ],                                                                                                  │ │\n",
+       "│   │ │     additional_properties={}                                                                            │ │\n",
+       "│   │ │ )                                                                                                       │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃   Role ┃ Content                                                                                    ┃ │ │\n",
+       "    │ │ ┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ system │                                                                                            │ │ │\n",
+       "    │ │ │        │ You are a helpful assistant only capable of communicating with valid JSON, and no other    │ │ │\n",
+       "    │ │ │        │ text.                                                                                      │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:             │ │ │\n",
+       "    │ │ │        │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`        │ │ │\n",
+       "    │ │ │        │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',      │ │ │\n",
+       "    │ │ │        │ 'STRING TWO', etc.]}`                                                                      │ │ │\n",
+       "    │ │ │        │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer          │ │ │\n",
+       "    │ │ │        │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':   │ │ │\n",
+       "    │ │ │        │ 1}}`                                                                                       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ ├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤ │ │\n",
+       "    │ │ │   user │                                                                                            │ │ │\n",
+       "    │ │ │        │ I was given the following JSON response, which had problems due to incorrect values.       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ {                                                                                          │ │ │\n",
+       "    │ │ │        │   \"incorrect_value\": {                                                                     │ │ │\n",
+       "    │ │ │        │     \"ingredients\": [                                                                       │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 1,                                                                        │ │ │\n",
+       "    │ │ │        │         \"name\": \"macaroni\",                                                                │ │ │\n",
+       "    │ │ │        │         \"brand\": \"Barilla\",                                                                │ │ │\n",
+       "    │ │ │        │         \"optional\": false,                                                                 │ │ │\n",
+       "    │ │ │        │         \"quantity\": 8.0,                                                                   │ │ │\n",
+       "    │ │ │        │         \"units\": \"ounces\"                                                                  │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 2,                                                                        │ │ │\n",
+       "    │ │ │        │         \"name\": \"raw cashews\",                                                             │ │ │\n",
+       "    │ │ │        │         \"brand\": \"Trader Joe's\",                                                           │ │ │\n",
+       "    │ │ │        │         \"optional\": false,                                                                 │ │ │\n",
+       "    │ │ │        │         \"quantity\": 1.0,                                                                   │ │ │\n",
+       "    │ │ │        │         \"units\": \"cup\"                                                                     │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 3,                                                                        │ │ │\n",
+       "    │ │ │        │         \"name\": \"nutritional yeast\",                                                       │ │ │\n",
+       "    │ │ │        │         \"brand\": \"Bob's Red Mill\",                                                         │ │ │\n",
+       "    │ │ │        │         \"optional\": false,                                                                 │ │ │\n",
+       "    │ │ │        │         \"quantity\": 0.25,                                                                  │ │ │\n",
+       "    │ │ │        │         \"units\": \"cup\"                                                                     │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 4,                                                                        │ │ │\n",
+       "    │ │ │        │         \"name\": \"garlic powder\",                                                           │ │ │\n",
+       "    │ │ │        │         \"brand\": \"McCormick\",                                                              │ │ │\n",
+       "    │ │ │        │         \"optional\": false,                                                                 │ │ │\n",
+       "    │ │ │        │         \"quantity\": 1.0,                                                                   │ │ │\n",
+       "    │ │ │        │         \"units\": \"teaspoon\"                                                                │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 5,                                                                        │ │ │\n",
+       "    │ │ │        │         \"name\": \"onion powder\",                                                            │ │ │\n",
+       "    │ │ │        │         \"brand\": \"McCormick\",                                                              │ │ │\n",
+       "    │ │ │        │         \"optional\": false,                                                                 │ │ │\n",
+       "    │ │ │        │         \"quantity\": 1.0,                                                                   │ │ │\n",
+       "    │ │ │        │         \"units\": \"teaspoon\"                                                                │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 6,                                                                        │ │ │\n",
+       "    │ │ │        │         \"name\": \"turmeric\",                                                                │ │ │\n",
+       "    │ │ │        │         \"brand\": \"Simply Organic\",                                                         │ │ │\n",
+       "    │ │ │        │         \"optional\": true,                                                                  │ │ │\n",
+       "    │ │ │        │         \"quantity\": 0.5,                                                                   │ │ │\n",
+       "    │ │ │        │         \"units\": \"teaspoon\"                                                                │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 7,                                                                        │ │ │\n",
+       "    │ │ │        │         \"name\": \"salt\",                                                                    │ │ │\n",
+       "    │ │ │        │         \"brand\": \"Morton\",                                                                 │ │ │\n",
+       "    │ │ │        │         \"optional\": false,                                                                 │ │ │\n",
+       "    │ │ │        │         \"quantity\": 1.0,                                                                   │ │ │\n",
+       "    │ │ │        │         \"units\": \"teaspoon\"                                                                │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 8,                                                                        │ │ │\n",
+       "    │ │ │        │         \"name\": \"water\",                                                                   │ │ │\n",
+       "    │ │ │        │         \"brand\": null,                                                                     │ │ │\n",
+       "    │ │ │        │         \"optional\": false,                                                                 │ │ │\n",
+       "    │ │ │        │         \"quantity\": 1.5,                                                                   │ │ │\n",
+       "    │ │ │        │         \"units\": \"cups\"                                                                    │ │ │\n",
+       "    │ │ │        │       }                                                                                    │ │ │\n",
+       "    │ │ │        │     ],                                                                                     │ │ │\n",
+       "    │ │ │        │     \"instructions\": [                                                                      │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 1,                                                                        │ │ │\n",
+       "    │ │ │        │         \"step\": \"Soak the cashews in water for at least 2 hours, then drain.\"              │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 2,                                                                        │ │ │\n",
+       "    │ │ │        │         \"step\": \"Cook the macaroni according to the package instructions, then drain.\"     │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 3,                                                                        │ │ │\n",
+       "    │ │ │        │         \"step\": \"In a blender, combine the soaked cashews, nutritional yeast, garlic       │ │ │\n",
+       "    │ │ │        │ powder, onion powder, turmeric, salt, and water. Blend until smooth.\"                      │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 4,                                                                        │ │ │\n",
+       "    │ │ │        │         \"step\": \"Pour the sauce over the cooked macaroni and stir until well coated.\"      │ │ │\n",
+       "    │ │ │        │       },                                                                                   │ │ │\n",
+       "    │ │ │        │       {                                                                                    │ │ │\n",
+       "    │ │ │        │         \"index\": 5,                                                                        │ │ │\n",
+       "    │ │ │        │         \"step\": \"Serve the vegan mac and cheese hot.\"                                      │ │ │\n",
+       "    │ │ │        │       }                                                                                    │ │ │\n",
+       "    │ │ │        │     ]                                                                                      │ │ │\n",
+       "    │ │ │        │   },                                                                                       │ │ │\n",
+       "    │ │ │        │   \"error_messages\": [                                                                      │ │ │\n",
+       "    │ │ │        │     \"JSON does not match schema:\\n{\\n  \\\"$.ingredients[7].brand\\\": [\\n    \\\"None is not of │ │ │\n",
+       "    │ │ │        │ type <SimpleTypes.STRING: 'string'>\\\"\\n  ]\\n}\"                                             │ │ │\n",
+       "    │ │ │        │   ]                                                                                        │ │ │\n",
+       "    │ │ │        │ }                                                                                          │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Help me correct the incorrect values based on the given error messages.                    │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Given below is XML that describes the information to extract from this document and the    │ │ │\n",
+       "    │ │ │        │ tags to extract it into.                                                                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ <output>                                                                                   │ │ │\n",
+       "    │ │ │        │   <list description=\"What are the ingredients for the recipe?\" name=\"ingredients\"          │ │ │\n",
+       "    │ │ │        │ required=\"true\">                                                                           │ │ │\n",
+       "    │ │ │        │     <object required=\"true\">                                                               │ │ │\n",
+       "    │ │ │        │       <integer format=\"1-indexed\" name=\"index\" required=\"true\"></integer>                  │ │ │\n",
+       "    │ │ │        │       <string format=\"is-vegan\" name=\"name\" required=\"true\"></string>                      │ │ │\n",
+       "    │ │ │        │       <string description=\"Suggested brand for the ingredient (if any)\" name=\"brand\"       │ │ │\n",
+       "    │ │ │        │ required=\"true\"></string>                                                                  │ │ │\n",
+       "    │ │ │        │       <bool description=\"Is the ingredient necessary?\" name=\"optional\"                     │ │ │\n",
+       "    │ │ │        │ required=\"true\"></bool>                                                                    │ │ │\n",
+       "    │ │ │        │       <float format=\"units-imperial\" name=\"quantity\" required=\"true\"></float>              │ │ │\n",
+       "    │ │ │        │       <string format=\"units-imperial\" name=\"units\" required=\"true\"></string>               │ │ │\n",
+       "    │ │ │        │     </object>                                                                              │ │ │\n",
+       "    │ │ │        │   </list>                                                                                  │ │ │\n",
+       "    │ │ │        │   <list description=\"What are the instructions for the recipe?\" name=\"instructions\"        │ │ │\n",
+       "    │ │ │        │ required=\"true\">                                                                           │ │ │\n",
+       "    │ │ │        │     <object required=\"true\">                                                               │ │ │\n",
+       "    │ │ │        │       <integer format=\"1-indexed\" name=\"index\" required=\"true\"></integer>                  │ │ │\n",
+       "    │ │ │        │       <string name=\"step\" required=\"true\"></string>                                        │ │ │\n",
+       "    │ │ │        │     </object>                                                                              │ │ │\n",
+       "    │ │ │        │   </list>                                                                                  │ │ │\n",
+       "    │ │ │        │ </output>                                                                                  │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Here's an example of the structure:                                                        │ │ │\n",
+       "    │ │ │        │ {                                                                                          │ │ │\n",
+       "    │ │ │        │   \"ingredients\": [                                                                         │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"index\": 19,                                                                         │ │ │\n",
+       "    │ │ │        │       \"name\": \"Crystal Day\",                                                               │ │ │\n",
+       "    │ │ │        │       \"brand\": \"cut\",                                                                      │ │ │\n",
+       "    │ │ │        │       \"optional\": false,                                                                   │ │ │\n",
+       "    │ │ │        │       \"quantity\": 37.0,                                                                    │ │ │\n",
+       "    │ │ │        │       \"units\": \"simple\"                                                                    │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"index\": 58,                                                                         │ │ │\n",
+       "    │ │ │        │       \"name\": \"Derek Harris\",                                                              │ │ │\n",
+       "    │ │ │        │       \"brand\": \"suggest\",                                                                  │ │ │\n",
+       "    │ │ │        │       \"optional\": false,                                                                   │ │ │\n",
+       "    │ │ │        │       \"quantity\": 29.0,                                                                    │ │ │\n",
+       "    │ │ │        │       \"units\": \"three\"                                                                     │ │ │\n",
+       "    │ │ │        │     }                                                                                      │ │ │\n",
+       "    │ │ │        │   ],                                                                                       │ │ │\n",
+       "    │ │ │        │   \"instructions\": [                                                                        │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"index\": 80,                                                                         │ │ │\n",
+       "    │ │ │        │       \"step\": \"road\"                                                                       │ │ │\n",
+       "    │ │ │        │     },                                                                                     │ │ │\n",
+       "    │ │ │        │     {                                                                                      │ │ │\n",
+       "    │ │ │        │       \"index\": 24,                                                                         │ │ │\n",
+       "    │ │ │        │       \"step\": \"law\"                                                                        │ │ │\n",
+       "    │ │ │        │     }                                                                                      │ │ │\n",
+       "    │ │ │        │   ]                                                                                        │ │ │\n",
+       "    │ │ │        │ }                                                                                          │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ └────────┴────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
@@ -676,11 +1057,11 @@
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"index\": 8,                                                                                       │ │\n",
-       "    │ │       \"name\": \"pepper\",                                                                                 │ │\n",
-       "    │ │       \"brand\": \"McCormick\",                                                                             │ │\n",
-       "    │ │       \"optional\": true,                                                                                 │ │\n",
-       "    │ │       \"quantity\": 0.5,                                                                                  │ │\n",
-       "    │ │       \"units\": \"teaspoon\"                                                                               │ │\n",
+       "    │ │       \"name\": \"water\",                                                                                  │ │\n",
+       "    │ │       \"brand\": \"Generic\",                                                                               │ │\n",
+       "    │ │       \"optional\": false,                                                                                │ │\n",
+       "    │ │       \"quantity\": 1.5,                                                                                  │ │\n",
+       "    │ │       \"units\": \"cups\"                                                                                   │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ],                                                                                                    │ │\n",
        "    │ │   \"instructions\": [                                                                                     │ │\n",
@@ -690,21 +1071,20 @@
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"index\": 2,                                                                                       │ │\n",
-       "    │ │       \"step\": \"Cook the macaroni according to the package instructions, then drain and set aside.\"      │ │\n",
+       "    │ │       \"step\": \"Cook the macaroni according to the package instructions, then drain.\"                    │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"index\": 3,                                                                                       │ │\n",
        "    │ │       \"step\": \"In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion        │ │\n",
-       "    │ │ powder, turmeric (if using), salt, and pepper. Blend until smooth.\"                                     │ │\n",
+       "    │ │ powder, turmeric, salt, and water. Blend until smooth.\"                                                 │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"index\": 4,                                                                                       │ │\n",
-       "    │ │       \"step\": \"Pour the cashew sauce over the cooked macaroni and stir until well coated.\"              │ │\n",
+       "    │ │       \"step\": \"Pour the sauce over the cooked macaroni and stir until well coated.\"                     │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"index\": 5,                                                                                       │ │\n",
-       "    │ │       \"step\": \"Serve the vegan mac and cheese hot, with extra nutritional yeast or pepper on top if     │ │\n",
-       "    │ │ desired.\"                                                                                               │ │\n",
+       "    │ │       \"step\": \"Serve the vegan mac and cheese hot.\"                                                     │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ]                                                                                                     │ │\n",
        "    │ │ }                                                                                                       │ │\n",
@@ -770,11 +1150,11 @@
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 8,                                                                                 │ │\n",
-       "    │ │             'name': 'pepper',                                                                           │ │\n",
-       "    │ │             'brand': 'McCormick',                                                                       │ │\n",
-       "    │ │             'optional': True,                                                                           │ │\n",
-       "    │ │             'quantity': 0.5,                                                                            │ │\n",
-       "    │ │             'units': 'teaspoon'                                                                         │ │\n",
+       "    │ │             'name': 'water',                                                                            │ │\n",
+       "    │ │             'brand': 'Generic',                                                                         │ │\n",
+       "    │ │             'optional': False,                                                                          │ │\n",
+       "    │ │             'quantity': 1.5,                                                                            │ │\n",
+       "    │ │             'units': 'cups'                                                                             │ │\n",
        "    │ │         }                                                                                               │ │\n",
        "    │ │     ],                                                                                                  │ │\n",
        "    │ │     'instructions': [                                                                                   │ │\n",
@@ -784,23 +1164,18 @@
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 2,                                                                                 │ │\n",
-       "    │ │             'step': 'Cook the macaroni according to the package instructions, then drain and set        │ │\n",
-       "    │ │ aside.'                                                                                                 │ │\n",
+       "    │ │             'step': 'Cook the macaroni according to the package instructions, then drain.'              │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 3,                                                                                 │ │\n",
        "    │ │             'step': 'In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion  │ │\n",
-       "    │ │ powder, turmeric (if using), salt, and pepper. Blend until smooth.'                                     │ │\n",
+       "    │ │ powder, turmeric, salt, and water. Blend until smooth.'                                                 │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 4,                                                                                 │ │\n",
-       "    │ │             'step': 'Pour the cashew sauce over the cooked macaroni and stir until well coated.'        │ │\n",
+       "    │ │             'step': 'Pour the sauce over the cooked macaroni and stir until well coated.'               │ │\n",
        "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             'index': 5,                                                                                 │ │\n",
-       "    │ │             'step': 'Serve the vegan mac and cheese hot, with extra nutritional yeast or pepper on top  │ │\n",
-       "    │ │ if desired.'                                                                                            │ │\n",
-       "    │ │         }                                                                                               │ │\n",
+       "    │ │         {'index': 5, 'step': 'Serve the vegan mac and cheese hot.'}                                     │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -809,60 +1184,448 @@
       ],
       "text/plain": [
        "Logs\n",
-       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGenerate a recipe for vegan mac and cheese.                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise. If you are unsure anywhere, enter `null`.                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGenerate a recipe for vegan mac and cheese.                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise. If you are unsure anywhere, enter `null`.                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"ingredients\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 1,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"macaroni\",\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Barilla\",\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 8.0,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"ounces\"\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"raw cashews\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Trader Joe's\",\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 1.0,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"cup\"\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"nutritional yeast\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Bob's Red Mill\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 0.25,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"cup\"\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 4,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"garlic powder\",\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"McCormick\",\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 1.0,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 5,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"onion powder\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"McCormick\",\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 1.0,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 6,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"turmeric\",\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Simply Organic\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": true,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 0.5,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 7,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"salt\",\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Morton\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 1.0,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"water\",\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": null,\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 1.5,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"cups\"\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"instructions\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 1,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Soak the cashews in water for at least 2 hours, then drain.\"\u001b[0m\u001b[48;2;245;245;220m                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Cook the macaroni according to the package instructions, then drain.\"\u001b[0m\u001b[48;2;245;245;220m                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mpowder, turmeric, salt, and water. Blend until smooth.\"\u001b[0m\u001b[48;2;245;245;220m                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 4,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Pour the sauce over the cooked macaroni and stir until well coated.\"\u001b[0m\u001b[48;2;245;245;220m                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 5,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Serve the vegan mac and cheese hot.\"\u001b[0m\u001b[48;2;245;245;220m                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mSkeletonReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    incorrect_value={\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'ingredients': [\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 1,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'name': 'macaroni',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'brand': 'Barilla',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'quantity': 8.0,\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'units': 'ounces'\u001b[0m\u001b[48;2;240;255;240m                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 2,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'name': 'raw cashews',\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'brand': \"Trader Joe's\",\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'quantity': 1.0,\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'units': 'cup'\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 3,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'name': 'nutritional yeast',\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'brand': \"Bob's Red Mill\",\u001b[0m\u001b[48;2;240;255;240m                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'quantity': 0.25,\u001b[0m\u001b[48;2;240;255;240m                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'units': 'cup'\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 4,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'name': 'garlic powder',\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'brand': 'McCormick',\u001b[0m\u001b[48;2;240;255;240m                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'quantity': 1.0,\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 5,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'name': 'onion powder',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'brand': 'McCormick',\u001b[0m\u001b[48;2;240;255;240m                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'quantity': 1.0,\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 6,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'name': 'turmeric',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'brand': 'Simply Organic',\u001b[0m\u001b[48;2;240;255;240m                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'optional': True,\u001b[0m\u001b[48;2;240;255;240m                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'quantity': 0.5,\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 7,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'name': 'salt',\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'brand': 'Morton',\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'quantity': 1.0,\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 8,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'name': 'water',\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'brand': None,\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'quantity': 1.5,\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'units': 'cups'\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            }\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        ],\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'instructions': [\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 1,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'step': 'Soak the cashews in water for at least 2 hours, then drain.'\u001b[0m\u001b[48;2;240;255;240m                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 2,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'step': 'Cook the macaroni according to the package instructions, then drain.'\u001b[0m\u001b[48;2;240;255;240m         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 3,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'step': 'In a blender, combine the soaked cashews, nutritional yeast, garlic powder, \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240monion powder, turmeric, salt, and water. Blend until smooth.'\u001b[0m\u001b[48;2;240;255;240m                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'index': 4,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                'step': 'Pour the sauce over the cooked macaroni and stir until well coated.'\u001b[0m\u001b[48;2;240;255;240m          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            },\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            {'index': 5, 'step': 'Serve the vegan mac and cheese hot.'}\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        ]\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    },\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_message='JSON does not match schema:\\n{\\n  \"$.ingredients[7].brand\": [\\n    \"None is \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mnot of type \"\\n  ]\\n}',\u001b[0m\u001b[48;2;240;255;240m                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            fix_value=None,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_spans=None,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            validated_chunk=None\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        )\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    additional_properties={}\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m)\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235m  Role\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                   \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235msystem\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou are a helpful assistant only capable of communicating with valid JSON, and no other   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtext.                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  user\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mI was given the following JSON response, which had problems due to incorrect values.      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m{                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"incorrect_value\": {                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"ingredients\": [                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 1,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"name\": \"macaroni\",                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"brand\": \"Barilla\",                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"optional\": false,                                                                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"quantity\": 8.0,                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"units\": \"ounces\"                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 2,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"name\": \"raw cashews\",                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"brand\": \"Trader Joe's\",                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"optional\": false,                                                                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"quantity\": 1.0,                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"units\": \"cup\"                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 3,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"name\": \"nutritional yeast\",                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"brand\": \"Bob's Red Mill\",                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"optional\": false,                                                                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"quantity\": 0.25,                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"units\": \"cup\"                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 4,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"name\": \"garlic powder\",                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"brand\": \"McCormick\",                                                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"optional\": false,                                                                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"quantity\": 1.0,                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"units\": \"teaspoon\"                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 5,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"name\": \"onion powder\",                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"brand\": \"McCormick\",                                                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"optional\": false,                                                                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"quantity\": 1.0,                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"units\": \"teaspoon\"                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 6,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"name\": \"turmeric\",                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"brand\": \"Simply Organic\",                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"optional\": true,                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"quantity\": 0.5,                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"units\": \"teaspoon\"                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 7,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"name\": \"salt\",                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"brand\": \"Morton\",                                                                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"optional\": false,                                                                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"quantity\": 1.0,                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"units\": \"teaspoon\"                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 8,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"name\": \"water\",                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"brand\": null,                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"optional\": false,                                                                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"quantity\": 1.5,                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"units\": \"cups\"                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      }                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    ],                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"instructions\": [                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 1,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"step\": \"Soak the cashews in water for at least 2 hours, then drain.\"             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 2,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"step\": \"Cook the macaroni according to the package instructions, then drain.\"    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 3,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"step\": \"In a blender, combine the soaked cashews, nutritional yeast, garlic      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mpowder, onion powder, turmeric, salt, and water. Blend until smooth.\"                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 4,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"step\": \"Pour the sauce over the cooked macaroni and stir until well coated.\"     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      },                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      {                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"index\": 5,                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m        \"step\": \"Serve the vegan mac and cheese hot.\"                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      }                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    ]                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  },                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"error_messages\": [                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"JSON does not match schema:\\n{\\n  \\\"$.ingredients[7].brand\\\": [\\n    \\\"None is not of\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtype \\\"\\n  ]\\n}\"                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  ]                                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m}                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHelp me correct the incorrect values based on the given error messages.                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtags to extract it into.                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere's an example of the structure:                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m{                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"ingredients\": [                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"index\": 19,                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"name\": \"Crystal Day\",                                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"brand\": \"cut\",                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"optional\": false,                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"quantity\": 37.0,                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"units\": \"simple\"                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"index\": 58,                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"name\": \"Derek Harris\",                                                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"brand\": \"suggest\",                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"optional\": false,                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"quantity\": 29.0,                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"units\": \"three\"                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    }                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  ],                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"instructions\": [                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"index\": 80,                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"step\": \"road\"                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    },                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    {                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"index\": 24,                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m      \"step\": \"law\"                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    }                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  ]                                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m}                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└────────┴────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -925,11 +1688,11 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"pepper\",\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"McCormick\",\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": true,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 0.5,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"water\",\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Generic\",\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 1.5,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"cups\"\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"instructions\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -939,21 +1702,20 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Cook the macaroni according to the package instructions, then drain and set aside.\"\u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Cook the macaroni according to the package instructions, then drain.\"\u001b[0m\u001b[48;2;245;245;220m                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mpowder, turmeric (if using), salt, and pepper. Blend until smooth.\"\u001b[0m\u001b[48;2;245;245;220m                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mpowder, turmeric, salt, and water. Blend until smooth.\"\u001b[0m\u001b[48;2;245;245;220m                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 4,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Pour the cashew sauce over the cooked macaroni and stir until well coated.\"\u001b[0m\u001b[48;2;245;245;220m             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Pour the sauce over the cooked macaroni and stir until well coated.\"\u001b[0m\u001b[48;2;245;245;220m                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 5,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Serve the vegan mac and cheese hot, with extra nutritional yeast or pepper on top if \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mdesired.\"\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Serve the vegan mac and cheese hot.\"\u001b[0m\u001b[48;2;245;245;220m                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1019,11 +1781,11 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 8,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'pepper',\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'McCormick',\u001b[0m\u001b[48;2;240;255;240m                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': True,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 0.5,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'water',\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'Generic',\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 1.5,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'cups'\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        }\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'instructions': [\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1033,23 +1795,18 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 2,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Cook the macaroni according to the package instructions, then drain and set \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240maside.'\u001b[0m\u001b[48;2;240;255;240m                                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Cook the macaroni according to the package instructions, then drain.'\u001b[0m\u001b[48;2;240;255;240m             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 3,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mpowder, turmeric (if using), salt, and pepper. Blend until smooth.'\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mpowder, turmeric, salt, and water. Blend until smooth.'\u001b[0m\u001b[48;2;240;255;240m                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 4,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Pour the cashew sauce over the cooked macaroni and stir until well coated.'\u001b[0m\u001b[48;2;240;255;240m       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Pour the sauce over the cooked macaroni and stir until well coated.'\u001b[0m\u001b[48;2;240;255;240m              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 5,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Serve the vegan mac and cheese hot, with extra nutritional yeast or pepper on top \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mif desired.'\u001b[0m\u001b[48;2;240;255;240m                                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        }\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'index': 5, 'step': 'Serve the vegan mac and cheese hot.'}\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
@@ -1067,7 +1824,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "tiff-env",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -1081,14 +1838,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   },
-  "orig_nbformat": 4,
-  "vscode": {
-   "interpreter": {
-    "hash": "ef14f49bbc779f2fde64ca0552c2a99d578405052f5b73f61279551da311a8a1"
-   }
-  }
+  "orig_nbformat": 4
  },
  "nbformat": 4,
  "nbformat_minor": 2
diff --git a/docs/examples/regex_validation.ipynb b/docs/examples/regex_validation.ipynb
index 6ab79b98d..ba9e86726 100644
--- a/docs/examples/regex_validation.ipynb
+++ b/docs/examples/regex_validation.ipynb
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -56,14 +56,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
       "  from tqdm.autonotebook import tqdm, trange\n"
      ]
     }
@@ -89,14 +89,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n",
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
       "  warnings.warn(\n"
      ]
     },
@@ -105,24 +107,25 @@
       "text/html": [
        "
Logs\n",
        "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "│   │ │ I am writing a movie and need a fake phone number. Generate a fake phone number. Do not write anything  │ │\n",
-       "│   │ │ other than the phone number.                                                                            │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "│   │ │ No message history.                                                                                     │ │\n",
+       "│   │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "│   │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "│   │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "│   │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "│   │ │ │ user │ I am writing a movie and need a fake phone number. Generate a fake phone number. Do not      │ │ │\n",
+       "│   │ │ │      │ write anything other than the phone number.                                                  │ │ │\n",
+       "│   │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "│   │ │ (555) 012-3456                                                                                          │ │\n",
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "│   │ │ FieldReAsk(                                                                                             │ │\n",
        "│   │ │     incorrect_value='(555) 012-3456',                                                                   │ │\n",
        "│   │ │     fail_results=[                                                                                      │ │\n",
        "│   │ │         FailResult(                                                                                     │ │\n",
        "│   │ │             outcome='fail',                                                                             │ │\n",
        "│   │ │             error_message='Result must match \\\\d{3}-\\\\d{3}-\\\\d{4}',                                     │ │\n",
-       "│   │ │             fix_value='sh406-649-2143sh',                                                               │ │\n",
+       "│   │ │             fix_value='idfgxprs581-360-9865idfgxprs',                                                   │ │\n",
        "│   │ │             error_spans=None,                                                                           │ │\n",
        "│   │ │             metadata=None,                                                                              │ │\n",
        "│   │ │             validated_chunk=None                                                                        │ │\n",
@@ -134,31 +137,35 @@
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ This was a previous response you generated:                                                             │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ======                                                                                                  │ │\n",
-       "    │ │ (555) 012-3456                                                                                          │ │\n",
-       "    │ │ ======                                                                                                  │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Generate a new response that corrects your old response such that the following issues are fixed        │ │\n",
-       "    │ │ - Result must match \\d{3}-\\d{3}-\\d{4}                                                                   │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Your generated response should satisfy the following properties:                                        │ │\n",
-       "    │ │ - guardrails/regex_match: regex=\\d{3}-\\d{3}-\\d{4} match_type=search                                     │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Don't talk; just go.                                                                                    │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃   Role ┃ Content                                                                                    ┃ │ │\n",
+       "    │ │ ┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ system │ You are a helpful assistant.                                                               │ │ │\n",
+       "    │ │ ├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤ │ │\n",
+       "    │ │ │   user │ This was a previous response you generated:                                                │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ======                                                                                     │ │ │\n",
+       "    │ │ │        │ (555) 012-3456                                                                             │ │ │\n",
+       "    │ │ │        │ ======                                                                                     │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Generate a new response that corrects your old response such that the following issues are │ │ │\n",
+       "    │ │ │        │ fixed                                                                                      │ │ │\n",
+       "    │ │ │        │ - Result must match \\d{3}-\\d{3}-\\d{4}                                                      │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Your generated response should satisfy the following properties:                           │ │ │\n",
+       "    │ │ │        │ - guardrails/regex_match: regex=\\d{3}-\\d{3}-\\d{4} match_type=search                        │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Don't talk; just go.                                                                       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ └────────┴────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ 555-012-3456                                                                                            │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ '555-012-3456'                                                                                          │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
@@ -167,24 +174,25 @@
       "text/plain": [
        "Logs\n",
        "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m Prompt \u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mI am writing a movie and need a fake phone number. Generate a fake phone number. Do not write anything \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mother than the phone number.\u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m Message History \u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mI am writing a movie and need a fake phone number. Generate a fake phone number. Do not     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mwrite anything other than the phone number.                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m(555) 012-3456\u001b[0m\u001b[48;2;245;245;220m                                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mFieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    incorrect_value='(555) 012-3456',\u001b[0m\u001b[48;2;240;255;240m                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_message='Result must match \\\\d{3}-\\\\d{3}-\\\\d{4}',\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            fix_value='sh406-649-2143sh',\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            fix_value='idfgxprs581-360-9865idfgxprs',\u001b[0m\u001b[48;2;240;255;240m                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_spans=None,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            validated_chunk=None\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -196,31 +204,35 @@
        "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m Prompt \u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mThis was a previous response you generated:\u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m======\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m(555) 012-3456\u001b[0m\u001b[48;2;240;248;255m                                                                                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m======\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGenerate a new response that corrects your old response such that the following issues are fixed\u001b[0m\u001b[48;2;240;248;255m       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- Result must match \\d{3}-\\d{3}-\\d{4}\u001b[0m\u001b[48;2;240;248;255m                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mYour generated response should satisfy the following properties:\u001b[0m\u001b[48;2;240;248;255m                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- guardrails/regex_match: regex=\\d{3}-\\d{3}-\\d{4} match_type=search\u001b[0m\u001b[48;2;240;248;255m                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mDon't talk; just go.\u001b[0m\u001b[48;2;240;248;255m                                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m Message History \u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235m  Role\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                   \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235msystem\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou are a helpful assistant.                                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  user\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mThis was a previous response you generated:                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m======                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m(555) 012-3456                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m======                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGenerate a new response that corrects your old response such that the following issues are\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mfixed                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- Result must match \\d{3}-\\d{3}-\\d{4}                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYour generated response should satisfy the following properties:                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- guardrails/regex_match: regex=\\d{3}-\\d{3}-\\d{4} match_type=search                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mDon't talk; just go.                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└────────┴────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m555-012-3456\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m'555-012-3456'\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
@@ -236,7 +248,10 @@
     ")\n",
     "\n",
     "guard(\n",
-    "    prompt='I am writing a movie and need a fake phone number. Generate a fake phone number. Do not write anything other than the phone number.',\n",
+    "    messages=[{\n",
+    "        \"role\": \"user\",\n",
+    "        \"content\": \"I am writing a movie and need a fake phone number. Generate a fake phone number. Do not write anything other than the phone number.\"\n",
+    "    }],\n",
     "    model=\"gpt-4-turbo\",\n",
     ")\n",
     "\n",
@@ -246,7 +261,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -260,7 +275,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/examples/response_is_on_topic.ipynb b/docs/examples/response_is_on_topic.ipynb
index 627457f25..b55497cce 100644
--- a/docs/examples/response_is_on_topic.ipynb
+++ b/docs/examples/response_is_on_topic.ipynb
@@ -58,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -75,7 +75,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -97,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -136,16 +136,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
       "  from tqdm.autonotebook import tqdm, trange\n",
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
       "  warnings.warn(\n"
      ]
     },
@@ -153,7 +153,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Validation failed for field with errors: Invalid topics found: ['tablet', 'computer', 'phone']\n"
+      "Validation failed for field with errors: Invalid topics found: ['phone', 'computer', 'tablet']\n"
      ]
     }
    ],
@@ -197,9 +197,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -243,9 +251,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -281,7 +297,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -295,7 +311,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/secrets_detection.ipynb b/docs/examples/secrets_detection.ipynb
index fe2467ee6..f6675e195 100644
--- a/docs/examples/secrets_detection.ipynb
+++ b/docs/examples/secrets_detection.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -33,19 +33,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Install the necessary packages\n",
     "! pip install detect-secrets -q"
@@ -53,14 +43,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
       "  from tqdm.autonotebook import tqdm, trange\n"
      ]
     }
@@ -76,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -92,14 +82,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
       "  warnings.warn(\n"
      ]
     },
@@ -173,9 +163,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:py.warnings:/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n",
+      "\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -242,7 +241,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "guard-venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -256,7 +255,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/select_choice_based_on_action.ipynb b/docs/examples/select_choice_based_on_action.ipynb
index b77107ecf..43fef1829 100644
--- a/docs/examples/select_choice_based_on_action.ipynb
+++ b/docs/examples/select_choice_based_on_action.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -54,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 9,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2023-08-23T15:09:26.331177Z",
@@ -77,14 +77,15 @@
     "        \n",
     "    \n",
     "\n",
-    "\n",
-    "\n",
+    "\n",
+    "\n",
     "You are a human in an enchanted forest. You come across opponents of different types, and you should fight smaller opponents and run away from bigger ones.\n",
     "\n",
     "You run into a ${opp_type}. What do you do?\n",
     "\n",
-    "${gr.complete_xml_suffix_v2}\n",
-    "\n",
+    "${gr.complete_xml_suffix_v2}\n",
+    "\n",
+    "\n",
     "\n",
     "\"\"\""
    ]
@@ -98,18 +99,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/dtam/.pyenv/versions/3.12.1/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
-      "  from tqdm.autonotebook import tqdm, trange\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from guardrails.hub import ValidChoices\n",
     "from pydantic import BaseModel, Field\n",
@@ -158,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 11,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2023-08-23T15:09:28.590929Z",
@@ -183,7 +175,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -219,14 +211,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 21,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2023-08-23T15:10:08.998121Z",
      "start_time": "2023-08-23T15:10:08.792027Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "# Set your OPENAI_API_KEY as an environment variable\n",
     "# import os\n",
@@ -235,7 +236,7 @@
     "raw_llm_response, validated_response, *rest = guard(\n",
     "    messages=[{\"role\":\"user\", \"content\": prompt}],\n",
     "    prompt_params={'opp_type': 'giant'},\n",
-    "    model=\"gpt-4o\",\n",
+    "    model=\"gpt-4o-mini\",\n",
     "    max_tokens=256,\n",
     "    temperature=0.0,\n",
     ")"
@@ -254,17 +255,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "
{'action': {'chosen_action': 'flight', 'flight_direction': 'north', 'distance': 3}}\n",
+       "
{'action': {'chosen_action': 'flight', 'flight_direction': 'north', 'distance': 1}}\n",
        "
\n"
       ],
       "text/plain": [
-       "\u001b[1m{\u001b[0m\u001b[32m'action'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'chosen_action'\u001b[0m: \u001b[32m'flight'\u001b[0m, \u001b[32m'flight_direction'\u001b[0m: \u001b[32m'north'\u001b[0m, \u001b[32m'distance'\u001b[0m: \u001b[1;36m3\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n"
+       "\u001b[1m{\u001b[0m\u001b[32m'action'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'chosen_action'\u001b[0m: \u001b[32m'flight'\u001b[0m, \u001b[32m'flight_direction'\u001b[0m: \u001b[32m'north'\u001b[0m, \u001b[32m'distance'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -284,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 23,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2023-08-23T15:09:32.364711Z",
@@ -373,7 +374,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.iterations.first.inputs.msg_history[0][\"content\"])"
+    "print(guard.history.last.iterations.first.inputs.messages[0][\"content\"])"
    ]
   },
   {
@@ -385,7 +386,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -393,10 +394,7 @@
       "text/html": [
        "
Logs\n",
        "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "│   │ │ No prompt                                                                                               │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
+       "│   │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
        "│   │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
        "│   │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
        "│   │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
@@ -444,22 +442,20 @@
        "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "│   │ │ ```json                                                                                                 │ │\n",
        "│   │ │ {                                                                                                       │ │\n",
-       "│   │ │   \"action\": {                                                                                           │ │\n",
-       "│   │ │     \"flight_direction\": \"north\",                                                                        │ │\n",
-       "│   │ │     \"distance\": 3                                                                                       │ │\n",
-       "│   │ │   },                                                                                                    │ │\n",
-       "│   │ │   \"chosen_action\": \"flight\"                                                                             │ │\n",
+       "│   │ │   \"action\": \"flight\",                                                                                   │ │\n",
+       "│   │ │   \"flight_direction\": \"north\",                                                                          │ │\n",
+       "│   │ │   \"distance\": 3                                                                                         │ │\n",
        "│   │ │ }                                                                                                       │ │\n",
        "│   │ │ ```                                                                                                     │ │\n",
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "│   │ │ SkeletonReAsk(                                                                                          │ │\n",
-       "│   │ │     incorrect_value={'action': {'flight_direction': 'north', 'distance': 3}},                           │ │\n",
+       "│   │ │     incorrect_value={'action': 'flight'},                                                               │ │\n",
        "│   │ │     fail_results=[                                                                                      │ │\n",
        "│   │ │         FailResult(                                                                                     │ │\n",
        "│   │ │             outcome='fail',                                                                             │ │\n",
-       "│   │ │             error_message='JSON does not match schema:\\n{\\n  \"$.action\": [\\n    \"{\\'flight_direction\\': │ │\n",
-       "│   │ │ \\'north\\', \\'distance\\': 3} is not valid under any of the given schemas\"\\n  ]\\n}',                      │ │\n",
+       "│   │ │             error_message='JSON does not match schema:\\n{\\n  \"$.action\": [\\n    \"\\'flight\\' is not      │ │\n",
+       "│   │ │ valid under any of the given schemas\"\\n  ]\\n}',                                                         │ │\n",
        "│   │ │             fix_value=None,                                                                             │ │\n",
        "│   │ │             error_spans=None,                                                                           │ │\n",
        "│   │ │             metadata=None,                                                                              │ │\n",
@@ -471,98 +467,95 @@
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ I was given the following JSON response, which had problems due to incorrect values.                    │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"incorrect_value\": {                                                                                  │ │\n",
-       "    │ │     \"action\": {                                                                                         │ │\n",
-       "    │ │       \"flight_direction\": \"north\",                                                                      │ │\n",
-       "    │ │       \"distance\": 3                                                                                     │ │\n",
-       "    │ │     }                                                                                                   │ │\n",
-       "    │ │   },                                                                                                    │ │\n",
-       "    │ │   \"error_messages\": [                                                                                   │ │\n",
-       "    │ │     \"JSON does not match schema:\\n{\\n  \\\"$.action\\\": [\\n    \\\"{'flight_direction': 'north', 'distance': │ │\n",
-       "    │ │ 3} is not valid under any of the given schemas\\\"\\n  ]\\n}\"                                               │ │\n",
-       "    │ │   ]                                                                                                     │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Help me correct the incorrect values based on the given error messages.                                 │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ <output>                                                                                                │ │\n",
-       "    │ │   <choice discriminator=\"chosen_action\" name=\"action\" required=\"true\">                                  │ │\n",
-       "    │ │     <case name=\"fight\">                                                                                 │ │\n",
-       "    │ │       <string format=\"guardrails/valid_choices: ['crossbow', 'machine gun']\" name=\"weapon\"              │ │\n",
-       "    │ │ required=\"true\"></string>                                                                               │ │\n",
-       "    │ │     </case>                                                                                             │ │\n",
-       "    │ │     <case name=\"flight\">                                                                                │ │\n",
-       "    │ │       <string format=\"guardrails/valid_choices: ['north', 'south', 'east', 'west']\"                     │ │\n",
-       "    │ │ name=\"flight_direction\" required=\"true\"></string>                                                       │ │\n",
-       "    │ │       <integer format=\"guardrails/valid_choices: [1, 2, 3, 4]\" name=\"distance\"                          │ │\n",
-       "    │ │ required=\"true\"></integer>                                                                              │ │\n",
-       "    │ │     </case>                                                                                             │ │\n",
-       "    │ │   </choice>                                                                                             │ │\n",
-       "    │ │ </output>                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here's an example of the structure:                                                                     │ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"action\": {                                                                                           │ │\n",
-       "    │ │     \"chosen_action\": \"flight\",                                                                          │ │\n",
-       "    │ │     \"flight_direction\": \"few\",                                                                          │ │\n",
-       "    │ │     \"distance\": 10                                                                                      │ │\n",
-       "    │ │   }                                                                                                     │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ You are a helpful assistant only capable of communicating with valid JSON, and no other text.           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃   Role ┃ Content                                                                                    ┃ │ │\n",
+       "    │ │ ┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ system │                                                                                            │ │ │\n",
+       "    │ │ │        │ You are a helpful assistant only capable of communicating with valid JSON, and no other    │ │ │\n",
+       "    │ │ │        │ text.                                                                                      │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:             │ │ │\n",
+       "    │ │ │        │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`        │ │ │\n",
+       "    │ │ │        │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',      │ │ │\n",
+       "    │ │ │        │ 'STRING TWO', etc.]}`                                                                      │ │ │\n",
+       "    │ │ │        │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer          │ │ │\n",
+       "    │ │ │        │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':   │ │ │\n",
+       "    │ │ │        │ 1}}`                                                                                       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ ├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤ │ │\n",
+       "    │ │ │   user │                                                                                            │ │ │\n",
+       "    │ │ │        │ I was given the following JSON response, which had problems due to incorrect values.       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ {                                                                                          │ │ │\n",
+       "    │ │ │        │   \"incorrect_value\": {                                                                     │ │ │\n",
+       "    │ │ │        │     \"action\": \"flight\"                                                                     │ │ │\n",
+       "    │ │ │        │   },                                                                                       │ │ │\n",
+       "    │ │ │        │   \"error_messages\": [                                                                      │ │ │\n",
+       "    │ │ │        │     \"JSON does not match schema:\\n{\\n  \\\"$.action\\\": [\\n    \\\"'flight' is not valid under  │ │ │\n",
+       "    │ │ │        │ any of the given schemas\\\"\\n  ]\\n}\"                                                        │ │ │\n",
+       "    │ │ │        │   ]                                                                                        │ │ │\n",
+       "    │ │ │        │ }                                                                                          │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Help me correct the incorrect values based on the given error messages.                    │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Given below is XML that describes the information to extract from this document and the    │ │ │\n",
+       "    │ │ │        │ tags to extract it into.                                                                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ <output>                                                                                   │ │ │\n",
+       "    │ │ │        │   <choice discriminator=\"chosen_action\" name=\"action\" required=\"true\">                     │ │ │\n",
+       "    │ │ │        │     <case name=\"fight\">                                                                    │ │ │\n",
+       "    │ │ │        │       <string format=\"guardrails/valid_choices: ['crossbow', 'machine gun']\" name=\"weapon\" │ │ │\n",
+       "    │ │ │        │ required=\"true\"></string>                                                                  │ │ │\n",
+       "    │ │ │        │     </case>                                                                                │ │ │\n",
+       "    │ │ │        │     <case name=\"flight\">                                                                   │ │ │\n",
+       "    │ │ │        │       <string format=\"guardrails/valid_choices: ['north', 'south', 'east', 'west']\"        │ │ │\n",
+       "    │ │ │        │ name=\"flight_direction\" required=\"true\"></string>                                          │ │ │\n",
+       "    │ │ │        │       <integer format=\"guardrails/valid_choices: [1, 2, 3, 4]\" name=\"distance\"             │ │ │\n",
+       "    │ │ │        │ required=\"true\"></integer>                                                                 │ │ │\n",
+       "    │ │ │        │     </case>                                                                                │ │ │\n",
+       "    │ │ │        │   </choice>                                                                                │ │ │\n",
+       "    │ │ │        │ </output>                                                                                  │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Here's an example of the structure:                                                        │ │ │\n",
+       "    │ │ │        │ {                                                                                          │ │ │\n",
+       "    │ │ │        │   \"action\": {                                                                              │ │ │\n",
+       "    │ │ │        │     \"chosen_action\": \"flight\",                                                             │ │ │\n",
+       "    │ │ │        │     \"flight_direction\": \"hit\",                                                             │ │ │\n",
+       "    │ │ │        │     \"distance\": 17                                                                         │ │ │\n",
+       "    │ │ │        │   }                                                                                        │ │ │\n",
+       "    │ │ │        │ }                                                                                          │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ └────────┴────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ ```json                                                                                                 │ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │   \"action\": {                                                                                           │ │\n",
        "    │ │     \"chosen_action\": \"flight\",                                                                          │ │\n",
        "    │ │     \"flight_direction\": \"north\",                                                                        │ │\n",
-       "    │ │     \"distance\": 3                                                                                       │ │\n",
+       "    │ │     \"distance\": 1                                                                                       │ │\n",
        "    │ │   }                                                                                                     │ │\n",
        "    │ │ }                                                                                                       │ │\n",
-       "    │ │ ```                                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'action': {                                                                                         │ │\n",
        "    │ │         'chosen_action': 'flight',                                                                      │ │\n",
        "    │ │         'flight_direction': 'north',                                                                    │ │\n",
-       "    │ │         'distance': 3                                                                                   │ │\n",
+       "    │ │         'distance': 1                                                                                   │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -572,10 +565,7 @@
       "text/plain": [
        "Logs\n",
        "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
@@ -623,22 +613,20 @@
        "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```json\u001b[0m\u001b[48;2;245;245;220m                                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"action\": {\u001b[0m\u001b[48;2;245;245;220m                                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"flight_direction\": \"north\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"distance\": 3\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  },\u001b[0m\u001b[48;2;245;245;220m                                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"chosen_action\": \"flight\"\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"action\": \"flight\",\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"flight_direction\": \"north\",\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"distance\": 3\u001b[0m\u001b[48;2;245;245;220m                                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mSkeletonReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    incorrect_value={'action': {'flight_direction': 'north', 'distance': 3}},\u001b[0m\u001b[48;2;240;255;240m                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    incorrect_value={'action': 'flight'},\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_message='JSON does not match schema:\\n{\\n  \"$.action\": [\\n    \"{\\'flight_direction\\':\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\\'north\\', \\'distance\\': 3} is not valid under any of the given schemas\"\\n  ]\\n}',\u001b[0m\u001b[48;2;240;255;240m                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_message='JSON does not match schema:\\n{\\n  \"$.action\": [\\n    \"\\'flight\\' is not \u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mvalid under any of the given schemas\"\\n  ]\\n}',\u001b[0m\u001b[48;2;240;255;240m                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            fix_value=None,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_spans=None,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -650,98 +638,95 @@
        "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mI was given the following JSON response, which had problems due to incorrect values.\u001b[0m\u001b[48;2;240;248;255m                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m{\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"incorrect_value\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \"action\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"flight_direction\": \"north\",\u001b[0m\u001b[48;2;240;248;255m                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"distance\": 3\u001b[0m\u001b[48;2;240;248;255m                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    }\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  },\u001b[0m\u001b[48;2;240;248;255m                                                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"error_messages\": [\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \"JSON does not match schema:\\n{\\n  \\\"$.action\\\": [\\n    \\\"{'flight_direction': 'north', 'distance':\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m3} is not valid under any of the given schemas\\\"\\n  ]\\n}\"\u001b[0m\u001b[48;2;240;248;255m                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  ]\u001b[0m\u001b[48;2;240;248;255m                                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m}\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHelp me correct the incorrect values based on the given error messages.\u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menter `null`.\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere's an example of the structure:\u001b[0m\u001b[48;2;240;248;255m                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m{\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"action\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \"chosen_action\": \"flight\",\u001b[0m\u001b[48;2;240;248;255m                                                                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \"flight_direction\": \"few\",\u001b[0m\u001b[48;2;240;248;255m                                                                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \"distance\": 10\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  }\u001b[0m\u001b[48;2;240;248;255m                                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m}\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╭─\u001b[0m\u001b[48;2;255;240;242m────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m Instructions \u001b[0m\u001b[48;2;255;240;242m─────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mYou are a helpful assistant only capable of communicating with valid JSON, and no other text.\u001b[0m\u001b[48;2;255;240;242m          \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;255;240;242m      \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;255;240;242m   \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242menter `null`.\u001b[0m\u001b[48;2;255;240;242m                                                                                          \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;255;240;242m                         \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;255;240;242m                    \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;255;240;242m   \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242metc.]}`\u001b[0m\u001b[48;2;255;240;242m                                                                                                \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;255;240;242m                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235m  Role\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                   \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235msystem\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou are a helpful assistant only capable of communicating with valid JSON, and no other   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtext.                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  user\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mI was given the following JSON response, which had problems due to incorrect values.      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m{                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"incorrect_value\": {                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"action\": \"flight\"                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  },                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"error_messages\": [                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"JSON does not match schema:\\n{\\n  \\\"$.action\\\": [\\n    \\\"'flight' is not valid under \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many of the given schemas\\\"\\n  ]\\n}\"                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  ]                                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m}                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHelp me correct the incorrect values based on the given error messages.                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtags to extract it into.                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere's an example of the structure:                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m{                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"action\": {                                                                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"chosen_action\": \"flight\",                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"flight_direction\": \"hit\",                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"distance\": 17                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  }                                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m}                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└────────┴────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```json\u001b[0m\u001b[48;2;245;245;220m                                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"action\": {\u001b[0m\u001b[48;2;245;245;220m                                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"chosen_action\": \"flight\",\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"flight_direction\": \"north\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"distance\": 3\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"distance\": 1\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  }\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'action': {\u001b[0m\u001b[48;2;240;255;240m                                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'chosen_action': 'flight',\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'flight_direction': 'north',\u001b[0m\u001b[48;2;240;255;240m                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'distance': 3\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'distance': 1\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    }\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
@@ -767,14 +752,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 27,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "raw_llm_response, validated_response, *rest = guard(\n",
     "    messages=[{\"role\":\"user\", \"content\": prompt}],\n",
     "    prompt_params={'opp_type': 'goblin'},\n",
-    "    model=\"gpt-4o\",\n",
+    "    model=\"gpt-4o-mini\",\n",
     "    max_tokens=256,\n",
     "    temperature=0.0,\n",
     ")"
@@ -782,17 +776,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "
{'action': {'chosen_action': 'fight', 'weapon': 'crossbow'}}\n",
+       "
{'action': {'chosen_action': 'flight', 'flight_direction': 'north', 'distance': 1}}\n",
        "
\n"
       ],
       "text/plain": [
-       "\u001b[1m{\u001b[0m\u001b[32m'action'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'chosen_action'\u001b[0m: \u001b[32m'fight'\u001b[0m, \u001b[32m'weapon'\u001b[0m: \u001b[32m'crossbow'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n"
+       "\u001b[1m{\u001b[0m\u001b[32m'action'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'chosen_action'\u001b[0m: \u001b[32m'flight'\u001b[0m, \u001b[32m'flight_direction'\u001b[0m: \u001b[32m'north'\u001b[0m, \u001b[32m'distance'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -812,141 +806,347 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "
Logs\n",
-       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
-       "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
-       "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
-       "    │ │ │ user │                                                                                              │ │ │\n",
-       "    │ │ │      │ You are a human in an enchanted forest. You come across opponents of different types, and    │ │ │\n",
-       "    │ │ │      │ you should fight smaller opponents and run away from bigger ones.                            │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │ You run into a goblin. What do you do?                                                       │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
-       "    │ │ │      │ to extract it into.                                                                          │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │ <output>                                                                                     │ │ │\n",
-       "    │ │ │      │   <choice discriminator=\"chosen_action\" name=\"action\" required=\"true\">                       │ │ │\n",
-       "    │ │ │      │     <case name=\"fight\">                                                                      │ │ │\n",
-       "    │ │ │      │       <string format=\"guardrails/valid_choices: ['crossbow', 'machine gun']\" name=\"weapon\"   │ │ │\n",
-       "    │ │ │      │ required=\"true\"></string>                                                                    │ │ │\n",
-       "    │ │ │      │     </case>                                                                                  │ │ │\n",
-       "    │ │ │      │     <case name=\"flight\">                                                                     │ │ │\n",
-       "    │ │ │      │       <string format=\"guardrails/valid_choices: ['north', 'south', 'east', 'west']\"          │ │ │\n",
-       "    │ │ │      │ name=\"flight_direction\" required=\"true\"></string>                                            │ │ │\n",
-       "    │ │ │      │       <integer format=\"guardrails/valid_choices: [1, 2, 3, 4]\" name=\"distance\"               │ │ │\n",
-       "    │ │ │      │ required=\"true\"></integer>                                                                   │ │ │\n",
-       "    │ │ │      │     </case>                                                                                  │ │ │\n",
-       "    │ │ │      │   </choice>                                                                                  │ │ │\n",
-       "    │ │ │      │ </output>                                                                                    │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
-       "    │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
-       "    │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
-       "    │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
-       "    │ │ │      │ correct and concise.                                                                         │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
-       "    │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
-       "    │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
-       "    │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
-       "    │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
-       "    │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
-       "    │ │ │      │ 1}}`                                                                                         │ │ │\n",
-       "    │ │ │      │                                                                                              │ │ │\n",
-       "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
+       "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "│   │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "│   │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "│   │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "│   │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "│   │ │ │ user │                                                                                              │ │ │\n",
+       "│   │ │ │      │ You are a human in an enchanted forest. You come across opponents of different types, and    │ │ │\n",
+       "│   │ │ │      │ you should fight smaller opponents and run away from bigger ones.                            │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ You run into a goblin. What do you do?                                                       │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
+       "│   │ │ │      │ to extract it into.                                                                          │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ <output>                                                                                     │ │ │\n",
+       "│   │ │ │      │   <choice discriminator=\"chosen_action\" name=\"action\" required=\"true\">                       │ │ │\n",
+       "│   │ │ │      │     <case name=\"fight\">                                                                      │ │ │\n",
+       "│   │ │ │      │       <string format=\"guardrails/valid_choices: ['crossbow', 'machine gun']\" name=\"weapon\"   │ │ │\n",
+       "│   │ │ │      │ required=\"true\"></string>                                                                    │ │ │\n",
+       "│   │ │ │      │     </case>                                                                                  │ │ │\n",
+       "│   │ │ │      │     <case name=\"flight\">                                                                     │ │ │\n",
+       "│   │ │ │      │       <string format=\"guardrails/valid_choices: ['north', 'south', 'east', 'west']\"          │ │ │\n",
+       "│   │ │ │      │ name=\"flight_direction\" required=\"true\"></string>                                            │ │ │\n",
+       "│   │ │ │      │       <integer format=\"guardrails/valid_choices: [1, 2, 3, 4]\" name=\"distance\"               │ │ │\n",
+       "│   │ │ │      │ required=\"true\"></integer>                                                                   │ │ │\n",
+       "│   │ │ │      │     </case>                                                                                  │ │ │\n",
+       "│   │ │ │      │   </choice>                                                                                  │ │ │\n",
+       "│   │ │ │      │ </output>                                                                                    │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
+       "│   │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
+       "│   │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
+       "│   │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
+       "│   │ │ │      │ correct and concise.                                                                         │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
+       "│   │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
+       "│   │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
+       "│   │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
+       "│   │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
+       "│   │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
+       "│   │ │ │      │ 1}}`                                                                                         │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "│   │ │ ```json                                                                                                 │ │\n",
+       "│   │ │ {                                                                                                       │ │\n",
+       "│   │ │   \"action\": \"fight\",                                                                                    │ │\n",
+       "│   │ │   \"weapon\": \"crossbow\"                                                                                  │ │\n",
+       "│   │ │ }                                                                                                       │ │\n",
+       "│   │ │ ```                                                                                                     │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "│   │ │ SkeletonReAsk(                                                                                          │ │\n",
+       "│   │ │     incorrect_value={'action': 'fight'},                                                                │ │\n",
+       "│   │ │     fail_results=[                                                                                      │ │\n",
+       "│   │ │         FailResult(                                                                                     │ │\n",
+       "│   │ │             outcome='fail',                                                                             │ │\n",
+       "│   │ │             error_message='JSON does not match schema:\\n{\\n  \"$.action\": [\\n    \"\\'fight\\' is not valid │ │\n",
+       "│   │ │ under any of the given schemas\"\\n  ]\\n}',                                                               │ │\n",
+       "│   │ │             fix_value=None,                                                                             │ │\n",
+       "│   │ │             error_spans=None,                                                                           │ │\n",
+       "│   │ │             metadata=None,                                                                              │ │\n",
+       "│   │ │             validated_chunk=None                                                                        │ │\n",
+       "│   │ │         )                                                                                               │ │\n",
+       "│   │ │     ],                                                                                                  │ │\n",
+       "│   │ │     additional_properties={}                                                                            │ │\n",
+       "│   │ │ )                                                                                                       │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃   Role ┃ Content                                                                                    ┃ │ │\n",
+       "    │ │ ┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ system │                                                                                            │ │ │\n",
+       "    │ │ │        │ You are a helpful assistant only capable of communicating with valid JSON, and no other    │ │ │\n",
+       "    │ │ │        │ text.                                                                                      │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:             │ │ │\n",
+       "    │ │ │        │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`        │ │ │\n",
+       "    │ │ │        │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',      │ │ │\n",
+       "    │ │ │        │ 'STRING TWO', etc.]}`                                                                      │ │ │\n",
+       "    │ │ │        │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer          │ │ │\n",
+       "    │ │ │        │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':   │ │ │\n",
+       "    │ │ │        │ 1}}`                                                                                       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ ├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤ │ │\n",
+       "    │ │ │   user │                                                                                            │ │ │\n",
+       "    │ │ │        │ I was given the following JSON response, which had problems due to incorrect values.       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ {                                                                                          │ │ │\n",
+       "    │ │ │        │   \"incorrect_value\": {                                                                     │ │ │\n",
+       "    │ │ │        │     \"action\": \"fight\"                                                                      │ │ │\n",
+       "    │ │ │        │   },                                                                                       │ │ │\n",
+       "    │ │ │        │   \"error_messages\": [                                                                      │ │ │\n",
+       "    │ │ │        │     \"JSON does not match schema:\\n{\\n  \\\"$.action\\\": [\\n    \\\"'fight' is not valid under   │ │ │\n",
+       "    │ │ │        │ any of the given schemas\\\"\\n  ]\\n}\"                                                        │ │ │\n",
+       "    │ │ │        │   ]                                                                                        │ │ │\n",
+       "    │ │ │        │ }                                                                                          │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Help me correct the incorrect values based on the given error messages.                    │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Given below is XML that describes the information to extract from this document and the    │ │ │\n",
+       "    │ │ │        │ tags to extract it into.                                                                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ <output>                                                                                   │ │ │\n",
+       "    │ │ │        │   <choice discriminator=\"chosen_action\" name=\"action\" required=\"true\">                     │ │ │\n",
+       "    │ │ │        │     <case name=\"fight\">                                                                    │ │ │\n",
+       "    │ │ │        │       <string format=\"guardrails/valid_choices: ['crossbow', 'machine gun']\" name=\"weapon\" │ │ │\n",
+       "    │ │ │        │ required=\"true\"></string>                                                                  │ │ │\n",
+       "    │ │ │        │     </case>                                                                                │ │ │\n",
+       "    │ │ │        │     <case name=\"flight\">                                                                   │ │ │\n",
+       "    │ │ │        │       <string format=\"guardrails/valid_choices: ['north', 'south', 'east', 'west']\"        │ │ │\n",
+       "    │ │ │        │ name=\"flight_direction\" required=\"true\"></string>                                          │ │ │\n",
+       "    │ │ │        │       <integer format=\"guardrails/valid_choices: [1, 2, 3, 4]\" name=\"distance\"             │ │ │\n",
+       "    │ │ │        │ required=\"true\"></integer>                                                                 │ │ │\n",
+       "    │ │ │        │     </case>                                                                                │ │ │\n",
+       "    │ │ │        │   </choice>                                                                                │ │ │\n",
+       "    │ │ │        │ </output>                                                                                  │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Here's an example of the structure:                                                        │ │ │\n",
+       "    │ │ │        │ {                                                                                          │ │ │\n",
+       "    │ │ │        │   \"action\": {                                                                              │ │ │\n",
+       "    │ │ │        │     \"chosen_action\": \"flight\",                                                             │ │ │\n",
+       "    │ │ │        │     \"flight_direction\": \"form\",                                                            │ │ │\n",
+       "    │ │ │        │     \"distance\": 63                                                                         │ │ │\n",
+       "    │ │ │        │   }                                                                                        │ │ │\n",
+       "    │ │ │        │ }                                                                                          │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ └────────┴────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ ```json                                                                                                 │ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │   \"action\": {                                                                                           │ │\n",
-       "    │ │     \"chosen_action\": \"fight\",                                                                           │ │\n",
-       "    │ │     \"weapon\": \"crossbow\"                                                                                │ │\n",
+       "    │ │     \"chosen_action\": \"flight\",                                                                          │ │\n",
+       "    │ │     \"flight_direction\": \"north\",                                                                        │ │\n",
+       "    │ │     \"distance\": 1                                                                                       │ │\n",
        "    │ │   }                                                                                                     │ │\n",
        "    │ │ }                                                                                                       │ │\n",
-       "    │ │ ```                                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ {'action': {'chosen_action': 'fight', 'weapon': 'crossbow'}}                                            │ │\n",
+       "    │ │ {                                                                                                       │ │\n",
+       "    │ │     'action': {                                                                                         │ │\n",
+       "    │ │         'chosen_action': 'flight',                                                                      │ │\n",
+       "    │ │         'flight_direction': 'north',                                                                    │ │\n",
+       "    │ │         'distance': 1                                                                                   │ │\n",
+       "    │ │     }                                                                                                   │ │\n",
+       "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\n"
       ],
       "text/plain": [
        "Logs\n",
-       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou are a human in an enchanted forest. You come across opponents of different types, and   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235myou should fight smaller opponents and run away from bigger ones.                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou run into a goblin. What do you do?                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise.                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou are a human in an enchanted forest. You come across opponents of different types, and   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235myou should fight smaller opponents and run away from bigger ones.                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou run into a goblin. What do you do?                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise.                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```json\u001b[0m\u001b[48;2;245;245;220m                                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"action\": \"fight\",\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"weapon\": \"crossbow\"\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mSkeletonReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    incorrect_value={'action': 'fight'},\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_message='JSON does not match schema:\\n{\\n  \"$.action\": [\\n    \"\\'fight\\' is not valid\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240munder any of the given schemas\"\\n  ]\\n}',\u001b[0m\u001b[48;2;240;255;240m                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            fix_value=None,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_spans=None,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            validated_chunk=None\u001b[0m\u001b[48;2;240;255;240m                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        )\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    additional_properties={}\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m)\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235m  Role\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                   \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235msystem\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou are a helpful assistant only capable of communicating with valid JSON, and no other   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtext.                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  user\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mI was given the following JSON response, which had problems due to incorrect values.      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m{                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"incorrect_value\": {                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"action\": \"fight\"                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  },                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"error_messages\": [                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"JSON does not match schema:\\n{\\n  \\\"$.action\\\": [\\n    \\\"'fight' is not valid under  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many of the given schemas\\\"\\n  ]\\n}\"                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  ]                                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m}                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHelp me correct the incorrect values based on the given error messages.                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtags to extract it into.                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere's an example of the structure:                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m{                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  \"action\": {                                                                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"chosen_action\": \"flight\",                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"flight_direction\": \"form\",                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m    \"distance\": 63                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  }                                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m}                                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└────────┴────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```json\u001b[0m\u001b[48;2;245;245;220m                                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"action\": {\u001b[0m\u001b[48;2;245;245;220m                                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"chosen_action\": \"fight\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"weapon\": \"crossbow\"\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"chosen_action\": \"flight\",\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"flight_direction\": \"north\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"distance\": 1\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  }\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'action': {'chosen_action': 'fight', 'weapon': 'crossbow'}}\u001b[0m\u001b[48;2;240;255;240m                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'action': {\u001b[0m\u001b[48;2;240;255;240m                                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'chosen_action': 'flight',\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'flight_direction': 'north',\u001b[0m\u001b[48;2;240;255;240m                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'distance': 1\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    }\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
@@ -962,7 +1162,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -976,7 +1176,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/summarizer.ipynb b/docs/examples/summarizer.ipynb
index d71565f9a..bd4bbba97 100644
--- a/docs/examples/summarizer.ipynb
+++ b/docs/examples/summarizer.ipynb
@@ -26,9 +26,6 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
       "Note: you may need to restart the kernel to use updated packages.\n",
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mreading_time...\u001b[0m\n",
       "✅Successfully installed guardrails/reading_time!\n",
@@ -82,9 +79,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading the model all-MiniLM-L6-v2. This may take a while...\n"
+     ]
+    }
+   ],
    "source": [
     "from pydantic import BaseModel, Field\n",
     "\n",
@@ -146,15 +159,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Similarity: 0.789, Type: \n",
-      "Validated Output: {'summary': \"Mark Twain discusses the art of storytelling, focusing on the humorous story, which he considers uniquely American. He contrasts it with the comic story, which is English, and the witty story, which is French. The humorous story relies on the manner of telling, can be lengthy, and often ends without a clear point. In contrast, comic and witty stories are brief and end with a punchline. Twain emphasizes that telling a humorous story requires high artistic skill, while anyone can tell comic or witty stories. He notes that humorous stories are told gravely, with the teller pretending not to know it's funny, whereas comic stories are told with obvious delight and emphasis on the punchline. Twain mentions that some storytellers, like Artemus Ward, use subtle techniques to deliver the punchline, while comic storytellers make it very obvious. He finds the latter approach less appealing.\"}\n"
+      "Similarity: 0.818, Type: \n",
+      "Validated Output: {'summary': \"Mark Twain discusses the art of storytelling, focusing on the humorous story, which he considers an American development. He contrasts it with the comic story, which is English, and the witty story, which is French. The humorous story relies on the manner of telling, allowing for length and meandering, while comic and witty stories depend on content and must be brief with a clear point. Twain emphasizes that telling a humorous story is a high art, requiring skill, unlike the comic and witty stories that anyone can tell. The humorous story is delivered gravely, with the teller pretending not to know it's funny, whereas the comic story is told with enthusiasm and obviousness. Twain notes that the humorous story often ends with a subtle point, requiring the audience's attention, a technique used by storytellers like Artemus Ward and others. In contrast, the comic story's punchline is emphasized and often exaggerated in print, which Twain finds disheartening.\"}\n"
      ]
     }
    ],
@@ -183,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -191,10 +212,7 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
        "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
        "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
        "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
@@ -331,27 +349,28 @@
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ {\"summary\":\"Mark Twain discusses the art of storytelling, focusing on the humorous story, which he      │ │\n",
-       "    │ │ considers uniquely American. He contrasts it with the comic story, which is English, and the witty      │ │\n",
-       "    │ │ story, which is French. The humorous story relies on the manner of telling, can be lengthy, and often   │ │\n",
-       "    │ │ ends without a clear point. In contrast, comic and witty stories are brief and end with a punchline.    │ │\n",
-       "    │ │ Twain emphasizes that telling a humorous story requires high artistic skill, while anyone can tell      │ │\n",
-       "    │ │ comic or witty stories. He notes that humorous stories are told gravely, with the teller pretending not │ │\n",
-       "    │ │ to know it's funny, whereas comic stories are told with obvious delight and emphasis on the punchline.  │ │\n",
-       "    │ │ Twain mentions that some storytellers, like Artemus Ward, use subtle techniques to deliver the          │ │\n",
-       "    │ │ punchline, while comic storytellers make it very obvious. He finds the latter approach less             │ │\n",
-       "    │ │ appealing.\"}                                                                                            │ │\n",
+       "    │ │ considers an American development. He contrasts it with the comic story, which is English, and the      │ │\n",
+       "    │ │ witty story, which is French. The humorous story relies on the manner of telling, allowing for length   │ │\n",
+       "    │ │ and meandering, while comic and witty stories depend on content and must be brief with a clear point.   │ │\n",
+       "    │ │ Twain emphasizes that telling a humorous story is a high art, requiring skill, unlike the comic and     │ │\n",
+       "    │ │ witty stories that anyone can tell. The humorous story is delivered gravely, with the teller pretending │ │\n",
+       "    │ │ not to know it's funny, whereas the comic story is told with enthusiasm and obviousness. Twain notes    │ │\n",
+       "    │ │ that the humorous story often ends with a subtle point, requiring the audience's attention, a technique │ │\n",
+       "    │ │ used by storytellers like Artemus Ward and others. In contrast, the comic story's punchline is          │ │\n",
+       "    │ │ emphasized and often exaggerated in print, which Twain finds disheartening.\"}                           │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'summary': \"Mark Twain discusses the art of storytelling, focusing on the humorous story, which he  │ │\n",
-       "    │ │ considers uniquely American. He contrasts it with the comic story, which is English, and the witty      │ │\n",
-       "    │ │ story, which is French. The humorous story relies on the manner of telling, can be lengthy, and often   │ │\n",
-       "    │ │ ends without a clear point. In contrast, comic and witty stories are brief and end with a punchline.    │ │\n",
-       "    │ │ Twain emphasizes that telling a humorous story requires high artistic skill, while anyone can tell      │ │\n",
-       "    │ │ comic or witty stories. He notes that humorous stories are told gravely, with the teller pretending not │ │\n",
-       "    │ │ to know it's funny, whereas comic stories are told with obvious delight and emphasis on the punchline.  │ │\n",
-       "    │ │ Twain mentions that some storytellers, like Artemus Ward, use subtle techniques to deliver the          │ │\n",
-       "    │ │ punchline, while comic storytellers make it very obvious. He finds the latter approach less appealing.\" │ │\n",
+       "    │ │ considers an American development. He contrasts it with the comic story, which is English, and the      │ │\n",
+       "    │ │ witty story, which is French. The humorous story relies on the manner of telling, allowing for length   │ │\n",
+       "    │ │ and meandering, while comic and witty stories depend on content and must be brief with a clear point.   │ │\n",
+       "    │ │ Twain emphasizes that telling a humorous story is a high art, requiring skill, unlike the comic and     │ │\n",
+       "    │ │ witty stories that anyone can tell. The humorous story is delivered gravely, with the teller pretending │ │\n",
+       "    │ │ not to know it's funny, whereas the comic story is told with enthusiasm and obviousness. Twain notes    │ │\n",
+       "    │ │ that the humorous story often ends with a subtle point, requiring the audience's attention, a technique │ │\n",
+       "    │ │ used by storytellers like Artemus Ward and others. In contrast, the comic story's punchline is          │ │\n",
+       "    │ │ emphasized and often exaggerated in print, which Twain finds disheartening.\"                            │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
@@ -360,10 +379,7 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
@@ -500,33 +516,34 @@
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"summary\":\"Mark Twain discusses the art of storytelling, focusing on the humorous story, which he \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mconsiders uniquely American. He contrasts it with the comic story, which is English, and the witty \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mstory, which is French. The humorous story relies on the manner of telling, can be lengthy, and often \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mends without a clear point. In contrast, comic and witty stories are brief and end with a punchline. \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mTwain emphasizes that telling a humorous story requires high artistic skill, while anyone can tell \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mcomic or witty stories. He notes that humorous stories are told gravely, with the teller pretending not\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mto know it's funny, whereas comic stories are told with obvious delight and emphasis on the punchline. \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mTwain mentions that some storytellers, like Artemus Ward, use subtle techniques to deliver the \u001b[0m\u001b[48;2;245;245;220m        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mpunchline, while comic storytellers make it very obvious. He finds the latter approach less \u001b[0m\u001b[48;2;245;245;220m           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mappealing.\"}\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mconsiders an American development. He contrasts it with the comic story, which is English, and the \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mwitty story, which is French. The humorous story relies on the manner of telling, allowing for length \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mand meandering, while comic and witty stories depend on content and must be brief with a clear point. \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mTwain emphasizes that telling a humorous story is a high art, requiring skill, unlike the comic and \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mwitty stories that anyone can tell. The humorous story is delivered gravely, with the teller pretending\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mnot to know it's funny, whereas the comic story is told with enthusiasm and obviousness. Twain notes \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthat the humorous story often ends with a subtle point, requiring the audience's attention, a technique\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mused by storytellers like Artemus Ward and others. In contrast, the comic story's punchline is \u001b[0m\u001b[48;2;245;245;220m        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220memphasized and often exaggerated in print, which Twain finds disheartening.\"}\u001b[0m\u001b[48;2;245;245;220m                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'summary': \"Mark Twain discusses the art of storytelling, focusing on the humorous story, which he \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mconsiders uniquely American. He contrasts it with the comic story, which is English, and the witty \u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mstory, which is French. The humorous story relies on the manner of telling, can be lengthy, and often \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mends without a clear point. In contrast, comic and witty stories are brief and end with a punchline. \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mTwain emphasizes that telling a humorous story requires high artistic skill, while anyone can tell \u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mcomic or witty stories. He notes that humorous stories are told gravely, with the teller pretending not\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mto know it's funny, whereas comic stories are told with obvious delight and emphasis on the punchline. \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mTwain mentions that some storytellers, like Artemus Ward, use subtle techniques to deliver the \u001b[0m\u001b[48;2;240;255;240m        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mpunchline, while comic storytellers make it very obvious. He finds the latter approach less appealing.\"\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mconsiders an American development. He contrasts it with the comic story, which is English, and the \u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mwitty story, which is French. The humorous story relies on the manner of telling, allowing for length \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mand meandering, while comic and witty stories depend on content and must be brief with a clear point. \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mTwain emphasizes that telling a humorous story is a high art, requiring skill, unlike the comic and \u001b[0m\u001b[48;2;240;255;240m   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mwitty stories that anyone can tell. The humorous story is delivered gravely, with the teller pretending\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mnot to know it's funny, whereas the comic story is told with enthusiasm and obviousness. Twain notes \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mthat the humorous story often ends with a subtle point, requiring the audience's attention, a technique\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mused by storytellers like Artemus Ward and others. In contrast, the comic story's punchline is \u001b[0m\u001b[48;2;240;255;240m        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240memphasized and often exaggerated in print, which Twain finds disheartening.\"\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -548,7 +565,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -580,7 +597,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -588,10 +605,7 @@
       "text/html": [
        "
Logs\n",
        "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "│   │ │ No prompt                                                                                               │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
+       "│   │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
        "│   │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
        "│   │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
        "│   │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
@@ -764,114 +778,126 @@
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ I was given the following response, which was not parseable as JSON.                                    │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ \"The following XML is invalid:\\n- `<string name='foo' format='two-words lower-case' />` => `{'foo':     │ │\n",
-       "    │ │ 'example one'}`\\n- `<list name='bar'><string format='upper-case' /></list>` => `{\\\"bar\\\": ['STRING      │ │\n",
-       "    │ │ ONE', 'STRING TWO', etc.]}`\\n- `<object name='baz'><string name=\\\"foo\\\" format=\\\"capitalize two-words\\\" │ │\n",
-       "    │ │ /><integer name=\\\"index\\\" format=\\\"1-indexed\\\" /></object>` => `{'baz': {'foo': 'Some String', 'index': │ │\n",
-       "    │ │ 1}}`\\n\\nThe following JSON is invalid:\\n- `<string name='foo' format='two-words lower-case' />` =>      │ │\n",
-       "    │ │ `{'foo': 'example one'}`\\n- `<list name='bar'><string format='upper-case' /></list>` => `{\\\"bar\\\":      │ │\n",
-       "    │ │ ['STRING ONE', 'STRING TWO', etc.]}`\\n- `<object name='baz'><string name=\\\"foo\\\" format=\\\"capitalize    │ │\n",
-       "    │ │ two-words\\\" /><integer name=\\\"index\\\" format=\\\"1-indexed\\\" /></object>` => `{'baz': {'foo': 'Some       │ │\n",
-       "    │ │ String', 'index': 1}}`\\n\\nThe following XML is valid:\\n- `<string name='foo' format='two-words          │ │\n",
-       "    │ │ lower-case' />` => `{'foo': 'example one'}`\\n- `<list name='bar'><string format='upper-case' /></list>` │ │\n",
-       "    │ │ => `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `<object name='baz'><string name=\\\"foo\\\"          │ │\n",
-       "    │ │ format=\\\"capitalize two-words\\\" /><integer name=\\\"index\\\" format=\\\"1-indexed\\\" /></object>` => `{'baz': │ │\n",
-       "    │ │ {'foo': 'Some String', 'index': 1}}`\\n\\nThe following JSON is valid:\\n- `<string name='foo'             │ │\n",
-       "    │ │ format='two-words lower-case' />` => `{'foo': 'example one'}`\\n- `<list name='bar'><string              │ │\n",
-       "    │ │ format='upper-case' /></list>` => `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `<object           │ │\n",
-       "    │ │ name='baz'><string name=\\\"foo\\\" format=\\\"capitalize two-words\\\" /><integer name=\\\"index\\\"               │ │\n",
-       "    │ │ format=\\\"1-indexed\\\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe following XML │ │\n",
-       "    │ │ is valid:\\n- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\\n-       │ │\n",
-       "    │ │ `<list\"                                                                                                 │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Help me correct this by making it valid JSON.                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ <output>                                                                                                │ │\n",
-       "    │ │   <string description=\"Faithful summary of the text\" format=\"guardrails/reading_time: 3.0;              │ │\n",
-       "    │ │ guardrails/valid_length: 100 1000; guardrails/similar_to_document: 'The Humorous Story an American      │ │\n",
-       "    │ │ Development.— ItsDifference from Comic and Witty Stories.DO not claim that I can tell a story as it     │ │\n",
-       "    │ │ ought tobe told. I only claim to know how a storyought to be told, for I have been almost daily in      │ │\n",
-       "    │ │ thecompany of the most expert story-tellers for manyyears.There are several kinds of stories, but only  │ │\n",
-       "    │ │ onedifficult kind —the humorous. I will talk mainlyabout that one. The humorous story is American,the   │ │\n",
-       "    │ │ comic story is English, the witty story is French.The humorous story depends for its effect upon        │ │\n",
-       "    │ │ themanner of the telling; the comic story and the wittystory upon the matter.The humorous story may be  │ │\n",
-       "    │ │ spun out to greatlength, and may wander around as much as itpleases, and arrive nowhere in particular;  │ │\n",
-       "    │ │ but thecomic and witty stories must be brief and end witha point. The humorous story bubbles gently     │ │\n",
-       "    │ │ along,the others burst.The humorous story is strictly a work of art —high and delicate art — and only   │ │\n",
-       "    │ │ an artist can tell it;but no art is necessary in telling the comic and thewitty story; anybody can do   │ │\n",
-       "    │ │ it. The art of tellinga humorous story — understand, I mean by word ofmouth, not print — was created in │ │\n",
-       "    │ │ America, andhas remained at home.The humorous story is told gravely; the tellerdoes his best to conceal │ │\n",
-       "    │ │ the fact that he even dimlysuspects that there is anything funny about it; butthe teller of the comic   │ │\n",
-       "    │ │ story tells you beforehandthat it is one of the funniest things he has everheard, then tells it with    │ │\n",
-       "    │ │ eager delight, and is thefirst person to laugh when he gets through. Andsometimes, if he has had good   │ │\n",
-       "    │ │ success, he is so gladand happy that he will repeat the ‘‘ nub’’ of it andslance around from face to    │ │\n",
-       "    │ │ face, collecting applause,and then repeat it again. It is a pathetic thing tosee.Very often, of course, │ │\n",
-       "    │ │ the rambling and disjointedhumorous story finishes with a nub, point, snapper,or whatever you like to   │ │\n",
-       "    │ │ call it. Then the listenermust be alert, for in many cases the teller will divertattention from that    │ │\n",
-       "    │ │ nub by dropping it in a carefully.casual and indifferent way, with the pretence that hedoes not know it │ │\n",
-       "    │ │ is a nub.Artemus Ward used that trick a good deal; thenwhen the belated audience presently caught the   │ │\n",
-       "    │ │ jokehe would look up with innocent surprise, as ifwondering what they had found to laugh at.            │ │\n",
-       "    │ │ DanSetchell used it before him, Nye and Riley andothers use it to-day.But the teller of the comic story │ │\n",
-       "    │ │ does not slurthe nub; he shouts it at you—every time. Andwhen he prints it, in England, France,         │ │\n",
-       "    │ │ Germany,and Italy, he italicizes it, puts some whoopingexclamation-points after it, and sometimes       │ │\n",
-       "    │ │ explainsit in a parenthesis. All of which is very depressing,and makes one want to renounce joking and  │ │\n",
-       "    │ │ lead abetter life.- Mark Twain' 0.6 all-MiniLM-L6-v2\" name=\"summary\" required=\"true\"></string>          │ │\n",
-       "    │ │ </output>                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ You are a helpful assistant only capable of communicating with valid JSON, and no other text.           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃   Role ┃ Content                                                                                    ┃ │ │\n",
+       "    │ │ ┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ system │                                                                                            │ │ │\n",
+       "    │ │ │        │ You are a helpful assistant only capable of communicating with valid JSON, and no other    │ │ │\n",
+       "    │ │ │        │ text.                                                                                      │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:             │ │ │\n",
+       "    │ │ │        │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`        │ │ │\n",
+       "    │ │ │        │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',      │ │ │\n",
+       "    │ │ │        │ 'STRING TWO', etc.]}`                                                                      │ │ │\n",
+       "    │ │ │        │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer          │ │ │\n",
+       "    │ │ │        │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':   │ │ │\n",
+       "    │ │ │        │ 1}}`                                                                                       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ ├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤ │ │\n",
+       "    │ │ │   user │                                                                                            │ │ │\n",
+       "    │ │ │        │ I was given the following response, which was not parseable as JSON.                       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ \"The following XML is invalid:\\n- `<string name='foo' format='two-words lower-case' />` => │ │ │\n",
+       "    │ │ │        │ `{'foo': 'example one'}`\\n- `<list name='bar'><string format='upper-case' /></list>` =>    │ │ │\n",
+       "    │ │ │        │ `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `<object name='baz'><string             │ │ │\n",
+       "    │ │ │        │ name=\\\"foo\\\" format=\\\"capitalize two-words\\\" /><integer name=\\\"index\\\"                     │ │ │\n",
+       "    │ │ │        │ format=\\\"1-indexed\\\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe  │ │ │\n",
+       "    │ │ │        │ following JSON is invalid:\\n- `<string name='foo' format='two-words lower-case' />` =>     │ │ │\n",
+       "    │ │ │        │ `{'foo': 'example one'}`\\n- `<list name='bar'><string format='upper-case' /></list>` =>    │ │ │\n",
+       "    │ │ │        │ `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `<object name='baz'><string             │ │ │\n",
+       "    │ │ │        │ name=\\\"foo\\\" format=\\\"capitalize two-words\\\" /><integer name=\\\"index\\\"                     │ │ │\n",
+       "    │ │ │        │ format=\\\"1-indexed\\\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe  │ │ │\n",
+       "    │ │ │        │ following XML is valid:\\n- `<string name='foo' format='two-words lower-case' />` =>        │ │ │\n",
+       "    │ │ │        │ `{'foo': 'example one'}`\\n- `<list name='bar'><string format='upper-case' /></list>` =>    │ │ │\n",
+       "    │ │ │        │ `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `<object name='baz'><string             │ │ │\n",
+       "    │ │ │        │ name=\\\"foo\\\" format=\\\"capitalize two-words\\\" /><integer name=\\\"index\\\"                     │ │ │\n",
+       "    │ │ │        │ format=\\\"1-indexed\\\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe  │ │ │\n",
+       "    │ │ │        │ following JSON is valid:\\n- `<string name='foo' format='two-words lower-case' />` =>       │ │ │\n",
+       "    │ │ │        │ `{'foo': 'example one'}`\\n- `<list name='bar'><string format='upper-case' /></list>` =>    │ │ │\n",
+       "    │ │ │        │ `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `<object name='baz'><string             │ │ │\n",
+       "    │ │ │        │ name=\\\"foo\\\" format=\\\"capitalize two-words\\\" /><integer name=\\\"index\\\"                     │ │ │\n",
+       "    │ │ │        │ format=\\\"1-indexed\\\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe  │ │ │\n",
+       "    │ │ │        │ following XML is valid:\\n- `<string name='foo' format='two-words lower-case' />` =>        │ │ │\n",
+       "    │ │ │        │ `{'foo': 'example one'}`\\n- `<list\"                                                        │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Help me correct this by making it valid JSON.                                              │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Given below is XML that describes the information to extract from this document and the    │ │ │\n",
+       "    │ │ │        │ tags to extract it into.                                                                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ <output>                                                                                   │ │ │\n",
+       "    │ │ │        │   <string description=\"Faithful summary of the text\" format=\"guardrails/reading_time: 3.0; │ │ │\n",
+       "    │ │ │        │ guardrails/valid_length: 100 1000; guardrails/similar_to_document: 'The Humorous Story an  │ │ │\n",
+       "    │ │ │        │ American Development.— ItsDifference from Comic and Witty Stories.DO not claim that I can  │ │ │\n",
+       "    │ │ │        │ tell a story as it ought tobe told. I only claim to know how a storyought to be told, for  │ │ │\n",
+       "    │ │ │        │ I have been almost daily in thecompany of the most expert story-tellers for                │ │ │\n",
+       "    │ │ │        │ manyyears.There are several kinds of stories, but only onedifficult kind —the humorous. I  │ │ │\n",
+       "    │ │ │        │ will talk mainlyabout that one. The humorous story is American,the comic story is English, │ │ │\n",
+       "    │ │ │        │ the witty story is French.The humorous story depends for its effect upon themanner of the  │ │ │\n",
+       "    │ │ │        │ telling; the comic story and the wittystory upon the matter.The humorous story may be spun │ │ │\n",
+       "    │ │ │        │ out to greatlength, and may wander around as much as itpleases, and arrive nowhere in      │ │ │\n",
+       "    │ │ │        │ particular; but thecomic and witty stories must be brief and end witha point. The humorous │ │ │\n",
+       "    │ │ │        │ story bubbles gently along,the others burst.The humorous story is strictly a work of art   │ │ │\n",
+       "    │ │ │        │ —high and delicate art — and only an artist can tell it;but no art is necessary in telling │ │ │\n",
+       "    │ │ │        │ the comic and thewitty story; anybody can do it. The art of tellinga humorous story —      │ │ │\n",
+       "    │ │ │        │ understand, I mean by word ofmouth, not print — was created in America, andhas remained at │ │ │\n",
+       "    │ │ │        │ home.The humorous story is told gravely; the tellerdoes his best to conceal the fact that  │ │ │\n",
+       "    │ │ │        │ he even dimlysuspects that there is anything funny about it; butthe teller of the comic    │ │ │\n",
+       "    │ │ │        │ story tells you beforehandthat it is one of the funniest things he has everheard, then     │ │ │\n",
+       "    │ │ │        │ tells it with eager delight, and is thefirst person to laugh when he gets through.         │ │ │\n",
+       "    │ │ │        │ Andsometimes, if he has had good success, he is so gladand happy that he will repeat the   │ │ │\n",
+       "    │ │ │        │ ‘‘ nub’’ of it andslance around from face to face, collecting applause,and then repeat it  │ │ │\n",
+       "    │ │ │        │ again. It is a pathetic thing tosee.Very often, of course, the rambling and                │ │ │\n",
+       "    │ │ │        │ disjointedhumorous story finishes with a nub, point, snapper,or whatever you like to call  │ │ │\n",
+       "    │ │ │        │ it. Then the listenermust be alert, for in many cases the teller will divertattention from │ │ │\n",
+       "    │ │ │        │ that nub by dropping it in a carefully.casual and indifferent way, with the pretence that  │ │ │\n",
+       "    │ │ │        │ hedoes not know it is a nub.Artemus Ward used that trick a good deal; thenwhen the belated │ │ │\n",
+       "    │ │ │        │ audience presently caught the jokehe would look up with innocent surprise, as ifwondering  │ │ │\n",
+       "    │ │ │        │ what they had found to laugh at. DanSetchell used it before him, Nye and Riley andothers   │ │ │\n",
+       "    │ │ │        │ use it to-day.But the teller of the comic story does not slurthe nub; he shouts it at      │ │ │\n",
+       "    │ │ │        │ you—every time. Andwhen he prints it, in England, France, Germany,and Italy, he italicizes │ │ │\n",
+       "    │ │ │        │ it, puts some whoopingexclamation-points after it, and sometimes explainsit in a           │ │ │\n",
+       "    │ │ │        │ parenthesis. All of which is very depressing,and makes one want to renounce joking and     │ │ │\n",
+       "    │ │ │        │ lead abetter life.- Mark Twain' 0.6 all-MiniLM-L6-v2\" name=\"summary\"                       │ │ │\n",
+       "    │ │ │        │ required=\"true\"></string>                                                                  │ │ │\n",
+       "    │ │ │        │ </output>                                                                                  │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ └────────┴────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\\n- `<list           │ │\n",
-       "    │ │ name='bar'><string format='upper-case' /></list>` => `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- │ │\n",
-       "    │ │ `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"            │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe following XML   │ │\n",
-       "    │ │ is invalid:\\n- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\\n-     │ │\n",
-       "    │ │ `<list name='bar'><string format='upper-case' /></list>` => `{\\\"bar\\\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`\\n- `<object name='baz'><string name=\\\"foo\\\" format=\\\"capitalize two-words\\\" /><integer          │ │\n",
-       "    │ │ name=\\\"index\\\" format=\\\"1-indexed\\\" /></object>` => `{'baz': {'foo': 'Some String', 'index':            │ │\n",
-       "    │ │ 1}}`\\n\\nThe following JSON is invalid:\\n- `<string name='foo' format='two-words lower-case' />` =>      │ │\n",
-       "    │ │ `{'foo': 'example one'}`\\n- `<list name='bar'><string format='upper-case' /></list>` => `{\\\"bar\\\":      │ │\n",
-       "    │ │ ['STRING ONE', 'STRING TWO', etc.]}`\\n- `<object name='baz'><string name=\\\"foo\\\" format=\\\"capitalize    │ │\n",
-       "    │ │ two-words\\\" /><integer name=\\\"index\\\" format=\\\"1-indexed\\\" /></object>` => `{'baz': {'foo': 'Some       │ │\n",
-       "    │ │ String', 'index': 1}}`\\n\\nThe following XML is valid:\\n- `<string name='foo' format='two-words          │ │\n",
-       "    │ │ lower-case' />` => `{'foo': 'example one'}`\\n- `<list name='bar'><string format='upper-case' /></list>` │ │\n",
-       "    │ │ => `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `<object name='baz'><string name=\\\"foo\\\"          │ │\n",
-       "    │ │ format=\\\"capitalize two-words\\\" /><integer name=\\\"index\\\" format=\\\"1-indexed\\\" /></object>` => `{'baz': │ │\n",
-       "    │ │ {'foo': 'Some String', 'index': 1}}`\\n\\nThe following                                                   │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` =>                                                                      │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ None                                                                                                    │ │\n",
@@ -882,10 +908,7 @@
       "text/plain": [
        "Logs\n",
        "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
@@ -1058,114 +1081,126 @@
        "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mI was given the following response, which was not parseable as JSON.\u001b[0m\u001b[48;2;240;248;255m                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\"The following XML is invalid:\\n- `` => `{'foo': \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m'example one'}`\\n- `` => `{\\\"bar\\\": ['STRING \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONE', 'STRING TWO', etc.]}`\\n- `` => `{'baz': {'foo': 'Some String', 'index':\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m1}}`\\n\\nThe following JSON is invalid:\\n- `` => \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`{'foo': 'example one'}`\\n- `` => `{\\\"bar\\\": \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m['STRING ONE', 'STRING TWO', etc.]}`\\n- `` => `{'baz': {'foo': 'Some \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mString', 'index': 1}}`\\n\\nThe following XML is valid:\\n- `` => `{'foo': 'example one'}`\\n- ``\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m=> `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `` => `{'baz':\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m{'foo': 'Some String', 'index': 1}}`\\n\\nThe following JSON is valid:\\n- `` => `{'foo': 'example one'}`\\n- `` => `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe following XML\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mis valid:\\n- `` => `{'foo': 'example one'}`\\n- \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menter `null`.\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╭─\u001b[0m\u001b[48;2;255;240;242m────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m Instructions \u001b[0m\u001b[48;2;255;240;242m─────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mYou are a helpful assistant only capable of communicating with valid JSON, and no other text.\u001b[0m\u001b[48;2;255;240;242m          \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;255;240;242m      \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;255;240;242m   \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242menter `null`.\u001b[0m\u001b[48;2;255;240;242m                                                                                          \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;255;240;242m                         \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;255;240;242m                    \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;255;240;242m   \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242metc.]}`\u001b[0m\u001b[48;2;255;240;242m                                                                                                \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;255;240;242m                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m                                                                                                       \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235m  Role\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                   \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235msystem\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou are a helpful assistant only capable of communicating with valid JSON, and no other   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtext.                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  user\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mI was given the following response, which was not parseable as JSON.                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m\"The following XML is invalid:\\n- `` =>\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m`{'foo': 'example one'}`\\n- `` =>   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m`{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mfollowing JSON is invalid:\\n- `` =>    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m`{'foo': 'example one'}`\\n- `` =>   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m`{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mfollowing XML is valid:\\n- `` =>       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m`{'foo': 'example one'}`\\n- `` =>   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m`{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mfollowing JSON is valid:\\n- `` =>      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m`{'foo': 'example one'}`\\n- `` =>   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m`{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mfollowing XML is valid:\\n- `` =>       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m`{'foo': 'example one'}`\\n- `                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└────────┴────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;245;245;220m                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'foo': 'example one'}`\\n- `` => `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n-\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m`` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\nThe following XML \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mis invalid:\\n- `` => `{'foo': 'example one'}`\\n- \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m`` => `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220metc.]}`\\n- `` => `{'baz': {'foo': 'Some String', 'index': \u001b[0m\u001b[48;2;245;245;220m          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m1}}`\\n\\nThe following JSON is invalid:\\n- `` => \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m`{'foo': 'example one'}`\\n- `` => `{\\\"bar\\\": \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m['STRING ONE', 'STRING TWO', etc.]}`\\n- `` => `{'baz': {'foo': 'Some \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mString', 'index': 1}}`\\n\\nThe following XML is valid:\\n- `` => `{'foo': 'example one'}`\\n- ``\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m=> `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `` => `{'baz':\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{'foo': 'Some String', 'index': 1}}`\\n\\nThe following\u001b[0m\u001b[48;2;245;245;220m                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` =>\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mNone\u001b[0m\u001b[48;2;240;255;240m                                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1173,7 +1208,7 @@
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1185,7 +1220,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -1199,7 +1234,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/syntax_error_free_sql.ipynb b/docs/examples/syntax_error_free_sql.ipynb
index 4cf763b78..716ae7bbb 100644
--- a/docs/examples/syntax_error_free_sql.ipynb
+++ b/docs/examples/syntax_error_free_sql.ipynb
@@ -45,17 +45,7 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "! pip install sqlvalidator -q"
    ]
@@ -99,15 +89,16 @@
     "    />\n",
     "\n",
     "\n",
-    "\n",
-    "\n",
+    "\n",
+    "\n",
     "\n",
     "Generate a valid SQL query for the following natural language instruction:\n",
     "\n",
     "${nl_instruction}\n",
     "\n",
     "${gr.complete_xml_suffix}\n",
-    "\n",
+    "\n",
+    "\n",
     "\n",
     "\n",
     "\n",
@@ -130,7 +121,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/dtam/.pyenv/versions/3.12.1/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
       "  from tqdm.autonotebook import tqdm, trange\n"
      ]
     }
@@ -235,16 +226,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "# Set your OPENAI_API_KEY as an environment variable\n",
     "# import os\n",
     "# os.environ[\"OPENAI_API_KEY\"] = \"YOUR_API_KEY\"\n",
     "\n",
     "raw_llm_response, validated_response, *rest = guard(\n",
-    "    model=\"gpt-4o\",\n",
+    "    model=\"gpt-4o-mini\",\n",
     "    messages=[{\"role\":\"user\", \"content\": prompt}],\n",
     "    prompt_params={\n",
     "        \"nl_instruction\": \"Select the name of the employee who has the highest salary.\"\n",
@@ -264,7 +264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -332,7 +332,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.iterations.last.inputs.msg_history[0][\"content\"])"
+    "print(guard.history.last.iterations.last.inputs.messages[0][\"content\"])"
    ]
   },
   {
@@ -346,7 +346,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -369,7 +369,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -377,10 +377,7 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
        "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
        "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
        "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
@@ -418,9 +415,7 @@
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ ```json                                                                                                 │ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"generated_sql\": \"SELECT name FROM employees ORDER BY salary DESC LIMIT 1;\"                           │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
+       "    │ │ {\"generated_sql\":\"SELECT name FROM employees ORDER BY salary DESC LIMIT 1;\"}                            │ │\n",
        "    │ │ ```                                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
@@ -432,10 +427,7 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
@@ -473,9 +465,7 @@
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```json\u001b[0m\u001b[48;2;245;245;220m                                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"generated_sql\": \"SELECT name FROM employees ORDER BY salary DESC LIMIT 1;\"\u001b[0m\u001b[48;2;245;245;220m                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"generated_sql\":\"SELECT name FROM employees ORDER BY salary DESC LIMIT 1;\"}\u001b[0m\u001b[48;2;245;245;220m                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
@@ -495,7 +485,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "tiff-env",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -509,14 +499,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   },
-  "orig_nbformat": 4,
-  "vscode": {
-   "interpreter": {
-    "hash": "ef14f49bbc779f2fde64ca0552c2a99d578405052f5b73f61279551da311a8a1"
-   }
-  }
+  "orig_nbformat": 4
  },
  "nbformat": 4,
  "nbformat_minor": 2
diff --git a/docs/examples/text_summarization_quality.ipynb b/docs/examples/text_summarization_quality.ipynb
index 38b4bd8f4..7480d350b 100644
--- a/docs/examples/text_summarization_quality.ipynb
+++ b/docs/examples/text_summarization_quality.ipynb
@@ -2,9 +2,20 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95msimilar_to_document...\u001b[0m\n",
+      "✅Successfully installed guardrails/similar_to_document!\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "!guardrails hub install hub://guardrails/similar_to_document --quiet"
    ]
@@ -33,7 +44,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -63,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -82,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -100,14 +111,15 @@
     "        on-fail-similar-to-document=\"filter\" \n",
     "    />\n",
     "\n",
-    "\n",
-    "\n",
+    "\n",
+    "\n",
     "Summarize the following document:\n",
     "\n",
     "${document}\n",
     "\n",
     "${gr.complete_xml_suffix}\n",
-    "\n",
+    "\n",
+    "\n",
     "\n",
     "\"\"\"\n",
     ").safe_substitute(document=document)"
@@ -122,9 +134,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading the model all-MiniLM-L6-v2. This may take a while...\n"
+     ]
+    }
+   ],
    "source": [
     "from pydantic import BaseModel, Field\n",
     "\n",
@@ -175,7 +203,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -193,7 +221,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -209,7 +237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -239,9 +267,72 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Similarity: 0.987, Type: \n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Validated Output: {'summary': 'Section 1: All legislative Powers herein granted shall be vested in a Congress of \n",
+       "the United States, which shall consist of a Senate and House of Representatives. Section 2: The House of \n",
+       "Representatives shall be composed of Members chosen every second Year by the People of the several States, and the \n",
+       "Electors in each State shall have the Qualifications requisite for Electors of the most numerous Branch of the \n",
+       "State Legislature. No Person shall be a Representative who shall not have attained to the Age of twenty five Years,\n",
+       "and been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that \n",
+       "State in which he shall be chosen. Representatives and direct Taxes shall be apportioned among the several States \n",
+       "which may be included within this Union, according to their respective Numbers, which shall be determined by adding\n",
+       "to the whole Number of free Persons, including those bound to Service for a Term of Years, and excluding Indians \n",
+       "not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three Years after the \n",
+       "first Meeting of the Congress of the United States, and within every subsequent Term of ten Years, in such Manner \n",
+       "as they shall by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand, but each\n",
+       "State shall have at Least one Representative; and until such enumeration shall be made, the State of New Hampshire \n",
+       "shall be entitled to chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut \n",
+       "five, New-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina \n",
+       "five, South Carolina five, and Georgia three. When vacancies happen in the Representation from any State, the \n",
+       "Executive Authority thereof shall issue Writs of Election to fill such Vacancies. The House of Representatives \n",
+       "shall chuse their Speaker and other Officers; and shall have the sole Power of Impeachment.'}\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'summary'\u001b[0m: \u001b[32m'Section 1: All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\n",
+       "\u001b[32mthe United States, which shall consist of a Senate and House of Representatives. Section 2: The House of \u001b[0m\n",
+       "\u001b[32mRepresentatives shall be composed of Members chosen every second Year by the People of the several States, and the \u001b[0m\n",
+       "\u001b[32mElectors in each State shall have the Qualifications requisite for Electors of the most numerous Branch of the \u001b[0m\n",
+       "\u001b[32mState Legislature. No Person shall be a Representative who shall not have attained to the Age of twenty five Years,\u001b[0m\n",
+       "\u001b[32mand been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that \u001b[0m\n",
+       "\u001b[32mState in which he shall be chosen. Representatives and direct Taxes shall be apportioned among the several States \u001b[0m\n",
+       "\u001b[32mwhich may be included within this Union, according to their respective Numbers, which shall be determined by adding\u001b[0m\n",
+       "\u001b[32mto the whole Number of free Persons, including those bound to Service for a Term of Years, and excluding Indians \u001b[0m\n",
+       "\u001b[32mnot taxed, three fifths of all other Persons. The actual Enumeration shall be made within three Years after the \u001b[0m\n",
+       "\u001b[32mfirst Meeting of the Congress of the United States, and within every subsequent Term of ten Years, in such Manner \u001b[0m\n",
+       "\u001b[32mas they shall by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand, but each\u001b[0m\n",
+       "\u001b[32mState shall have at Least one Representative; and until such enumeration shall be made, the State of New Hampshire \u001b[0m\n",
+       "\u001b[32mshall be entitled to chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut \u001b[0m\n",
+       "\u001b[32mfive, New-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina \u001b[0m\n",
+       "\u001b[32mfive, South Carolina five, and Georgia three. When vacancies happen in the Representation from any State, the \u001b[0m\n",
+       "\u001b[32mExecutive Authority thereof shall issue Writs of Election to fill such Vacancies. The House of Representatives \u001b[0m\n",
+       "\u001b[32mshall chuse their Speaker and other Officers; and shall have the sole Power of Impeachment.'\u001b[0m\u001b[1m}\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Set your OPENAI_API_KEY as an environment variable\n",
     "# import os\n",
@@ -267,11 +358,165 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
\n",
+       "Summarize the following document:\n",
+       "\n",
+       "Section. 1.\n",
+       "All legislative Powers herein granted shall be vested in a Congress of the United States, which shall consist of a \n",
+       "Senate and House of Representatives.\n",
+       "\n",
+       "Section. 2.\n",
+       "The House of Representatives shall be composed of Members chosen every second Year by the People of the several \n",
+       "States, and the Electors in each State shall have the Qualifications requisite for Electors of the most numerous \n",
+       "Branch of the State Legislature.\n",
+       "\n",
+       "No Person shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven \n",
+       "Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he \n",
+       "shall be chosen.\n",
+       "\n",
+       "Representatives and direct Taxes shall be apportioned among the several States which may be included within this \n",
+       "Union, according to their respective Numbers, which shall be determined by adding to the whole Number of free \n",
+       "Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three fifths of all\n",
+       "other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the Congress of \n",
+       "the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law direct. The \n",
+       "Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at Least one \n",
+       "Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to chuse \n",
+       "three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey\n",
+       "four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and \n",
+       "Georgia three.\n",
+       "\n",
+       "When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue Writs of \n",
+       "Election to fill such Vacancies.\n",
+       "\n",
+       "The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of \n",
+       "Impeachment.\n",
+       "\n",
+       "\n",
+       "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
+       "\n",
+       "<output>\n",
+       "  <string description=\"Summarize the given document faithfully.\" format=\"guardrails/similar_to_document: 'Section. \n",
+       "1.All legislative Powers herein granted shall be vested in a Congress of the United States, which shall consist of \n",
+       "a Senate and House of Representatives.Section. 2.The House of Representatives shall be composed of Members chosen \n",
+       "every second Year by the People of the several States, and the Electors in each State shall have the Qualifications\n",
+       "requisite for Electors of the most numerous Branch of the State Legislature.No Person shall be a Representative who\n",
+       "shall not have attained to the Age of twenty five Years, and been seven Years a Citizen of the United States, and \n",
+       "who shall not, when elected, be an Inhabitant of that State in which he shall be chosen.Representatives and direct \n",
+       "Taxes shall be apportioned among the several States which may be included within this Union, according to their \n",
+       "respective Numbers, which shall be determined by adding to the whole Number of free Persons, including those bound \n",
+       "to Service for a Term of Years, and excluding Indians not taxed, three fifths of all other Persons. The actual \n",
+       "Enumeration shall be made within three Years after the first Meeting of the Congress of the United States, and \n",
+       "within every subsequent Term of ten Years, in such Manner as they shall by Law direct. The Number of \n",
+       "Representatives shall not exceed one for every thirty Thousand, but each State shall have at Least one \n",
+       "Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to chuse \n",
+       "three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey\n",
+       "four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and \n",
+       "Georgia three.When vacancies happen in the Representation from any State, the Executive Authority thereof shall \n",
+       "issue Writs of Election to fill such Vacancies.The House of Representatives shall chuse their Speaker and other \n",
+       "Officers; and shall have the sole Power of Impeachment.' 0.6 all-MiniLM-L6-v2\" name=\"summary\" \n",
+       "required=\"true\"></string>\n",
+       "</output>\n",
+       "\n",
+       "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
+       "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
+       "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
+       "specific types. Be correct and concise. If you are unsure anywhere, enter `null`.\n",
+       "\n",
+       "Here are examples of simple (XML, JSON) pairs that show the expected behavior:\n",
+       "- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\n",
+       "- `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO', etc.]}`\n",
+       "- `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\" format=\"1-indexed\" \n",
+       "/></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\n",
+       "\n",
+       "\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\n",
+       "Summarize the following document:\n",
+       "\n",
+       "Section. \u001b[1;36m1\u001b[0m.\n",
+       "All legislative Powers herein granted shall be vested in a Congress of the United States, which shall consist of a \n",
+       "Senate and House of Representatives.\n",
+       "\n",
+       "Section. \u001b[1;36m2\u001b[0m.\n",
+       "The House of Representatives shall be composed of Members chosen every second Year by the People of the several \n",
+       "States, and the Electors in each State shall have the Qualifications requisite for Electors of the most numerous \n",
+       "Branch of the State Legislature.\n",
+       "\n",
+       "No Person shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven \n",
+       "Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he \n",
+       "shall be chosen.\n",
+       "\n",
+       "Representatives and direct Taxes shall be apportioned among the several States which may be included within this \n",
+       "Union, according to their respective Numbers, which shall be determined by adding to the whole Number of free \n",
+       "Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three fifths of all\n",
+       "other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the Congress of \n",
+       "the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law direct. The \n",
+       "Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at Least one \n",
+       "Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to chuse \n",
+       "three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey\n",
+       "four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and \n",
+       "Georgia three.\n",
+       "\n",
+       "When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue Writs of \n",
+       "Election to fill such Vacancies.\n",
+       "\n",
+       "The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of \n",
+       "Impeachment.\n",
+       "\n",
+       "\n",
+       "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
+       "\n",
+       "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\n",
+       "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
+       "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
+       "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
+       "\u001b[39mspecific types. Be correct and concise. If you are unsure anywhere, enter `null`.\u001b[0m\n",
+       "\n",
+       "\u001b[39mHere are examples of simple \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mXML, JSON\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m pairs that show the expected behavior:\u001b[0m\n",
+       "\u001b[39m- `` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'foo'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'example one'\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n",
+       "\u001b[39m- `<\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m\"bar\"\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'STRING ONE'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'STRING TWO'\u001b[0m\u001b[39m, etc.\u001b[0m\u001b[1;39m]\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n",
+       "\u001b[39m- `<\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>` =\u001b[0m\u001b[1m>\u001b[0m `\u001b[1m{\u001b[0m\u001b[32m'baz'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'foo'\u001b[0m: \u001b[32m'Some String'\u001b[0m, \u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m`\n",
+       "\n",
+       "\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "print(guard.history.last.iterations.last.inputs.msg_history[0][\"content\"])"
+    "print(guard.history.last.iterations.last.inputs.messages[0][\"content\"])"
    ]
   },
   {
@@ -284,9 +529,299 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
Logs\n",
+       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ user │                                                                                              │ │ │\n",
+       "    │ │ │      │ Summarize the following document:                                                            │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Section. 1.                                                                                  │ │ │\n",
+       "    │ │ │      │ All legislative Powers herein granted shall be vested in a Congress of the United States,    │ │ │\n",
+       "    │ │ │      │ which shall consist of a Senate and House of Representatives.                                │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Section. 2.                                                                                  │ │ │\n",
+       "    │ │ │      │ The House of Representatives shall be composed of Members chosen every second Year by the    │ │ │\n",
+       "    │ │ │      │ People of the several States, and the Electors in each State shall have the Qualifications   │ │ │\n",
+       "    │ │ │      │ requisite for Electors of the most numerous Branch of the State Legislature.                 │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ No Person shall be a Representative who shall not have attained to the Age of twenty five    │ │ │\n",
+       "    │ │ │      │ Years, and been seven Years a Citizen of the United States, and who shall not, when elected, │ │ │\n",
+       "    │ │ │      │ be an Inhabitant of that State in which he shall be chosen.                                  │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Representatives and direct Taxes shall be apportioned among the several States which may be  │ │ │\n",
+       "    │ │ │      │ included within this Union, according to their respective Numbers, which shall be determined │ │ │\n",
+       "    │ │ │      │ by adding to the whole Number of free Persons, including those bound to Service for a Term   │ │ │\n",
+       "    │ │ │      │ of Years, and excluding Indians not taxed, three fifths of all other Persons. The actual     │ │ │\n",
+       "    │ │ │      │ Enumeration shall be made within three Years after the first Meeting of the Congress of the  │ │ │\n",
+       "    │ │ │      │ United States, and within every subsequent Term of ten Years, in such Manner as they shall   │ │ │\n",
+       "    │ │ │      │ by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand, │ │ │\n",
+       "    │ │ │      │ but each State shall have at Least one Representative; and until such enumeration shall be   │ │ │\n",
+       "    │ │ │      │ made, the State of New Hampshire shall be entitled to chuse three, Massachusetts eight,      │ │ │\n",
+       "    │ │ │      │ Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey      │ │ │\n",
+       "    │ │ │      │ four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five,     │ │ │\n",
+       "    │ │ │      │ South Carolina five, and Georgia three.                                                      │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ When vacancies happen in the Representation from any State, the Executive Authority thereof  │ │ │\n",
+       "    │ │ │      │ shall issue Writs of Election to fill such Vacancies.                                        │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ The House of Representatives shall chuse their Speaker and other Officers; and shall have    │ │ │\n",
+       "    │ │ │      │ the sole Power of Impeachment.                                                               │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
+       "    │ │ │      │ to extract it into.                                                                          │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ <output>                                                                                     │ │ │\n",
+       "    │ │ │      │   <string description=\"Summarize the given document faithfully.\"                             │ │ │\n",
+       "    │ │ │      │ format=\"guardrails/similar_to_document: 'Section. 1.All legislative Powers herein granted    │ │ │\n",
+       "    │ │ │      │ shall be vested in a Congress of the United States, which shall consist of a Senate and      │ │ │\n",
+       "    │ │ │      │ House of Representatives.Section. 2.The House of Representatives shall be composed of        │ │ │\n",
+       "    │ │ │      │ Members chosen every second Year by the People of the several States, and the Electors in    │ │ │\n",
+       "    │ │ │      │ each State shall have the Qualifications requisite for Electors of the most numerous Branch  │ │ │\n",
+       "    │ │ │      │ of the State Legislature.No Person shall be a Representative who shall not have attained to  │ │ │\n",
+       "    │ │ │      │ the Age of twenty five Years, and been seven Years a Citizen of the United States, and who   │ │ │\n",
+       "    │ │ │      │ shall not, when elected, be an Inhabitant of that State in which he shall be                 │ │ │\n",
+       "    │ │ │      │ chosen.Representatives and direct Taxes shall be apportioned among the several States which  │ │ │\n",
+       "    │ │ │      │ may be included within this Union, according to their respective Numbers, which shall be     │ │ │\n",
+       "    │ │ │      │ determined by adding to the whole Number of free Persons, including those bound to Service   │ │ │\n",
+       "    │ │ │      │ for a Term of Years, and excluding Indians not taxed, three fifths of all other Persons. The │ │ │\n",
+       "    │ │ │      │ actual Enumeration shall be made within three Years after the first Meeting of the Congress  │ │ │\n",
+       "    │ │ │      │ of the United States, and within every subsequent Term of ten Years, in such Manner as they  │ │ │\n",
+       "    │ │ │      │ shall by Law direct. The Number of Representatives shall not exceed one for every thirty     │ │ │\n",
+       "    │ │ │      │ Thousand, but each State shall have at Least one Representative; and until such enumeration  │ │ │\n",
+       "    │ │ │      │ shall be made, the State of New Hampshire shall be entitled to chuse three, Massachusetts    │ │ │\n",
+       "    │ │ │      │ eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New      │ │ │\n",
+       "    │ │ │      │ Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina    │ │ │\n",
+       "    │ │ │      │ five, South Carolina five, and Georgia three.When vacancies happen in the Representation     │ │ │\n",
+       "    │ │ │      │ from any State, the Executive Authority thereof shall issue Writs of Election to fill such   │ │ │\n",
+       "    │ │ │      │ Vacancies.The House of Representatives shall chuse their Speaker and other Officers; and     │ │ │\n",
+       "    │ │ │      │ shall have the sole Power of Impeachment.' 0.6 all-MiniLM-L6-v2\" name=\"summary\"              │ │ │\n",
+       "    │ │ │      │ required=\"true\"></string>                                                                    │ │ │\n",
+       "    │ │ │      │ </output>                                                                                    │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
+       "    │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
+       "    │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
+       "    │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
+       "    │ │ │      │ correct and concise. If you are unsure anywhere, enter `null`.                               │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
+       "    │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
+       "    │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
+       "    │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
+       "    │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
+       "    │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
+       "    │ │ │      │ 1}}`                                                                                         │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ │ {                                                                                                       │ │\n",
+       "    │ │     \"summary\": \"Section 1: All legislative Powers herein granted shall be vested in a Congress of the   │ │\n",
+       "    │ │ United States, which shall consist of a Senate and House of Representatives. Section 2: The House of    │ │\n",
+       "    │ │ Representatives shall be composed of Members chosen every second Year by the People of the several      │ │\n",
+       "    │ │ States, and the Electors in each State shall have the Qualifications requisite for Electors of the most │ │\n",
+       "    │ │ numerous Branch of the State Legislature. No Person shall be a Representative who shall not have        │ │\n",
+       "    │ │ attained to the Age of twenty five Years, and been seven Years a Citizen of the United States, and who  │ │\n",
+       "    │ │ shall not, when elected, be an Inhabitant of that State in which he shall be chosen. Representatives    │ │\n",
+       "    │ │ and direct Taxes shall be apportioned among the several States which may be included within this Union, │ │\n",
+       "    │ │ according to their respective Numbers, which shall be determined by adding to the whole Number of free  │ │\n",
+       "    │ │ Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three   │ │\n",
+       "    │ │ fifths of all other Persons. The actual Enumeration shall be made within three Years after the first    │ │\n",
+       "    │ │ Meeting of the Congress of the United States, and within every subsequent Term of ten Years, in such    │ │\n",
+       "    │ │ Manner as they shall by Law direct. The Number of Representatives shall not exceed one for every thirty │ │\n",
+       "    │ │ Thousand, but each State shall have at Least one Representative; and until such enumeration shall be    │ │\n",
+       "    │ │ made, the State of New Hampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island    │ │\n",
+       "    │ │ and Providence Plantations one, Connecticut five, New-York six, New Jersey four, Pennsylvania eight,    │ │\n",
+       "    │ │ Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and Georgia three.  │ │\n",
+       "    │ │ When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue │ │\n",
+       "    │ │ Writs of Election to fill such Vacancies. The House of Representatives shall chuse their Speaker and    │ │\n",
+       "    │ │ other Officers; and shall have the sole Power of Impeachment.\"                                          │ │\n",
+       "    │ │ }                                                                                                       │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ │ {                                                                                                       │ │\n",
+       "    │ │     'summary': 'Section 1: All legislative Powers herein granted shall be vested in a Congress of the   │ │\n",
+       "    │ │ United States, which shall consist of a Senate and House of Representatives. Section 2: The House of    │ │\n",
+       "    │ │ Representatives shall be composed of Members chosen every second Year by the People of the several      │ │\n",
+       "    │ │ States, and the Electors in each State shall have the Qualifications requisite for Electors of the most │ │\n",
+       "    │ │ numerous Branch of the State Legislature. No Person shall be a Representative who shall not have        │ │\n",
+       "    │ │ attained to the Age of twenty five Years, and been seven Years a Citizen of the United States, and who  │ │\n",
+       "    │ │ shall not, when elected, be an Inhabitant of that State in which he shall be chosen. Representatives    │ │\n",
+       "    │ │ and direct Taxes shall be apportioned among the several States which may be included within this Union, │ │\n",
+       "    │ │ according to their respective Numbers, which shall be determined by adding to the whole Number of free  │ │\n",
+       "    │ │ Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three   │ │\n",
+       "    │ │ fifths of all other Persons. The actual Enumeration shall be made within three Years after the first    │ │\n",
+       "    │ │ Meeting of the Congress of the United States, and within every subsequent Term of ten Years, in such    │ │\n",
+       "    │ │ Manner as they shall by Law direct. The Number of Representatives shall not exceed one for every thirty │ │\n",
+       "    │ │ Thousand, but each State shall have at Least one Representative; and until such enumeration shall be    │ │\n",
+       "    │ │ made, the State of New Hampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island    │ │\n",
+       "    │ │ and Providence Plantations one, Connecticut five, New-York six, New Jersey four, Pennsylvania eight,    │ │\n",
+       "    │ │ Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and Georgia three.  │ │\n",
+       "    │ │ When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue │ │\n",
+       "    │ │ Writs of Election to fill such Vacancies. The House of Representatives shall chuse their Speaker and    │ │\n",
+       "    │ │ other Officers; and shall have the sole Power of Impeachment.'                                          │ │\n",
+       "    │ │ }                                                                                                       │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Logs\n",
+       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mSummarize the following document:                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mSection. 1.                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mAll legislative Powers herein granted shall be vested in a Congress of the United States,   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mwhich shall consist of a Senate and House of Representatives.                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mSection. 2.                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mThe House of Representatives shall be composed of Members chosen every second Year by the   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mPeople of the several States, and the Electors in each State shall have the Qualifications  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mrequisite for Electors of the most numerous Branch of the State Legislature.                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo Person shall be a Representative who shall not have attained to the Age of twenty five   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYears, and been seven Years a Citizen of the United States, and who shall not, when elected,\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mbe an Inhabitant of that State in which he shall be chosen.                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mRepresentatives and direct Taxes shall be apportioned among the several States which may be \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluded within this Union, according to their respective Numbers, which shall be determined\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mby adding to the whole Number of free Persons, including those bound to Service for a Term  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mof Years, and excluding Indians not taxed, three fifths of all other Persons. The actual    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mEnumeration shall be made within three Years after the first Meeting of the Congress of the \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mUnited States, and within every subsequent Term of ten Years, in such Manner as they shall  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mby Law direct. The Number of Representatives shall not exceed one for every thirty Thousand,\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mbut each State shall have at Least one Representative; and until such enumeration shall be  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mmade, the State of New Hampshire shall be entitled to chuse three, Massachusetts eight,     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mRhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mfour, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five,    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mSouth Carolina five, and Georgia three.                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mWhen vacancies happen in the Representation from any State, the Executive Authority thereof \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mshall issue Writs of Election to fill such Vacancies.                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mThe House of Representatives shall chuse their Speaker and other Officers; and shall have   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mthe sole Power of Impeachment.                                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise. If you are unsure anywhere, enter `null`.                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"summary\": \"Section 1: All legislative Powers herein granted shall be vested in a Congress of the \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mUnited States, which shall consist of a Senate and House of Representatives. Section 2: The House of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mRepresentatives shall be composed of Members chosen every second Year by the People of the several \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mStates, and the Electors in each State shall have the Qualifications requisite for Electors of the most\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mnumerous Branch of the State Legislature. No Person shall be a Representative who shall not have \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mattained to the Age of twenty five Years, and been seven Years a Citizen of the United States, and who \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mshall not, when elected, be an Inhabitant of that State in which he shall be chosen. Representatives \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mand direct Taxes shall be apportioned among the several States which may be included within this Union,\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220maccording to their respective Numbers, which shall be determined by adding to the whole Number of free \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPersons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mfifths of all other Persons. The actual Enumeration shall be made within three Years after the first \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mMeeting of the Congress of the United States, and within every subsequent Term of ten Years, in such \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mManner as they shall by Law direct. The Number of Representatives shall not exceed one for every thirty\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mThousand, but each State shall have at Least one Representative; and until such enumeration shall be \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mmade, the State of New Hampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mand Providence Plantations one, Connecticut five, New-York six, New Jersey four, Pennsylvania eight, \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mDelaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and Georgia three. \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mWhen vacancies happen in the Representation from any State, the Executive Authority thereof shall issue\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mWrits of Election to fill such Vacancies. The House of Representatives shall chuse their Speaker and \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mother Officers; and shall have the sole Power of Impeachment.\"\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'summary': 'Section 1: All legislative Powers herein granted shall be vested in a Congress of the \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mUnited States, which shall consist of a Senate and House of Representatives. Section 2: The House of \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mRepresentatives shall be composed of Members chosen every second Year by the People of the several \u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mStates, and the Electors in each State shall have the Qualifications requisite for Electors of the most\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mnumerous Branch of the State Legislature. No Person shall be a Representative who shall not have \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mattained to the Age of twenty five Years, and been seven Years a Citizen of the United States, and who \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mshall not, when elected, be an Inhabitant of that State in which he shall be chosen. Representatives \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mand direct Taxes shall be apportioned among the several States which may be included within this Union,\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240maccording to their respective Numbers, which shall be determined by adding to the whole Number of free \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mPersons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mfifths of all other Persons. The actual Enumeration shall be made within three Years after the first \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mMeeting of the Congress of the United States, and within every subsequent Term of ten Years, in such \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mManner as they shall by Law direct. The Number of Representatives shall not exceed one for every thirty\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mThousand, but each State shall have at Least one Representative; and until such enumeration shall be \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mmade, the State of New Hampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mand Providence Plantations one, Connecticut five, New-York six, New Jersey four, Pennsylvania eight, \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mDelaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and Georgia three. \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mWhen vacancies happen in the Representation from any State, the Executive Authority thereof shall issue\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mWrits of Election to fill such Vacancies. The House of Representatives shall chuse their Speaker and \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mother Officers; and shall have the sole Power of Impeachment.'\u001b[0m\u001b[48;2;240;255;240m                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "print(guard.history.last.tree)"
    ]
@@ -303,9 +838,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
Validated Output: None\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Validated Output: \u001b[3;35mNone\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "raw_llm_response, validated_response, *rest = guard(\n",
     "    messages=[{\"role\":\"user\", \"content\": prompt}],\n",
@@ -328,9 +877,407 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
Logs\n",
+       "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "│   │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "│   │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "│   │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "│   │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "│   │ │ │ user │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Summarize the following document:                                                            │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Section. 1.                                                                                  │ │ │\n",
+       "│   │ │ │      │ All legislative Powers herein granted shall be vested in a Congress of the United States,    │ │ │\n",
+       "│   │ │ │      │ which shall consist of a Senate and House of Representatives.                                │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Section. 2.                                                                                  │ │ │\n",
+       "│   │ │ │      │ The House of Representatives shall be composed of Members chosen every second Year by the    │ │ │\n",
+       "│   │ │ │      │ People of the several States, and the Electors in each State shall have the Qualifications   │ │ │\n",
+       "│   │ │ │      │ requisite for Electors of the most numerous Branch of the State Legislature.                 │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ No Person shall be a Representative who shall not have attained to the Age of twenty five    │ │ │\n",
+       "│   │ │ │      │ Years, and been seven Years a Citizen of the United States, and who shall not, when elected, │ │ │\n",
+       "│   │ │ │      │ be an Inhabitant of that State in which he shall be chosen.                                  │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Representatives and direct Taxes shall be apportioned among the several States which may be  │ │ │\n",
+       "│   │ │ │      │ included within this Union, according to their respective Numbers, which shall be determined │ │ │\n",
+       "│   │ │ │      │ by adding to the whole Number of free Persons, including those bound to Service for a Term   │ │ │\n",
+       "│   │ │ │      │ of Years, and excluding Indians not taxed, three fifths of all other Persons. The actual     │ │ │\n",
+       "│   │ │ │      │ Enumeration shall be made within three Years after the first Meeting of the Congress of the  │ │ │\n",
+       "│   │ │ │      │ United States, and within every subsequent Term of ten Years, in such Manner as they shall   │ │ │\n",
+       "│   │ │ │      │ by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand, │ │ │\n",
+       "│   │ │ │      │ but each State shall have at Least one Representative; and until such enumeration shall be   │ │ │\n",
+       "│   │ │ │      │ made, the State of New Hampshire shall be entitled to chuse three, Massachusetts eight,      │ │ │\n",
+       "│   │ │ │      │ Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey      │ │ │\n",
+       "│   │ │ │      │ four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five,     │ │ │\n",
+       "│   │ │ │      │ South Carolina five, and Georgia three.                                                      │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ When vacancies happen in the Representation from any State, the Executive Authority thereof  │ │ │\n",
+       "│   │ │ │      │ shall issue Writs of Election to fill such Vacancies.                                        │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ The House of Representatives shall chuse their Speaker and other Officers; and shall have    │ │ │\n",
+       "│   │ │ │      │ the sole Power of Impeachment.                                                               │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
+       "│   │ │ │      │ to extract it into.                                                                          │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ <output>                                                                                     │ │ │\n",
+       "│   │ │ │      │   <string description=\"Summarize the given document faithfully.\"                             │ │ │\n",
+       "│   │ │ │      │ format=\"guardrails/similar_to_document: 'Section. 1.All legislative Powers herein granted    │ │ │\n",
+       "│   │ │ │      │ shall be vested in a Congress of the United States, which shall consist of a Senate and      │ │ │\n",
+       "│   │ │ │      │ House of Representatives.Section. 2.The House of Representatives shall be composed of        │ │ │\n",
+       "│   │ │ │      │ Members chosen every second Year by the People of the several States, and the Electors in    │ │ │\n",
+       "│   │ │ │      │ each State shall have the Qualifications requisite for Electors of the most numerous Branch  │ │ │\n",
+       "│   │ │ │      │ of the State Legislature.No Person shall be a Representative who shall not have attained to  │ │ │\n",
+       "│   │ │ │      │ the Age of twenty five Years, and been seven Years a Citizen of the United States, and who   │ │ │\n",
+       "│   │ │ │      │ shall not, when elected, be an Inhabitant of that State in which he shall be                 │ │ │\n",
+       "│   │ │ │      │ chosen.Representatives and direct Taxes shall be apportioned among the several States which  │ │ │\n",
+       "│   │ │ │      │ may be included within this Union, according to their respective Numbers, which shall be     │ │ │\n",
+       "│   │ │ │      │ determined by adding to the whole Number of free Persons, including those bound to Service   │ │ │\n",
+       "│   │ │ │      │ for a Term of Years, and excluding Indians not taxed, three fifths of all other Persons. The │ │ │\n",
+       "│   │ │ │      │ actual Enumeration shall be made within three Years after the first Meeting of the Congress  │ │ │\n",
+       "│   │ │ │      │ of the United States, and within every subsequent Term of ten Years, in such Manner as they  │ │ │\n",
+       "│   │ │ │      │ shall by Law direct. The Number of Representatives shall not exceed one for every thirty     │ │ │\n",
+       "│   │ │ │      │ Thousand, but each State shall have at Least one Representative; and until such enumeration  │ │ │\n",
+       "│   │ │ │      │ shall be made, the State of New Hampshire shall be entitled to chuse three, Massachusetts    │ │ │\n",
+       "│   │ │ │      │ eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New      │ │ │\n",
+       "│   │ │ │      │ Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina    │ │ │\n",
+       "│   │ │ │      │ five, South Carolina five, and Georgia three.When vacancies happen in the Representation     │ │ │\n",
+       "│   │ │ │      │ from any State, the Executive Authority thereof shall issue Writs of Election to fill such   │ │ │\n",
+       "│   │ │ │      │ Vacancies.The House of Representatives shall chuse their Speaker and other Officers; and     │ │ │\n",
+       "│   │ │ │      │ shall have the sole Power of Impeachment.' 0.6 all-MiniLM-L6-v2\" name=\"summary\"              │ │ │\n",
+       "│   │ │ │      │ required=\"true\"></string>                                                                    │ │ │\n",
+       "│   │ │ │      │ </output>                                                                                    │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
+       "│   │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
+       "│   │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
+       "│   │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
+       "│   │ │ │      │ correct and concise. If you are unsure anywhere, enter `null`.                               │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
+       "│   │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
+       "│   │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
+       "│   │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
+       "│   │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
+       "│   │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
+       "│   │ │ │      │ 1}}`                                                                                         │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ │      │                                                                                              │ │ │\n",
+       "│   │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "│   │ │ If you are unsure about anything, please ask.                                                           │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "│   │ │ None                                                                                                    │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃   Role ┃ Content                                                                                    ┃ │ │\n",
+       "    │ │ ┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ system │                                                                                            │ │ │\n",
+       "    │ │ │        │ You are a helpful assistant only capable of communicating with valid JSON, and no other    │ │ │\n",
+       "    │ │ │        │ text.                                                                                      │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:             │ │ │\n",
+       "    │ │ │        │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`        │ │ │\n",
+       "    │ │ │        │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',      │ │ │\n",
+       "    │ │ │        │ 'STRING TWO', etc.]}`                                                                      │ │ │\n",
+       "    │ │ │        │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer          │ │ │\n",
+       "    │ │ │        │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':   │ │ │\n",
+       "    │ │ │        │ 1}}`                                                                                       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ ├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤ │ │\n",
+       "    │ │ │   user │                                                                                            │ │ │\n",
+       "    │ │ │        │ I was given the following response, which was not parseable as JSON.                       │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ \"If you are unsure about anything, please ask.\"                                            │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Help me correct this by making it valid JSON.                                              │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ Given below is XML that describes the information to extract from this document and the    │ │ │\n",
+       "    │ │ │        │ tags to extract it into.                                                                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ <output>                                                                                   │ │ │\n",
+       "    │ │ │        │   <string description=\"Summarize the given document faithfully.\"                           │ │ │\n",
+       "    │ │ │        │ format=\"guardrails/similar_to_document: 'Section. 1.All legislative Powers herein granted  │ │ │\n",
+       "    │ │ │        │ shall be vested in a Congress of the United States, which shall consist of a Senate and    │ │ │\n",
+       "    │ │ │        │ House of Representatives.Section. 2.The House of Representatives shall be composed of      │ │ │\n",
+       "    │ │ │        │ Members chosen every second Year by the People of the several States, and the Electors in  │ │ │\n",
+       "    │ │ │        │ each State shall have the Qualifications requisite for Electors of the most numerous       │ │ │\n",
+       "    │ │ │        │ Branch of the State Legislature.No Person shall be a Representative who shall not have     │ │ │\n",
+       "    │ │ │        │ attained to the Age of twenty five Years, and been seven Years a Citizen of the United     │ │ │\n",
+       "    │ │ │        │ States, and who shall not, when elected, be an Inhabitant of that State in which he shall  │ │ │\n",
+       "    │ │ │        │ be chosen.Representatives and direct Taxes shall be apportioned among the several States   │ │ │\n",
+       "    │ │ │        │ which may be included within this Union, according to their respective Numbers, which      │ │ │\n",
+       "    │ │ │        │ shall be determined by adding to the whole Number of free Persons, including those bound   │ │ │\n",
+       "    │ │ │        │ to Service for a Term of Years, and excluding Indians not taxed, three fifths of all other │ │ │\n",
+       "    │ │ │        │ Persons. The actual Enumeration shall be made within three Years after the first Meeting   │ │ │\n",
+       "    │ │ │        │ of the Congress of the United States, and within every subsequent Term of ten Years, in    │ │ │\n",
+       "    │ │ │        │ such Manner as they shall by Law direct. The Number of Representatives shall not exceed    │ │ │\n",
+       "    │ │ │        │ one for every thirty Thousand, but each State shall have at Least one Representative; and  │ │ │\n",
+       "    │ │ │        │ until such enumeration shall be made, the State of New Hampshire shall be entitled to      │ │ │\n",
+       "    │ │ │        │ chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut │ │ │\n",
+       "    │ │ │        │ five, New-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six,       │ │ │\n",
+       "    │ │ │        │ Virginia ten, North Carolina five, South Carolina five, and Georgia three.When vacancies   │ │ │\n",
+       "    │ │ │        │ happen in the Representation from any State, the Executive Authority thereof shall issue   │ │ │\n",
+       "    │ │ │        │ Writs of Election to fill such Vacancies.The House of Representatives shall chuse their    │ │ │\n",
+       "    │ │ │        │ Speaker and other Officers; and shall have the sole Power of Impeachment.' 0.6             │ │ │\n",
+       "    │ │ │        │ all-MiniLM-L6-v2\" name=\"summary\" required=\"true\"></string>                                 │ │ │\n",
+       "    │ │ │        │ </output>                                                                                  │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ │        │ ONLY return a valid JSON object (no other text is necessary), where the key of the field   │ │ │\n",
+       "    │ │ │        │ in JSON is the `name` attribute of the corresponding XML, and the value is of the type     │ │ │\n",
+       "    │ │ │        │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format,         │ │ │\n",
+       "    │ │ │        │ including any types and format requests e.g. requests for lists, objects and specific      │ │ │\n",
+       "    │ │ │        │ types. Be correct and concise. If you are unsure anywhere, enter `null`.                   │ │ │\n",
+       "    │ │ │        │                                                                                            │ │ │\n",
+       "    │ │ └────────┴────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "    │ │ format=\"1-indexed\" /></object>` =>                                                                      │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ │ None                                                                                                    │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Logs\n",
+       "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mSummarize the following document:                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mSection. 1.                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mAll legislative Powers herein granted shall be vested in a Congress of the United States,   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mwhich shall consist of a Senate and House of Representatives.                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mSection. 2.                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mThe House of Representatives shall be composed of Members chosen every second Year by the   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mPeople of the several States, and the Electors in each State shall have the Qualifications  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mrequisite for Electors of the most numerous Branch of the State Legislature.                \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo Person shall be a Representative who shall not have attained to the Age of twenty five   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYears, and been seven Years a Citizen of the United States, and who shall not, when elected,\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mbe an Inhabitant of that State in which he shall be chosen.                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mRepresentatives and direct Taxes shall be apportioned among the several States which may be \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluded within this Union, according to their respective Numbers, which shall be determined\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mby adding to the whole Number of free Persons, including those bound to Service for a Term  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mof Years, and excluding Indians not taxed, three fifths of all other Persons. The actual    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mEnumeration shall be made within three Years after the first Meeting of the Congress of the \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mUnited States, and within every subsequent Term of ten Years, in such Manner as they shall  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mby Law direct. The Number of Representatives shall not exceed one for every thirty Thousand,\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mbut each State shall have at Least one Representative; and until such enumeration shall be  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mmade, the State of New Hampshire shall be entitled to chuse three, Massachusetts eight,     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mRhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mfour, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five,    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mSouth Carolina five, and Georgia three.                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mWhen vacancies happen in the Representation from any State, the Executive Authority thereof \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mshall issue Writs of Election to fill such Vacancies.                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mThe House of Representatives shall chuse their Speaker and other Officers; and shall have   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mthe sole Power of Impeachment.                                                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise. If you are unsure anywhere, enter `null`.                              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mIf you are unsure about anything, please ask.\u001b[0m\u001b[48;2;245;245;220m                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mNone\u001b[0m\u001b[48;2;240;255;240m                                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235m  Role\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                   \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235msystem\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mYou are a helpful assistant only capable of communicating with valid JSON, and no other   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtext.                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m├────────┼────────────────────────────────────────────────────────────────────────────────────────────┤\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m  user\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mI was given the following response, which was not parseable as JSON.                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m\"If you are unsure about anything, please ask.\"                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHelp me correct this by making it valid JSON.                                             \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtags to extract it into.                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                 \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235min JSON is the `name` attribute of the corresponding XML, and the value is of the type    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format,        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mincluding any types and format requests e.g. requests for lists, objects and specific     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mtypes. Be correct and concise. If you are unsure anywhere, enter `null`.                  \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m        \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└────────┴────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` =>\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mNone\u001b[0m\u001b[48;2;240;255;240m                                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "print(guard.history.last.tree)"
    ]
@@ -338,7 +1285,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "guardrails",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -352,7 +1299,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/examples/toxic_language.ipynb b/docs/examples/toxic_language.ipynb
index 7b94274bb..e3261cd94 100644
--- a/docs/examples/toxic_language.ipynb
+++ b/docs/examples/toxic_language.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -10,8 +10,6 @@
      "output_type": "stream",
      "text": [
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mtoxic_language...\u001b[0m\n",
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
-      "  warnings.warn(\n",
       "✅Successfully installed guardrails/toxic_language!\n",
       "\n",
       "\n"
@@ -35,9 +33,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    }
+   ],
    "source": [
     "# Import the guardrails package\n",
     "# and the ToxicLanguage validator\n",
@@ -49,18 +56,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
-      "  warnings.warn(\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Create a Guard object with this validator\n",
     "# Here, we'll use the default validation method of \"sentence\"\n",
@@ -73,9 +71,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -117,9 +123,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -164,7 +178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -176,17 +190,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
-       "
\n",
+       "
Why can't you comprehend this?\n",
        "
\n"
       ],
       "text/plain": [
-       "\n"
+       "Why can't you comprehend this?\n"
       ]
      },
      "metadata": {},
@@ -214,7 +236,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "lang",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
diff --git a/docs/examples/translation_to_specific_language.ipynb b/docs/examples/translation_to_specific_language.ipynb
index 6847296ed..63d3c467d 100644
--- a/docs/examples/translation_to_specific_language.ipynb
+++ b/docs/examples/translation_to_specific_language.ipynb
@@ -27,17 +27,7 @@
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "! pip install alt-profanity-check --quiet"
    ]
@@ -68,7 +58,16 @@
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    }
+   ],
    "source": [
     "from profanity_check import predict\n",
     "from guardrails.validators import (\n",
@@ -122,15 +121,15 @@
     "    />\n",
     "\n",
     "\n",
-    "\n",
-    "\n",
+    "\n",
+    "\n",
     "Translate the given statement into english language:\n",
     "\n",
     "${statement_to_be_translated}\n",
     "\n",
     "${gr.complete_xml_suffix}\n",
-    "\n",
-    "\n",
+    "\n",
+    "\n",
     "\n",
     "\"\"\""
    ]
@@ -257,9 +256,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -299,7 +306,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 10,
    "metadata": {
     "tags": []
    },
@@ -367,7 +374,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.iterations.last.inputs.msg_history[0][\"content\"])"
+    "print(guard.history.last.iterations.last.inputs.messages[0][\"content\"])"
    ]
   },
   {
@@ -379,7 +386,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -387,10 +394,7 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
        "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
        "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
        "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
@@ -427,9 +431,7 @@
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ ```json                                                                                                 │ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"translated_statement\": \"chicken quesadilla\"                                                          │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
+       "    │ │ {\"translated_statement\": \"chicken quesadilla\"}                                                          │ │\n",
        "    │ │ ```                                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
@@ -441,10 +443,7 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
@@ -481,9 +480,7 @@
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```json\u001b[0m\u001b[48;2;245;245;220m                                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"translated_statement\": \"chicken quesadilla\"\u001b[0m\u001b[48;2;245;245;220m                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"translated_statement\": \"chicken quesadilla\"}\u001b[0m\u001b[48;2;245;245;220m                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
@@ -512,11 +509,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {
     "tags": []
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -533,6 +538,7 @@
    ],
    "source": [
     "# Set your MISTRAL_API_KEY as an environment variable\n",
+    "# import os\n",
     "# os.environ[\"MISTRAL_API_KEY\"] = \"YOUR_API_KEY\"\n",
     "\n",
     "raw_llm_response, validated_response, *rest = guard(\n",
@@ -556,7 +562,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -564,10 +570,7 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │ No prompt                                                                                               │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
        "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
        "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
        "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
@@ -603,9 +606,11 @@
        "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ │ ```json                                                                                                 │ │\n",
        "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"translated_statement\": \"Kill yourself\"                                                               │ │\n",
+       "    │ │   \"translated_statement\": \"kill yourself\"                                                               │ │\n",
        "    │ │ }                                                                                                       │ │\n",
+       "    │ │ ```                                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {'translated_statement': ''}                                                                            │ │\n",
@@ -616,10 +621,7 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo prompt\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
@@ -655,9 +657,11 @@
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```json\u001b[0m\u001b[48;2;245;245;220m                                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"translated_statement\": \"Kill yourself\"\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"translated_statement\": \"kill yourself\"\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m```\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'translated_statement': ''}\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -676,7 +680,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "tiff-env",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
diff --git a/docs/examples/valid_chess_moves.ipynb b/docs/examples/valid_chess_moves.ipynb
index 194f8c0e8..dd708cbf4 100644
--- a/docs/examples/valid_chess_moves.ipynb
+++ b/docs/examples/valid_chess_moves.ipynb
@@ -22,9 +22,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    }
+   ],
    "source": [
     "import guardrails as gd\n",
     "from rich import print"
@@ -32,19 +41,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "! pip install chess --quiet"
    ]
@@ -68,7 +67,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -108,7 +107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -120,11 +119,13 @@
     "\n",
     "\n",
     "\n",
-    "\n",
+    "\n",
+    "\n",
     "Generate a move for the chess board. The board is currently in the following state:\n",
     "${board_state}\n",
     "${gr.complete_xml_suffix}\n",
-    "\n",
+    "\n",
+    "\n",
     "\n",
     "\n",
     "\"\"\""
@@ -139,14 +140,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
     "from pydantic import BaseModel, Field\n",
     "\n",
     "prompt = \"\"\"\n",
-    "Generate a move for the chess board. The board is currently in the following state:\n",
+    "Generate a move for the chess board. Do not repeat any moves in the following state. The board is currently in the following state:\n",
     "${board_state}\n",
     "${gr.complete_xml_suffix}\n",
     "\"\"\"\n",
@@ -180,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -196,7 +197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -213,7 +214,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -232,7 +233,7 @@
        "Board('rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR w KQkq - 0 1')"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -251,9 +252,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "# Set your OPENAI_API_KEY as an environment variable\n",
     "# import os\n",
@@ -266,7 +276,7 @@
     "        if board.move_stack\n",
     "        else \"Starting position.\"\n",
     "    },\n",
-    "    model=\"gpt-3.5-turbo\",\n",
+    "    model=\"gpt-4o-mini\",\n",
     "    max_tokens=2048,\n",
     "    temperature=0.3,\n",
     ")"
@@ -282,7 +292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -344,7 +354,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.iterations.last.inputs.msg_history[0][\"content\"])"
+    "print(guard.history.last.iterations.last.inputs.messages[0][\"content\"])"
    ]
   },
   {
@@ -358,7 +368,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -381,7 +391,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -400,7 +410,7 @@
        "Board('rnbqkbnr/pppppppp/8/8/4P3/8/PPPP1PPP/RNBQKBNR b KQkq - 0 1')"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -419,7 +429,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -438,7 +448,7 @@
        "Board('rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2')"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -458,26 +468,287 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 24,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Iteration(\n",
+       "    id='14601258560',\n",
+       "    index=0,\n",
+       "    call_id='14601261600',\n",
+       "    inputs=Inputs(\n",
+       "        llm_api=<guardrails.llm_providers.LiteLLMCallable object at 0x365e7f770>,\n",
+       "        llm_output=None,\n",
+       "        instructions=None,\n",
+       "        prompt=None,\n",
+       "        messages=[{'role': 'user', 'content': Prompt(\n",
+       "Generate a move for the chess board. The board is...)}],\n",
+       "        msg_history=None,\n",
+       "        prompt_params={'board_state': \"[Move.from_uci('e2e4'), Move.from_uci('e7e5')]\"},\n",
+       "        num_reasks=1,\n",
+       "        metadata={},\n",
+       "        full_schema_reask=True,\n",
+       "        stream=False\n",
+       "    ),\n",
+       "    outputs=Outputs(\n",
+       "        llm_response_info=LLMResponse(\n",
+       "            prompt_token_count=325,\n",
+       "            response_token_count=6,\n",
+       "            output='{\"move\":\"e4\"}',\n",
+       "            stream_output=None,\n",
+       "            async_stream_output=None\n",
+       "        ),\n",
+       "        raw_output=None,\n",
+       "        parsed_output={'move': 'e4'},\n",
+       "        validation_response={\n",
+       "            'move': FieldReAsk(\n",
+       "                incorrect_value='e4',\n",
+       "                fail_results=[\n",
+       "                    FailResult(\n",
+       "                        outcome='fail',\n",
+       "                        error_message=\"Value e4 is not a valid chess move. illegal san: 'e4' in \n",
+       "rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\",\n",
+       "                        fix_value=None,\n",
+       "                        error_spans=None,\n",
+       "                        metadata=None,\n",
+       "                        validated_chunk=None\n",
+       "                    )\n",
+       "                ],\n",
+       "                additional_properties={},\n",
+       "                path=['move']\n",
+       "            )\n",
+       "        },\n",
+       "        guarded_output={},\n",
+       "        reasks=[\n",
+       "            FieldReAsk(\n",
+       "                incorrect_value='e4',\n",
+       "                fail_results=[\n",
+       "                    FailResult(\n",
+       "                        outcome='fail',\n",
+       "                        error_message=\"Value e4 is not a valid chess move. illegal san: 'e4' in \n",
+       "rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\",\n",
+       "                        fix_value=None,\n",
+       "                        error_spans=None,\n",
+       "                        metadata=None,\n",
+       "                        validated_chunk=None\n",
+       "                    )\n",
+       "                ],\n",
+       "                additional_properties={},\n",
+       "                path=['move']\n",
+       "            )\n",
+       "        ],\n",
+       "        validator_logs=[\n",
+       "            ValidatorLogs(\n",
+       "                validator_name='IsValidChessMove',\n",
+       "                registered_name='is-valid-chess-move',\n",
+       "                instance_id=14553910016,\n",
+       "                property_path='$.move',\n",
+       "                value_before_validation='e4',\n",
+       "                value_after_validation=FieldReAsk(\n",
+       "                    incorrect_value='e4',\n",
+       "                    fail_results=[\n",
+       "                        FailResult(\n",
+       "                            outcome='fail',\n",
+       "                            error_message=\"Value e4 is not a valid chess move. illegal san: 'e4' in \n",
+       "rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\",\n",
+       "                            fix_value=None,\n",
+       "                            error_spans=None,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        )\n",
+       "                    ],\n",
+       "                    additional_properties={},\n",
+       "                    path=['move']\n",
+       "                ),\n",
+       "                validation_result=FailResult(\n",
+       "                    outcome='fail',\n",
+       "                    error_message=\"Value e4 is not a valid chess move. illegal san: 'e4' in \n",
+       "rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\",\n",
+       "                    fix_value=None,\n",
+       "                    error_spans=None,\n",
+       "                    metadata=None,\n",
+       "                    validated_chunk=None\n",
+       "                ),\n",
+       "                start_time=datetime.datetime(2024, 10, 10, 16, 14, 48, 709063),\n",
+       "                end_time=datetime.datetime(2024, 10, 10, 16, 14, 48, 709941)\n",
+       "            )\n",
+       "        ],\n",
+       "        error=None,\n",
+       "        exception=None\n",
+       "    )\n",
+       ")\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;35mIteration\u001b[0m\u001b[1m(\u001b[0m\n",
+       "    \u001b[33mid\u001b[0m=\u001b[32m'14601258560'\u001b[0m,\n",
+       "    \u001b[33mindex\u001b[0m=\u001b[1;36m0\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14601261600'\u001b[0m,\n",
+       "    \u001b[33minputs\u001b[0m=\u001b[1;35mInputs\u001b[0m\u001b[1m(\u001b[0m\n",
+       "        \u001b[33mllm_api\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mguardrails.llm_providers.LiteLLMCallable\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x365e7f770\u001b[0m\u001b[1m>\u001b[0m,\n",
+       "        \u001b[33mllm_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33minstructions\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33mprompt\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33mmessages\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m{\u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'user'\u001b[0m, \u001b[32m'content'\u001b[0m: \u001b[1;35mPrompt\u001b[0m\u001b[1m(\u001b[0m\n",
+       "Generate a move for the chess board. The board is\u001b[33m...\u001b[0m\u001b[1m)\u001b[0m\u001b[1m}\u001b[0m\u001b[1m]\u001b[0m,\n",
+       "        \u001b[33mmsg_history\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33mprompt_params\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'board_state'\u001b[0m: \u001b[32m\"\u001b[0m\u001b[32m[\u001b[0m\u001b[32mMove.from_uci\u001b[0m\u001b[32m(\u001b[0m\u001b[32m'e2e4'\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Move.from_uci\u001b[0m\u001b[32m(\u001b[0m\u001b[32m'e7e5'\u001b[0m\u001b[32m)\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\"\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[33mnum_reasks\u001b[0m=\u001b[1;36m1\u001b[0m,\n",
+       "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[33mfull_schema_reask\u001b[0m=\u001b[3;92mTrue\u001b[0m,\n",
+       "        \u001b[33mstream\u001b[0m=\u001b[3;91mFalse\u001b[0m\n",
+       "    \u001b[1m)\u001b[0m,\n",
+       "    \u001b[33moutputs\u001b[0m=\u001b[1;35mOutputs\u001b[0m\u001b[1m(\u001b[0m\n",
+       "        \u001b[33mllm_response_info\u001b[0m=\u001b[1;35mLLMResponse\u001b[0m\u001b[1m(\u001b[0m\n",
+       "            \u001b[33mprompt_token_count\u001b[0m=\u001b[1;36m325\u001b[0m,\n",
+       "            \u001b[33mresponse_token_count\u001b[0m=\u001b[1;36m6\u001b[0m,\n",
+       "            \u001b[33moutput\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"move\":\"e4\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
+       "            \u001b[33mstream_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "            \u001b[33masync_stream_output\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "        \u001b[1m)\u001b[0m,\n",
+       "        \u001b[33mraw_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33mparsed_output\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'move'\u001b[0m: \u001b[32m'e4'\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[33mvalidation_response\u001b[0m=\u001b[1m{\u001b[0m\n",
+       "            \u001b[32m'move'\u001b[0m: \u001b[1;35mFieldReAsk\u001b[0m\u001b[1m(\u001b[0m\n",
+       "                \u001b[33mincorrect_value\u001b[0m=\u001b[32m'e4'\u001b[0m,\n",
+       "                \u001b[33mfail_results\u001b[0m=\u001b[1m[\u001b[0m\n",
+       "                    \u001b[1;35mFailResult\u001b[0m\u001b[1m(\u001b[0m\n",
+       "                        \u001b[33moutcome\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
+       "                        \u001b[33merror_message\u001b[0m=\u001b[32m\"Value\u001b[0m\u001b[32m e4 is not a valid chess move. illegal san: 'e4' in \u001b[0m\n",
+       "\u001b[32mrnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\"\u001b[0m,\n",
+       "                        \u001b[33mfix_value\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                        \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                        \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                        \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "                    \u001b[1m)\u001b[0m\n",
+       "                \u001b[1m]\u001b[0m,\n",
+       "                \u001b[33madditional_properties\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "                \u001b[33mpath\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'move'\u001b[0m\u001b[1m]\u001b[0m\n",
+       "            \u001b[1m)\u001b[0m\n",
+       "        \u001b[1m}\u001b[0m,\n",
+       "        \u001b[33mguarded_output\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[33mreasks\u001b[0m=\u001b[1m[\u001b[0m\n",
+       "            \u001b[1;35mFieldReAsk\u001b[0m\u001b[1m(\u001b[0m\n",
+       "                \u001b[33mincorrect_value\u001b[0m=\u001b[32m'e4'\u001b[0m,\n",
+       "                \u001b[33mfail_results\u001b[0m=\u001b[1m[\u001b[0m\n",
+       "                    \u001b[1;35mFailResult\u001b[0m\u001b[1m(\u001b[0m\n",
+       "                        \u001b[33moutcome\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
+       "                        \u001b[33merror_message\u001b[0m=\u001b[32m\"Value\u001b[0m\u001b[32m e4 is not a valid chess move. illegal san: 'e4' in \u001b[0m\n",
+       "\u001b[32mrnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\"\u001b[0m,\n",
+       "                        \u001b[33mfix_value\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                        \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                        \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                        \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "                    \u001b[1m)\u001b[0m\n",
+       "                \u001b[1m]\u001b[0m,\n",
+       "                \u001b[33madditional_properties\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "                \u001b[33mpath\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'move'\u001b[0m\u001b[1m]\u001b[0m\n",
+       "            \u001b[1m)\u001b[0m\n",
+       "        \u001b[1m]\u001b[0m,\n",
+       "        \u001b[33mvalidator_logs\u001b[0m=\u001b[1m[\u001b[0m\n",
+       "            \u001b[1;35mValidatorLogs\u001b[0m\u001b[1m(\u001b[0m\n",
+       "                \u001b[33mvalidator_name\u001b[0m=\u001b[32m'IsValidChessMove'\u001b[0m,\n",
+       "                \u001b[33mregistered_name\u001b[0m=\u001b[32m'is-valid-chess-move'\u001b[0m,\n",
+       "                \u001b[33minstance_id\u001b[0m=\u001b[1;36m14553910016\u001b[0m,\n",
+       "                \u001b[33mproperty_path\u001b[0m=\u001b[32m'$.move'\u001b[0m,\n",
+       "                \u001b[33mvalue_before_validation\u001b[0m=\u001b[32m'e4'\u001b[0m,\n",
+       "                \u001b[33mvalue_after_validation\u001b[0m=\u001b[1;35mFieldReAsk\u001b[0m\u001b[1m(\u001b[0m\n",
+       "                    \u001b[33mincorrect_value\u001b[0m=\u001b[32m'e4'\u001b[0m,\n",
+       "                    \u001b[33mfail_results\u001b[0m=\u001b[1m[\u001b[0m\n",
+       "                        \u001b[1;35mFailResult\u001b[0m\u001b[1m(\u001b[0m\n",
+       "                            \u001b[33moutcome\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
+       "                            \u001b[33merror_message\u001b[0m=\u001b[32m\"Value\u001b[0m\u001b[32m e4 is not a valid chess move. illegal san: 'e4' in \u001b[0m\n",
+       "\u001b[32mrnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\"\u001b[0m,\n",
+       "                            \u001b[33mfix_value\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                            \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                            \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                            \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "                        \u001b[1m)\u001b[0m\n",
+       "                    \u001b[1m]\u001b[0m,\n",
+       "                    \u001b[33madditional_properties\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "                    \u001b[33mpath\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'move'\u001b[0m\u001b[1m]\u001b[0m\n",
+       "                \u001b[1m)\u001b[0m,\n",
+       "                \u001b[33mvalidation_result\u001b[0m=\u001b[1;35mFailResult\u001b[0m\u001b[1m(\u001b[0m\n",
+       "                    \u001b[33moutcome\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
+       "                    \u001b[33merror_message\u001b[0m=\u001b[32m\"Value\u001b[0m\u001b[32m e4 is not a valid chess move. illegal san: 'e4' in \u001b[0m\n",
+       "\u001b[32mrnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\"\u001b[0m,\n",
+       "                    \u001b[33mfix_value\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                    \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                    \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                    \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "                \u001b[1m)\u001b[0m,\n",
+       "                \u001b[33mstart_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m16\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m48\u001b[0m, \u001b[1;36m709063\u001b[0m\u001b[1m)\u001b[0m,\n",
+       "                \u001b[33mend_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m16\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m48\u001b[0m, \u001b[1;36m709941\u001b[0m\u001b[1m)\u001b[0m\n",
+       "            \u001b[1m)\u001b[0m\n",
+       "        \u001b[1m]\u001b[0m,\n",
+       "        \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33mexception\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "    \u001b[1m)\u001b[0m\n",
+       "\u001b[1m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
{\n",
+       "  \"move\": null\n",
+       "}\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1m{\u001b[0m\n",
+       "  \u001b[32m\"move\"\u001b[0m: null\n",
+       "\u001b[1m}\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
[Move.from_uci('e2e4'), Move.from_uci('e7e5')]\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1m[\u001b[0m\u001b[1;35mMove.from_uci\u001b[0m\u001b[1m(\u001b[0m\u001b[32m'e2e4'\u001b[0m\u001b[1m)\u001b[0m, \u001b[1;35mMove.from_uci\u001b[0m\u001b[1m(\u001b[0m\u001b[32m'e7e5'\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "raw_llm_response, validated_response, *rest = guard(\n",
     "    messages=[{\"role\":\"user\", \"content\": prompt}],\n",
     "    prompt_params={\n",
     "        \"board_state\": str(board.move_stack)\n",
-    "        if board.move_stack\n",
-    "        else \"Starting position.\"\n",
     "    },\n",
-    "    model=\"gpt-3.5-turbo\",\n",
+    "    model=\"gpt-4o-mini\",\n",
     "    max_tokens=2048,\n",
-    "    temperature=0.3,\n",
-    ")"
+    "    temperature=0.0,\n",
+    ")\n",
+    "print(guard.history.last.iterations.first)\n",
+    "print(raw_llm_response)\n",
+    "print(board.move_stack)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -488,15 +759,15 @@
        ". . . . . . . .\n",
        ". . . . p . . .\n",
        ". . . . P . . .\n",
-       ". . . . . N . .\n",
+       ". . . . . . . .\n",
        "P P P P . P P P\n",
-       "R N B Q K B . R
"
+       "R N B Q K B N R
"
       ],
       "text/plain": [
-       "Board('rnbqkbnr/pppp1ppp/8/4p3/4P3/5N2/PPPP1PPP/RNBQKB1R b KQkq - 1 2')"
+       "Board('rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2')"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -507,28 +778,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/svg+xml": [
-       "
r . b q k b n r\n",
-       "p p p p . p p p\n",
-       ". . n . . . . .\n",
-       ". . . . p . . .\n",
-       ". . . . P . . .\n",
-       ". . . . . N . .\n",
-       "P P P P . P P P\n",
-       "R N B Q K B . R
"
-      ],
-      "text/plain": [
-       "Board('r1bqkbnr/pppp1ppp/2n5/4p3/4P3/5N2/PPPP1PPP/RNBQKB1R w KQkq - 2 3')"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "IllegalMoveError",
+     "evalue": "illegal san: 'Nc6' in rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mIllegalMoveError\u001b[0m                          Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[18], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mboard\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpush_san\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mNc6\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      2\u001b[0m board\n",
+      "File \u001b[0;32m~/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/chess/__init__.py:3225\u001b[0m, in \u001b[0;36mBoard.push_san\u001b[0;34m(self, san)\u001b[0m\n\u001b[1;32m   3211\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpush_san\u001b[39m(\u001b[38;5;28mself\u001b[39m, san: \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Move:\n\u001b[1;32m   3212\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   3213\u001b[0m \u001b[38;5;124;03m    Parses a move in standard algebraic notation, makes the move and puts\u001b[39;00m\n\u001b[1;32m   3214\u001b[0m \u001b[38;5;124;03m    it onto the move stack.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   3223\u001b[0m \u001b[38;5;124;03m        - :exc:`AmbiguousMoveError` if the SAN is ambiguous.\u001b[39;00m\n\u001b[1;32m   3224\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 3225\u001b[0m     move \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparse_san\u001b[49m\u001b[43m(\u001b[49m\u001b[43msan\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3226\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpush(move)\n\u001b[1;32m   3227\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m move\n",
+      "File \u001b[0;32m~/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/chess/__init__.py:3207\u001b[0m, in \u001b[0;36mBoard.parse_san\u001b[0;34m(self, san)\u001b[0m\n\u001b[1;32m   3204\u001b[0m     matched_move \u001b[38;5;241m=\u001b[39m move\n\u001b[1;32m   3206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m matched_move:\n\u001b[0;32m-> 3207\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m IllegalMoveError(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124millegal san: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00msan\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m in \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfen()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   3209\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m matched_move\n",
+      "\u001b[0;31mIllegalMoveError\u001b[0m: illegal san: 'Nc6' in rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2"
+     ]
     }
    ],
    "source": [
@@ -539,7 +803,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "tiff-env",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -555,12 +819,7 @@
    "pygments_lexer": "ipython3",
    "version": "3.12.3"
   },
-  "orig_nbformat": 4,
-  "vscode": {
-   "interpreter": {
-    "hash": "ef14f49bbc779f2fde64ca0552c2a99d578405052f5b73f61279551da311a8a1"
-   }
-  }
+  "orig_nbformat": 4
  },
  "nbformat": 4,
  "nbformat_minor": 2
diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py
index 9baf8f5ba..99df3ed90 100644
--- a/guardrails/llm_providers.py
+++ b/guardrails/llm_providers.py
@@ -217,7 +217,8 @@ def _invoke_llm(
                 "function_call", safe_get(function_calling_tools, 0)
             ),
         )
-
+        kwargs.pop("instructions", None)
+        kwargs.pop("prompt", None)
         response = completion(
             model=model,
             *args,
diff --git a/guardrails/run/runner.py b/guardrails/run/runner.py
index 7b3303c99..32cd19480 100644
--- a/guardrails/run/runner.py
+++ b/guardrails/run/runner.py
@@ -336,7 +336,8 @@ def prepare_messages(
         # Format any variables in the message history with the prompt params.
         for msg in messages:
             msg_copy = copy.deepcopy(msg)
-            msg_copy["content"] = msg_copy["content"].format(**prompt_params)
+            if attempt_number == 0:
+                msg_copy["content"] = msg_copy["content"].format(**prompt_params)
             formatted_messages.append(msg_copy)
 
         # validate messages

From 6dfc33701f6399058776f8b61ed5883fdcf178b1 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Thu, 10 Oct 2024 16:22:06 -0700
Subject: [PATCH 37/71] last few notebooks

---
 docs/examples/valid_chess_moves.ipynb         | 337 +++---------------
 docs/examples/value_within_distribution.ipynb |  50 ++-
 2 files changed, 87 insertions(+), 300 deletions(-)

diff --git a/docs/examples/valid_chess_moves.ipynb b/docs/examples/valid_chess_moves.ipynb
index dd708cbf4..3f163a160 100644
--- a/docs/examples/valid_chess_moves.ipynb
+++ b/docs/examples/valid_chess_moves.ipynb
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -67,7 +67,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -107,7 +107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -121,7 +121,7 @@
     "\n",
     "\n",
     "\n",
-    "Generate a move for the chess board. The board is currently in the following state:\n",
+    "Generate a move for the chess board. Do not repeat any moves in the following state. The board is currently in the following state:\n",
     "${board_state}\n",
     "${gr.complete_xml_suffix}\n",
     "\n",
@@ -140,7 +140,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -181,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -197,7 +197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -214,7 +214,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -233,7 +233,7 @@
        "Board('rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR w KQkq - 0 1')"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -252,7 +252,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -292,14 +292,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "
\n",
-       "Generate a move for the chess board. The board is currently in the following state:\n",
+       "Generate a move for the chess board. Do not repeat any moves in the following state. The board is currently in the \n",
+       "following state:\n",
        "Starting position.\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
@@ -325,7 +326,8 @@
       ],
       "text/plain": [
        "\n",
-       "Generate a move for the chess board. The board is currently in the following state:\n",
+       "Generate a move for the chess board. Do not repeat any moves in the following state. The board is currently in the \n",
+       "following state:\n",
        "Starting position.\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
@@ -368,7 +370,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -391,7 +393,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -410,7 +412,7 @@
        "Board('rnbqkbnr/pppppppp/8/8/4P3/8/PPPP1PPP/RNBQKBNR b KQkq - 0 1')"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -429,7 +431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -448,7 +450,7 @@
        "Board('rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2')"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -468,7 +470,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -478,257 +480,6 @@
       "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
       "  warnings.warn(\n"
      ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "
Iteration(\n",
-       "    id='14601258560',\n",
-       "    index=0,\n",
-       "    call_id='14601261600',\n",
-       "    inputs=Inputs(\n",
-       "        llm_api=<guardrails.llm_providers.LiteLLMCallable object at 0x365e7f770>,\n",
-       "        llm_output=None,\n",
-       "        instructions=None,\n",
-       "        prompt=None,\n",
-       "        messages=[{'role': 'user', 'content': Prompt(\n",
-       "Generate a move for the chess board. The board is...)}],\n",
-       "        msg_history=None,\n",
-       "        prompt_params={'board_state': \"[Move.from_uci('e2e4'), Move.from_uci('e7e5')]\"},\n",
-       "        num_reasks=1,\n",
-       "        metadata={},\n",
-       "        full_schema_reask=True,\n",
-       "        stream=False\n",
-       "    ),\n",
-       "    outputs=Outputs(\n",
-       "        llm_response_info=LLMResponse(\n",
-       "            prompt_token_count=325,\n",
-       "            response_token_count=6,\n",
-       "            output='{\"move\":\"e4\"}',\n",
-       "            stream_output=None,\n",
-       "            async_stream_output=None\n",
-       "        ),\n",
-       "        raw_output=None,\n",
-       "        parsed_output={'move': 'e4'},\n",
-       "        validation_response={\n",
-       "            'move': FieldReAsk(\n",
-       "                incorrect_value='e4',\n",
-       "                fail_results=[\n",
-       "                    FailResult(\n",
-       "                        outcome='fail',\n",
-       "                        error_message=\"Value e4 is not a valid chess move. illegal san: 'e4' in \n",
-       "rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\",\n",
-       "                        fix_value=None,\n",
-       "                        error_spans=None,\n",
-       "                        metadata=None,\n",
-       "                        validated_chunk=None\n",
-       "                    )\n",
-       "                ],\n",
-       "                additional_properties={},\n",
-       "                path=['move']\n",
-       "            )\n",
-       "        },\n",
-       "        guarded_output={},\n",
-       "        reasks=[\n",
-       "            FieldReAsk(\n",
-       "                incorrect_value='e4',\n",
-       "                fail_results=[\n",
-       "                    FailResult(\n",
-       "                        outcome='fail',\n",
-       "                        error_message=\"Value e4 is not a valid chess move. illegal san: 'e4' in \n",
-       "rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\",\n",
-       "                        fix_value=None,\n",
-       "                        error_spans=None,\n",
-       "                        metadata=None,\n",
-       "                        validated_chunk=None\n",
-       "                    )\n",
-       "                ],\n",
-       "                additional_properties={},\n",
-       "                path=['move']\n",
-       "            )\n",
-       "        ],\n",
-       "        validator_logs=[\n",
-       "            ValidatorLogs(\n",
-       "                validator_name='IsValidChessMove',\n",
-       "                registered_name='is-valid-chess-move',\n",
-       "                instance_id=14553910016,\n",
-       "                property_path='$.move',\n",
-       "                value_before_validation='e4',\n",
-       "                value_after_validation=FieldReAsk(\n",
-       "                    incorrect_value='e4',\n",
-       "                    fail_results=[\n",
-       "                        FailResult(\n",
-       "                            outcome='fail',\n",
-       "                            error_message=\"Value e4 is not a valid chess move. illegal san: 'e4' in \n",
-       "rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\",\n",
-       "                            fix_value=None,\n",
-       "                            error_spans=None,\n",
-       "                            metadata=None,\n",
-       "                            validated_chunk=None\n",
-       "                        )\n",
-       "                    ],\n",
-       "                    additional_properties={},\n",
-       "                    path=['move']\n",
-       "                ),\n",
-       "                validation_result=FailResult(\n",
-       "                    outcome='fail',\n",
-       "                    error_message=\"Value e4 is not a valid chess move. illegal san: 'e4' in \n",
-       "rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\",\n",
-       "                    fix_value=None,\n",
-       "                    error_spans=None,\n",
-       "                    metadata=None,\n",
-       "                    validated_chunk=None\n",
-       "                ),\n",
-       "                start_time=datetime.datetime(2024, 10, 10, 16, 14, 48, 709063),\n",
-       "                end_time=datetime.datetime(2024, 10, 10, 16, 14, 48, 709941)\n",
-       "            )\n",
-       "        ],\n",
-       "        error=None,\n",
-       "        exception=None\n",
-       "    )\n",
-       ")\n",
-       "
\n"
-      ],
-      "text/plain": [
-       "\u001b[1;35mIteration\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mid\u001b[0m=\u001b[32m'14601258560'\u001b[0m,\n",
-       "    \u001b[33mindex\u001b[0m=\u001b[1;36m0\u001b[0m,\n",
-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14601261600'\u001b[0m,\n",
-       "    \u001b[33minputs\u001b[0m=\u001b[1;35mInputs\u001b[0m\u001b[1m(\u001b[0m\n",
-       "        \u001b[33mllm_api\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mguardrails.llm_providers.LiteLLMCallable\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x365e7f770\u001b[0m\u001b[1m>\u001b[0m,\n",
-       "        \u001b[33mllm_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "        \u001b[33minstructions\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "        \u001b[33mprompt\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "        \u001b[33mmessages\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m{\u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'user'\u001b[0m, \u001b[32m'content'\u001b[0m: \u001b[1;35mPrompt\u001b[0m\u001b[1m(\u001b[0m\n",
-       "Generate a move for the chess board. The board is\u001b[33m...\u001b[0m\u001b[1m)\u001b[0m\u001b[1m}\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "        \u001b[33mmsg_history\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "        \u001b[33mprompt_params\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'board_state'\u001b[0m: \u001b[32m\"\u001b[0m\u001b[32m[\u001b[0m\u001b[32mMove.from_uci\u001b[0m\u001b[32m(\u001b[0m\u001b[32m'e2e4'\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Move.from_uci\u001b[0m\u001b[32m(\u001b[0m\u001b[32m'e7e5'\u001b[0m\u001b[32m)\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\"\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[33mnum_reasks\u001b[0m=\u001b[1;36m1\u001b[0m,\n",
-       "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[33mfull_schema_reask\u001b[0m=\u001b[3;92mTrue\u001b[0m,\n",
-       "        \u001b[33mstream\u001b[0m=\u001b[3;91mFalse\u001b[0m\n",
-       "    \u001b[1m)\u001b[0m,\n",
-       "    \u001b[33moutputs\u001b[0m=\u001b[1;35mOutputs\u001b[0m\u001b[1m(\u001b[0m\n",
-       "        \u001b[33mllm_response_info\u001b[0m=\u001b[1;35mLLMResponse\u001b[0m\u001b[1m(\u001b[0m\n",
-       "            \u001b[33mprompt_token_count\u001b[0m=\u001b[1;36m325\u001b[0m,\n",
-       "            \u001b[33mresponse_token_count\u001b[0m=\u001b[1;36m6\u001b[0m,\n",
-       "            \u001b[33moutput\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"move\":\"e4\"\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
-       "            \u001b[33mstream_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "            \u001b[33masync_stream_output\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
-       "        \u001b[1m)\u001b[0m,\n",
-       "        \u001b[33mraw_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "        \u001b[33mparsed_output\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'move'\u001b[0m: \u001b[32m'e4'\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[33mvalidation_response\u001b[0m=\u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'move'\u001b[0m: \u001b[1;35mFieldReAsk\u001b[0m\u001b[1m(\u001b[0m\n",
-       "                \u001b[33mincorrect_value\u001b[0m=\u001b[32m'e4'\u001b[0m,\n",
-       "                \u001b[33mfail_results\u001b[0m=\u001b[1m[\u001b[0m\n",
-       "                    \u001b[1;35mFailResult\u001b[0m\u001b[1m(\u001b[0m\n",
-       "                        \u001b[33moutcome\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
-       "                        \u001b[33merror_message\u001b[0m=\u001b[32m\"Value\u001b[0m\u001b[32m e4 is not a valid chess move. illegal san: 'e4' in \u001b[0m\n",
-       "\u001b[32mrnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\"\u001b[0m,\n",
-       "                        \u001b[33mfix_value\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                        \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                        \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                        \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
-       "                    \u001b[1m)\u001b[0m\n",
-       "                \u001b[1m]\u001b[0m,\n",
-       "                \u001b[33madditional_properties\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "                \u001b[33mpath\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'move'\u001b[0m\u001b[1m]\u001b[0m\n",
-       "            \u001b[1m)\u001b[0m\n",
-       "        \u001b[1m}\u001b[0m,\n",
-       "        \u001b[33mguarded_output\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[33mreasks\u001b[0m=\u001b[1m[\u001b[0m\n",
-       "            \u001b[1;35mFieldReAsk\u001b[0m\u001b[1m(\u001b[0m\n",
-       "                \u001b[33mincorrect_value\u001b[0m=\u001b[32m'e4'\u001b[0m,\n",
-       "                \u001b[33mfail_results\u001b[0m=\u001b[1m[\u001b[0m\n",
-       "                    \u001b[1;35mFailResult\u001b[0m\u001b[1m(\u001b[0m\n",
-       "                        \u001b[33moutcome\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
-       "                        \u001b[33merror_message\u001b[0m=\u001b[32m\"Value\u001b[0m\u001b[32m e4 is not a valid chess move. illegal san: 'e4' in \u001b[0m\n",
-       "\u001b[32mrnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\"\u001b[0m,\n",
-       "                        \u001b[33mfix_value\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                        \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                        \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                        \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
-       "                    \u001b[1m)\u001b[0m\n",
-       "                \u001b[1m]\u001b[0m,\n",
-       "                \u001b[33madditional_properties\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "                \u001b[33mpath\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'move'\u001b[0m\u001b[1m]\u001b[0m\n",
-       "            \u001b[1m)\u001b[0m\n",
-       "        \u001b[1m]\u001b[0m,\n",
-       "        \u001b[33mvalidator_logs\u001b[0m=\u001b[1m[\u001b[0m\n",
-       "            \u001b[1;35mValidatorLogs\u001b[0m\u001b[1m(\u001b[0m\n",
-       "                \u001b[33mvalidator_name\u001b[0m=\u001b[32m'IsValidChessMove'\u001b[0m,\n",
-       "                \u001b[33mregistered_name\u001b[0m=\u001b[32m'is-valid-chess-move'\u001b[0m,\n",
-       "                \u001b[33minstance_id\u001b[0m=\u001b[1;36m14553910016\u001b[0m,\n",
-       "                \u001b[33mproperty_path\u001b[0m=\u001b[32m'$.move'\u001b[0m,\n",
-       "                \u001b[33mvalue_before_validation\u001b[0m=\u001b[32m'e4'\u001b[0m,\n",
-       "                \u001b[33mvalue_after_validation\u001b[0m=\u001b[1;35mFieldReAsk\u001b[0m\u001b[1m(\u001b[0m\n",
-       "                    \u001b[33mincorrect_value\u001b[0m=\u001b[32m'e4'\u001b[0m,\n",
-       "                    \u001b[33mfail_results\u001b[0m=\u001b[1m[\u001b[0m\n",
-       "                        \u001b[1;35mFailResult\u001b[0m\u001b[1m(\u001b[0m\n",
-       "                            \u001b[33moutcome\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
-       "                            \u001b[33merror_message\u001b[0m=\u001b[32m\"Value\u001b[0m\u001b[32m e4 is not a valid chess move. illegal san: 'e4' in \u001b[0m\n",
-       "\u001b[32mrnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\"\u001b[0m,\n",
-       "                            \u001b[33mfix_value\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                            \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                            \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                            \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
-       "                        \u001b[1m)\u001b[0m\n",
-       "                    \u001b[1m]\u001b[0m,\n",
-       "                    \u001b[33madditional_properties\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "                    \u001b[33mpath\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'move'\u001b[0m\u001b[1m]\u001b[0m\n",
-       "                \u001b[1m)\u001b[0m,\n",
-       "                \u001b[33mvalidation_result\u001b[0m=\u001b[1;35mFailResult\u001b[0m\u001b[1m(\u001b[0m\n",
-       "                    \u001b[33moutcome\u001b[0m=\u001b[32m'fail'\u001b[0m,\n",
-       "                    \u001b[33merror_message\u001b[0m=\u001b[32m\"Value\u001b[0m\u001b[32m e4 is not a valid chess move. illegal san: 'e4' in \u001b[0m\n",
-       "\u001b[32mrnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2\"\u001b[0m,\n",
-       "                    \u001b[33mfix_value\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                    \u001b[33merror_spans\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                    \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "                    \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
-       "                \u001b[1m)\u001b[0m,\n",
-       "                \u001b[33mstart_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m16\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m48\u001b[0m, \u001b[1;36m709063\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "                \u001b[33mend_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m16\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m48\u001b[0m, \u001b[1;36m709941\u001b[0m\u001b[1m)\u001b[0m\n",
-       "            \u001b[1m)\u001b[0m\n",
-       "        \u001b[1m]\u001b[0m,\n",
-       "        \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "        \u001b[33mexception\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
-       "    \u001b[1m)\u001b[0m\n",
-       "\u001b[1m)\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "
{\n",
-       "  \"move\": null\n",
-       "}\n",
-       "
\n"
-      ],
-      "text/plain": [
-       "\u001b[1m{\u001b[0m\n",
-       "  \u001b[32m\"move\"\u001b[0m: null\n",
-       "\u001b[1m}\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "
[Move.from_uci('e2e4'), Move.from_uci('e7e5')]\n",
-       "
\n"
-      ],
-      "text/plain": [
-       "\u001b[1m[\u001b[0m\u001b[1;35mMove.from_uci\u001b[0m\u001b[1m(\u001b[0m\u001b[32m'e2e4'\u001b[0m\u001b[1m)\u001b[0m, \u001b[1;35mMove.from_uci\u001b[0m\u001b[1m(\u001b[0m\u001b[32m'e7e5'\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -740,15 +491,12 @@
     "    model=\"gpt-4o-mini\",\n",
     "    max_tokens=2048,\n",
     "    temperature=0.0,\n",
-    ")\n",
-    "print(guard.history.last.iterations.first)\n",
-    "print(raw_llm_response)\n",
-    "print(board.move_stack)"
+    ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -759,15 +507,15 @@
        ". . . . . . . .\n",
        ". . . . p . . .\n",
        ". . . . P . . .\n",
-       ". . . . . . . .\n",
+       ". . . . . N . .\n",
        "P P P P . P P P\n",
-       "R N B Q K B N R
"
+       "R N B Q K B . R
"
       ],
       "text/plain": [
-       "Board('rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2')"
+       "Board('rnbqkbnr/pppp1ppp/8/4p3/4P3/5N2/PPPP1PPP/RNBQKB1R b KQkq - 1 2')"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -778,21 +526,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
-     "ename": "IllegalMoveError",
-     "evalue": "illegal san: 'Nc6' in rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mIllegalMoveError\u001b[0m                          Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[18], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mboard\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpush_san\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mNc6\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      2\u001b[0m board\n",
-      "File \u001b[0;32m~/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/chess/__init__.py:3225\u001b[0m, in \u001b[0;36mBoard.push_san\u001b[0;34m(self, san)\u001b[0m\n\u001b[1;32m   3211\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpush_san\u001b[39m(\u001b[38;5;28mself\u001b[39m, san: \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Move:\n\u001b[1;32m   3212\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   3213\u001b[0m \u001b[38;5;124;03m    Parses a move in standard algebraic notation, makes the move and puts\u001b[39;00m\n\u001b[1;32m   3214\u001b[0m \u001b[38;5;124;03m    it onto the move stack.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   3223\u001b[0m \u001b[38;5;124;03m        - :exc:`AmbiguousMoveError` if the SAN is ambiguous.\u001b[39;00m\n\u001b[1;32m   3224\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 3225\u001b[0m     move \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparse_san\u001b[49m\u001b[43m(\u001b[49m\u001b[43msan\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3226\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpush(move)\n\u001b[1;32m   3227\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m move\n",
-      "File \u001b[0;32m~/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/chess/__init__.py:3207\u001b[0m, in \u001b[0;36mBoard.parse_san\u001b[0;34m(self, san)\u001b[0m\n\u001b[1;32m   3204\u001b[0m     matched_move \u001b[38;5;241m=\u001b[39m move\n\u001b[1;32m   3206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m matched_move:\n\u001b[0;32m-> 3207\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m IllegalMoveError(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124millegal san: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00msan\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m in \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfen()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   3209\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m matched_move\n",
-      "\u001b[0;31mIllegalMoveError\u001b[0m: illegal san: 'Nc6' in rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2"
-     ]
+     "data": {
+      "image/svg+xml": [
+       "
r . b q k b n r\n",
+       "p p p p . p p p\n",
+       ". . n . . . . .\n",
+       ". . . . p . . .\n",
+       ". . . . P . . .\n",
+       ". . . . . N . .\n",
+       "P P P P . P P P\n",
+       "R N B Q K B . R
"
+      ],
+      "text/plain": [
+       "Board('r1bqkbnr/pppp1ppp/2n5/4p3/4P3/5N2/PPPP1PPP/RNBQKB1R w KQkq - 2 3')"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
diff --git a/docs/examples/value_within_distribution.ipynb b/docs/examples/value_within_distribution.ipynb
index 58ab87f6b..fb3cffa20 100644
--- a/docs/examples/value_within_distribution.ipynb
+++ b/docs/examples/value_within_distribution.ipynb
@@ -39,14 +39,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
       "  from tqdm.autonotebook import tqdm, trange\n"
      ]
     }
@@ -74,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -83,6 +83,14 @@
      "text": [
       "{'value': 3}\n"
      ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
     }
    ],
    "source": [
@@ -104,7 +112,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -113,6 +121,14 @@
      "text": [
       "None\n"
      ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
     }
    ],
    "source": [
@@ -141,7 +157,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -166,9 +182,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -193,9 +217,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -221,7 +253,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -235,7 +267,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4
  },

From 955622c7b8420a77f9c66f1dba4b63fd90fcac19 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Fri, 11 Oct 2024 10:14:58 -0700
Subject: [PATCH 38/71] last books

---
 .../translation_with_quality_check.ipynb      | 272 +++++++++++++++++-
 docs/examples/value_within_distribution.ipynb |  27 +-
 2 files changed, 270 insertions(+), 29 deletions(-)

diff --git a/docs/examples/translation_with_quality_check.ipynb b/docs/examples/translation_with_quality_check.ipynb
index 6a24eabd2..45bc0f74a 100644
--- a/docs/examples/translation_with_quality_check.ipynb
+++ b/docs/examples/translation_with_quality_check.ipynb
@@ -2,9 +2,37 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/brainlogic/\u001b[0m\u001b[95mhigh_quality_translation...\u001b[0m\n",
+      "\u001b[2K\u001b[32m[ ===]\u001b[0m Fetching manifestst\n",
+      "\u001b[2K\u001b[32m[=   ]\u001b[0m Downloading dependenciespendencies  Running command git clone --filter=blob:none --quiet https://github.com/BrainLogicHub/high_quality_translation_validator.git /private/var/folders/yt/ltz0vbpx14j34mj55jyj39x40000gn/T/pip-req-build-hja54mr_\n",
+      "\u001b[2K\u001b[32m[   =]\u001b[0m Downloading dependencies\u001b[33mWARNING: typer 0.12.5 does not provide the extra 'all'\u001b[0m\u001b[33m\n",
+      "\u001b[2K\u001b[32m[=== ]\u001b[0m Downloading dependencies\n",
+      "Fetching 5 files: 100%|████████████████████████| 5/5 [00:00<00:00, 45590.26it/s]\n",
+      "\u001b[2K\u001b[32m[ ===]\u001b[0m Running post-install setupLightning automatically upgraded your loaded checkpoint from v1.8.2 to v2.4.0. To apply the upgrade to your files permanently, run `python -m pytorch_lightning.utilities.upgrade_checkpoint ../../../../.cache/huggingface/hub/models--Unbabel--wmt22-cometkiwi-da/snapshots/b3a8aea5a5fc22db68a554b92b3d96eb6ea75cc9/checkpoints/model.ckpt`\n",
+      "\u001b[2K\u001b[32m[=   ]\u001b[0m Running post-install setup/Users/dtam/.pyenv/versions/3.11.3/envs/311lite/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n",
+      "  warnings.warn(\n",
+      "\u001b[2K\u001b[32m[=== ]\u001b[0m Running post-install setupEncoder model frozen.\n",
+      "\u001b[2K\u001b[32m[ ===]\u001b[0m Running post-install setup/Users/dtam/.pyenv/versions/3.11.3/envs/311lite/lib/python3.11/site-packages/pytorch_lightning/core/saving.py:195: Found keys that are not in the model state dict but in the checkpoint: ['encoder.model.embeddings.position_ids']\n",
+      "\u001b[2K\u001b[32m[=== ]\u001b[0m Running post-install setup\n",
+      "\u001b[1A\u001b[2K✅Successfully installed brainlogic/high_quality_translation!\n",
+      "\n",
+      "\n",
+      "\u001b[1mImport validator:\u001b[0m\n",
+      "from guardrails.hub import HighQualityTranslation\n",
+      "\n",
+      "\u001b[1mGet more info:\u001b[0m\n",
+      "\u001b[4;94mhttps://hub.guardrailsai.com/validator/brainlogic/high_quality_translation\u001b[0m\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "!guardrails hub install hub://brainlogic/high_quality_translation"
    ]
@@ -37,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -61,11 +89,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading the model Unbabel/wmt22-cometkiwi-da...\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8fa13706e228473b972844df05c1cdf4",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Fetching 5 files:   0%|          | 0/5 [00:00Raw LLM Output: I have no idea what I should write here.\n",
+       "\n"
+      ],
+      "text/plain": [
+       "Raw LLM Output: I have no idea what I should write here.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Validated Output: I have no idea what I should write here.\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Validated Output: I have no idea what I should write here.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Set your OPENAI_API_KEY as an environment variable\n",
     "# import os\n",
@@ -126,9 +239,61 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
Logs\n",
+       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓                                          │ │\n",
+       "    │ │ ┃ Role ┃ Content                                             ┃                                          │ │\n",
+       "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩                                          │ │\n",
+       "    │ │ │ user │                                                     │                                          │ │\n",
+       "    │ │ │      │ Translate the given statement into English:         │                                          │ │\n",
+       "    │ │ │      │                                                     │                                          │ │\n",
+       "    │ │ │      │ Ich habe keine Ahnung, was ich hier schreiben soll. │                                          │ │\n",
+       "    │ │ │      │                                                     │                                          │ │\n",
+       "    │ │ └──────┴─────────────────────────────────────────────────────┘                                          │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ │ I have no idea what I should write here.                                                                │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ │ I have no idea what I should write here.                                                                │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Logs\n",
+       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m Messages \u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                            \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mTranslate the given statement into English:        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mIch habe keine Ahnung, was ich hier schreiben soll.\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴─────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mI have no idea what I should write here.\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mI have no idea what I should write here.\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "print(guard.history.last.tree)"
    ]
@@ -145,9 +310,50 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n",
+      "GPU available: True (mps), used: False\n",
+      "TPU available: False, using: 0 TPU cores\n",
+      "HPU available: False, using: 0 HPUs\n",
+      "/Users/dtam/.pyenv/versions/3.11.3/envs/311lite/lib/python3.11/site-packages/pytorch_lightning/trainer/setup.py:177: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n",
+      "/Users/dtam/.pyenv/versions/3.11.3/envs/311lite/lib/python3.11/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:419: Consider setting `persistent_workers=True` in 'predict_dataloader' to speed up the dataloader worker initialization.\n",
+      "Predicting DataLoader 0: 100%|██████████| 1/1 [00:00<00:00, 15.53it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Raw LLM Output: It's such a beautiful day, I'm going to the beach.\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Raw LLM Output: It's such a beautiful day, I'm going to the beach.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Validated Output: \n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Validated Output: \n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Parse the code snippet\n",
     "statement = \"अरे भाऊ, आज रात्री जोरदार पार्टी मारूया, जमून टाकूया आणि धमाल करूया!\"\n",
@@ -167,9 +373,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
Logs\n",
+       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ No messages.                                                                                            │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ │ It's such a beautiful day, I'm going to the beach.                                                      │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ │ ''                                                                                                      │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Logs\n",
+       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m Messages \u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo messages.\u001b[0m\u001b[48;2;231;223;235m                                                                                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mIt's such a beautiful day, I'm going to the beach.\u001b[0m\u001b[48;2;245;245;220m                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m''\u001b[0m\u001b[48;2;240;255;240m                                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "print(guard.history.last.tree)"
    ]
@@ -186,7 +428,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "langchain",
+   "display_name": "311lite",
    "language": "python",
    "name": "python3"
   },
@@ -200,7 +442,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.11.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/value_within_distribution.ipynb b/docs/examples/value_within_distribution.ipynb
index fb3cffa20..dd2824853 100644
--- a/docs/examples/value_within_distribution.ipynb
+++ b/docs/examples/value_within_distribution.ipynb
@@ -41,16 +41,7 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
-      "  from tqdm.autonotebook import tqdm, trange\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Create the Guard with the SimilarToList validator\n",
     "from typing import Union\n",
@@ -190,7 +181,11 @@
      "output_type": "stream",
      "text": [
       "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
-      "  warnings.warn(\n"
+      "  warnings.warn(\n",
+      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
+      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
+      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
+      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n"
      ]
     },
     {
@@ -225,7 +220,11 @@
      "output_type": "stream",
      "text": [
       "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
-      "  warnings.warn(\n"
+      "  warnings.warn(\n",
+      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
+      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
+      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
+      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n"
      ]
     },
     {
@@ -253,7 +252,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "litellm",
+   "display_name": "311lite",
    "language": "python",
    "name": "python3"
   },
@@ -267,7 +266,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.3"
+   "version": "3.11.3"
   },
   "orig_nbformat": 4
  },

From 27248aa0dc4487aa433ab5ba70cc8cad6aae6f54 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Fri, 11 Oct 2024 17:21:07 -0700
Subject: [PATCH 39/71] update docs for messages

---
 docs/concepts/async_streaming.ipynb           | 6690 ++++++++++++++++-
 docs/concepts/error_remediation.md            |    1 -
 docs/concepts/logs.md                         |   20 +-
 docs/concepts/streaming.ipynb                 |   44 +-
 docs/concepts/streaming_structured_data.ipynb |  701 +-
 .../guardrails_with_chat_models.ipynb         |   35 +-
 docs/examples/input_validation.ipynb          |    4 +-
 docs/examples/llamaindex-output-parsing.ipynb |    4 +-
 docs/faq.md                                   |   12 +-
 docs/guardrails_ai/faq.md                     |   18 +-
 ...nuous_integration_continuous_deployment.md |    2 +-
 .../how_to_guides/generate_structured_data.md |    2 +-
 docs/how_to_guides/llm_api_wrappers.md        |   17 +-
 docs/how_to_guides/use_on_fail_actions.ipynb  |    4 +-
 docs/how_to_guides/using_llms.md              |   14 +-
 15 files changed, 7171 insertions(+), 397 deletions(-)

diff --git a/docs/concepts/async_streaming.ipynb b/docs/concepts/async_streaming.ipynb
index a7199852d..1ff42e65a 100644
--- a/docs/concepts/async_streaming.ipynb
+++ b/docs/concepts/async_streaming.ipynb
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -54,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -77,15 +77,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Wrap the litellm OpenAI API call with the `guard` object\n",
     "raw_llm_output, validated_output, *rest = await guard(\n",
-    "    litellm.acompletion,\n",
     "    model=\"gpt-3.5-turbo\",\n",
-    "    prompt=prompt,\n",
+    "    messages=[{\n",
+    "        \"role\": \"system\",\n",
+    "        \"content\": prompt\n",
+    "    }],\n",
     "    max_tokens=1024,\n",
     "    temperature=0.3,\n",
     ")"
@@ -93,9 +95,101 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
Logs\n",
+       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓                                                             │ │\n",
+       "    │ │ ┃   Role ┃ Content                        ┃                                                             │ │\n",
+       "    │ │ ┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩                                                             │ │\n",
+       "    │ │ │ system │ Tell me about the Apple Iphone │                                                             │ │\n",
+       "    │ │ └────────┴────────────────────────────────┘                                                             │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ │ The iPhone is a line of smartphones designed and marketed by Apple Inc. It was first introduced in 2007 │ │\n",
+       "    │ │ by then-CEO Steve Jobs, revolutionizing the mobile phone industry with its innovative design and        │ │\n",
+       "    │ │ features. The iPhone runs on Apple's iOS operating system and is known for its sleek design,            │ │\n",
+       "    │ │ high-quality camera, and user-friendly interface.                                                       │ │\n",
+       "    │ │                                                                                                         │ │\n",
+       "    │ │ Over the years, Apple has released numerous models of the iPhone, each with upgraded features and       │ │\n",
+       "    │ │ capabilities. Some of the key features of the iPhone include Face ID facial recognition technology,     │ │\n",
+       "    │ │ Siri virtual assistant, and the App Store, which offers a wide range of apps for users to download.     │ │\n",
+       "    │ │                                                                                                         │ │\n",
+       "    │ │ The iPhone has become one of the most popular smartphones in the world, with a large and dedicated fan  │ │\n",
+       "    │ │ base. It is known for its high performance, reliability, and seamless integration with other Apple      │ │\n",
+       "    │ │ products and services. The iPhone continues to be a top-selling device, with new models being released  │ │\n",
+       "    │ │ regularly to keep up with the latest technological advancements.                                        │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ │ The iPhone is a line of smartphones designed and marketed by Apple Inc. It was first introduced in 2007 │ │\n",
+       "    │ │ by then-CEO Steve Jobs, revolutionizing the mobile phone industry with its innovative design and        │ │\n",
+       "    │ │ features. The iPhone runs on Apple's iOS operating system and is known for its sleek design,            │ │\n",
+       "    │ │ high-quality camera, and user-friendly interface.                                                       │ │\n",
+       "    │ │                                                                                                         │ │\n",
+       "    │ │ Over the years, Apple has released numerous models of the iPhone, each with upgraded features and       │ │\n",
+       "    │ │ capabilities. Some of the key features of the iPhone include Face ID facial recognition technology,     │ │\n",
+       "    │ │ Siri virtual assistant, and the App Store, which offers a wide range of apps for users to download.     │ │\n",
+       "    │ │                                                                                                         │ │\n",
+       "    │ │ The iPhone has become one of the most popular smartphones in the world, with a large and dedicated fan  │ │\n",
+       "    │ │ base. It is known for its high performance, reliability, and seamless integration with other Apple      │ │\n",
+       "    │ │ products and services. The iPhone continues to be a top-selling device, with new models being released  │ │\n",
+       "    │ │ regularly to keep up with the latest technological advancements.                                        │ │\n",
+       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Logs\n",
+       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235m  Role\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                       \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235msystem\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mTell me about the Apple Iphone\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└────────┴────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mThe iPhone is a line of smartphones designed and marketed by Apple Inc. It was first introduced in 2007\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mby then-CEO Steve Jobs, revolutionizing the mobile phone industry with its innovative design and \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mfeatures. The iPhone runs on Apple's iOS operating system and is known for its sleek design, \u001b[0m\u001b[48;2;245;245;220m          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mhigh-quality camera, and user-friendly interface.\u001b[0m\u001b[48;2;245;245;220m                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mOver the years, Apple has released numerous models of the iPhone, each with upgraded features and \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mcapabilities. Some of the key features of the iPhone include Face ID facial recognition technology, \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mSiri virtual assistant, and the App Store, which offers a wide range of apps for users to download.\u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mThe iPhone has become one of the most popular smartphones in the world, with a large and dedicated fan \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mbase. It is known for its high performance, reliability, and seamless integration with other Apple \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mproducts and services. The iPhone continues to be a top-selling device, with new models being released \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mregularly to keep up with the latest technological advancements.\u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mThe iPhone is a line of smartphones designed and marketed by Apple Inc. It was first introduced in 2007\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mby then-CEO Steve Jobs, revolutionizing the mobile phone industry with its innovative design and \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mfeatures. The iPhone runs on Apple's iOS operating system and is known for its sleek design, \u001b[0m\u001b[48;2;240;255;240m          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mhigh-quality camera, and user-friendly interface.\u001b[0m\u001b[48;2;240;255;240m                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                                                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mOver the years, Apple has released numerous models of the iPhone, each with upgraded features and \u001b[0m\u001b[48;2;240;255;240m     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mcapabilities. Some of the key features of the iPhone include Face ID facial recognition technology, \u001b[0m\u001b[48;2;240;255;240m   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mSiri virtual assistant, and the App Store, which offers a wide range of apps for users to download.\u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                                                                                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mThe iPhone has become one of the most popular smartphones in the world, with a large and dedicated fan \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mbase. It is known for its high performance, reliability, and seamless integration with other Apple \u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mproducts and services. The iPhone continues to be a top-selling device, with new models being released \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mregularly to keep up with the latest technological advancements.\u001b[0m\u001b[48;2;240;255;240m                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Let's see the logs\n",
     "print(guard.history.last.tree)"
@@ -112,15 +206,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
ValidationOutcome(\n",
+       "    call_id='14626972736',\n",
+       "    raw_llm_output='Overall, the iPhone is known for its user-friendly interface, high-quality build, and strong \n",
+       "ecosystem of apps and services, making it a popular choice for consumers around the world.',\n",
+       "    validation_summaries=[],\n",
+       "    validated_output='\\n\\nOverall, the iPhone is known for its user-friendly interface, high-quality build, and \n",
+       "strong ecosystem of apps and services, making it a popular choice for consumers around the world.',\n",
+       "    reask=None,\n",
+       "    validation_passed=True,\n",
+       "    error=None\n",
+       ")\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14626972736'\u001b[0m,\n",
+       "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'Overall, the iPhone is known for its user-friendly interface, high-quality build, and strong \u001b[0m\n",
+       "\u001b[32mecosystem of apps and services, making it a popular choice for consumers around the world.'\u001b[0m,\n",
+       "    \u001b[33mvalidation_summaries\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
+       "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m'\\n\\nOverall, the iPhone is known for its user-friendly interface, high-quality build, and \u001b[0m\n",
+       "\u001b[32mstrong ecosystem of apps and services, making it a popular choice for consumers around the world.'\u001b[0m,\n",
+       "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "    \u001b[33mvalidation_passed\u001b[0m=\u001b[3;92mTrue\u001b[0m,\n",
+       "    \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[1m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Wrap the litellm OpenAI API call with the `guard` object\n",
     "fragment_generator = await guard(\n",
-    "    litellm.acompletion,\n",
     "    model=\"gpt-3.5-turbo\",\n",
-    "    prompt=prompt,\n",
+    "    messages=[{\n",
+    "        \"role\": \"user\",\n",
+    "        \"content\": prompt\n",
+    "    }],\n",
     "    max_tokens=1024,\n",
     "    temperature=0,\n",
     "    stream=True,\n",
@@ -135,12 +265,6540 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
Call(\n",
+       "    id='14626972736',\n",
+       "    iterations=[\n",
+       "        Iteration(\n",
+       "            id='14626976016',\n",
+       "            index=0,\n",
+       "            call_id='14626972736',\n",
+       "            inputs=Inputs(\n",
+       "                llm_api=<guardrails.llm_providers.AsyncLiteLLMCallable object at 0x3677adbe0>,\n",
+       "                llm_output=None,\n",
+       "                instructions=None,\n",
+       "                prompt=None,\n",
+       "                messages=[{'role': 'user', 'content': Prompt(Tell me about the Apple Iphone)}],\n",
+       "                msg_history=None,\n",
+       "                prompt_params={},\n",
+       "                num_reasks=1,\n",
+       "                metadata={},\n",
+       "                full_schema_reask=False,\n",
+       "                stream=True\n",
+       "            ),\n",
+       "            outputs=Outputs(\n",
+       "                llm_response_info=LLMResponse(\n",
+       "                    prompt_token_count=None,\n",
+       "                    response_token_count=None,\n",
+       "                    output='',\n",
+       "                    stream_output=None,\n",
+       "                    async_stream_output=<openai.AsyncStream object at 0x3652e6c30>\n",
+       "                ),\n",
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+       "                        ),\n",
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+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 824182)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='CEO',\n",
+       "                        value_after_validation='CEO',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 824407),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 824704)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Steve',\n",
+       "                        value_after_validation=' Steve',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 825043),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 825329)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Jobs',\n",
+       "                        value_after_validation=' Jobs',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 825568),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 825864)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 826095),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 826378)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' and',\n",
+       "                        value_after_validation=' and',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 826677),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 826972)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' has',\n",
+       "                        value_after_validation=' has',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 827196),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 827470)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' since',\n",
+       "                        value_after_validation=' since',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 827690),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 827958)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' become',\n",
+       "                        value_after_validation=' become',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 828162),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 828411)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' one',\n",
+       "                        value_after_validation=' one',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 828668),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 829052)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' of',\n",
+       "                        value_after_validation=' of',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 829274),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 829598)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' the',\n",
+       "                        value_after_validation=' the',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 829842),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 830117)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' most',\n",
+       "                        value_after_validation=' most',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 830361),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 830657)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' popular',\n",
+       "                        value_after_validation=' popular',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 830865),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 831119)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' and',\n",
+       "                        value_after_validation=' and',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 831394),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 831874)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' iconic',\n",
+       "                        value_after_validation=' iconic',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 832075),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 832319)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' smartphones',\n",
+       "                        value_after_validation=' smartphones',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 832539),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 832801)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' in',\n",
+       "                        value_after_validation=' in',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 833001),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 833259)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' the',\n",
+       "                        value_after_validation=' the',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 833577),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 833825)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' world',\n",
+       "                        value_after_validation=' world',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 834022),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 834282)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='.\\n\\n',\n",
+       "                        value_after_validation='.\\n\\n',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=' It was first introduced in 2007 by then-CEO Steve Jobs, and has since\n",
+       "become one of the most popular and iconic smartphones in the world.'\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 834499),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 139296)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='The',\n",
+       "                        value_after_validation='The',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 648436),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 650081)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' iPhone',\n",
+       "                        value_after_validation=' iPhone',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 650634),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 651286)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' runs',\n",
+       "                        value_after_validation=' runs',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 651720),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 652308)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' on',\n",
+       "                        value_after_validation=' on',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 653011),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 653558)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Apple',\n",
+       "                        value_after_validation=' Apple',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 654044),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 654624)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=\"'s\",\n",
+       "                        value_after_validation=\"'s\",\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 655006),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 655417)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' iOS',\n",
+       "                        value_after_validation=' iOS',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 655704),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 656132)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' operating',\n",
+       "                        value_after_validation=' operating',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 656639),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 657088)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' system',\n",
+       "                        value_after_validation=' system',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 657506),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 657876)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' and',\n",
+       "                        value_after_validation=' and',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 658279),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 658883)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' features',\n",
+       "                        value_after_validation=' features',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 659435),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 660029)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' a',\n",
+       "                        value_after_validation=' a',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 660329),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 660920)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' sleek',\n",
+       "                        value_after_validation=' sleek',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 661445),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 662032)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' design',\n",
+       "                        value_after_validation=' design',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 662399),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 662961)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 663308),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 663734)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' high',\n",
+       "                        value_after_validation=' high',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 664093),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 664499)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='-quality',\n",
+       "                        value_after_validation='-quality',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 664865),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 665242)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' camera',\n",
+       "                        value_after_validation=' camera',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 665478),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 665800)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 666091),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 666412)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' and',\n",
+       "                        value_after_validation=' and',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 666643),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 667103)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' a',\n",
+       "                        value_after_validation=' a',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 667476),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 667778)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' wide',\n",
+       "                        value_after_validation=' wide',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 668031),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 668339)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' range',\n",
+       "                        value_after_validation=' range',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 668573),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 668841)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' of',\n",
+       "                        value_after_validation=' of',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 669133),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 669397)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' apps',\n",
+       "                        value_after_validation=' apps',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 669620),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 669895)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' available',\n",
+       "                        value_after_validation=' available',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 670135),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 670425)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' for',\n",
+       "                        value_after_validation=' for',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 670922),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 671167)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' download',\n",
+       "                        value_after_validation=' download',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 671365),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 671603)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' from',\n",
+       "                        value_after_validation=' from',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 671801),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 672041)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' the',\n",
+       "                        value_after_validation=' the',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 672241),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 672492)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' App',\n",
+       "                        value_after_validation=' App',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 672688),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 672916)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Store',\n",
+       "                        value_after_validation=' Store',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 673181),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 673432)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='.',\n",
+       "                        value_after_validation='.',\n",
+       "                        validation_result=FailResult(\n",
+       "                            outcome='fail',\n",
+       "                            error_message='Found the following competitors: Apple. Please avoid naming those \n",
+       "competitors next time',\n",
+       "                            fix_value=\"\\n\\nThe iPhone runs on [COMPETITOR]'s iOS operating system and features a \n",
+       "sleek design, high-quality camera, and a wide range of apps available for download from the App Store.\",\n",
+       "                            error_spans=[ErrorSpan(start=21, end=26, reason='Competitor was found: Apple')],\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=\"\\n\\nThe iPhone runs on Apple's iOS operating system and features a \n",
+       "sleek design, high-quality camera, and a wide range of apps available for download from the App Store.\"\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 673634),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 12, 947419)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Over',\n",
+       "                        value_after_validation=' Over',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 459976),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 461493)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' the',\n",
+       "                        value_after_validation=' the',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 462148),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 463054)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' years',\n",
+       "                        value_after_validation=' years',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 463569),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 464154)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 464703),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 465225)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Apple',\n",
+       "                        value_after_validation=' Apple',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 465869),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 466377)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' has',\n",
+       "                        value_after_validation=' has',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 466722),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 467174)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' released',\n",
+       "                        value_after_validation=' released',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 467499),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 467868)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' multiple',\n",
+       "                        value_after_validation=' multiple',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 468201),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 468583)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' models',\n",
+       "                        value_after_validation=' models',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 469070),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 469509)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' of',\n",
+       "                        value_after_validation=' of',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 469870),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 470454)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' the',\n",
+       "                        value_after_validation=' the',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 470860),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 471344)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' iPhone',\n",
+       "                        value_after_validation=' iPhone',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 471796),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 472716)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 473340),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 474038)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' each',\n",
+       "                        value_after_validation=' each',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 474427),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 474875)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' with',\n",
+       "                        value_after_validation=' with',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 475393),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 475775)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' new',\n",
+       "                        value_after_validation=' new',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 476039),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 476355)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' features',\n",
+       "                        value_after_validation=' features',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 476609),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 476925)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' and',\n",
+       "                        value_after_validation=' and',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 477243),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 477538)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' improvements',\n",
+       "                        value_after_validation=' improvements',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 477760),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 478072)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' in',\n",
+       "                        value_after_validation=' in',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 478413),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 478740)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' performance',\n",
+       "                        value_after_validation=' performance',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 478983),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 479262)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='.\\n\\n',\n",
+       "                        value_after_validation='.\\n\\n',\n",
+       "                        validation_result=FailResult(\n",
+       "                            outcome='fail',\n",
+       "                            error_message='Found the following competitors: Apple. Please avoid naming those \n",
+       "competitors next time',\n",
+       "                            fix_value=' Over the years, [COMPETITOR] has released multiple models of the iPhone, \n",
+       "each with new features and improvements in performance.',\n",
+       "                            error_spans=[ErrorSpan(start=17, end=22, reason='Competitor was found: Apple')],\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=' Over the years, Apple has released multiple models of the iPhone, \n",
+       "each with new features and improvements in performance.'\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 479488),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 13, 768497)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='Some',\n",
+       "                        value_after_validation='Some',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 281787),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 282862)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' key',\n",
+       "                        value_after_validation=' key',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 283444),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 284180)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' features',\n",
+       "                        value_after_validation=' features',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 284667),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 285290)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' of',\n",
+       "                        value_after_validation=' of',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 285904),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 286383)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' the',\n",
+       "                        value_after_validation=' the',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 286731),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 287406)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' iPhone',\n",
+       "                        value_after_validation=' iPhone',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 287738),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 288437)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' include',\n",
+       "                        value_after_validation=' include',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 288851),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 289408)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Face',\n",
+       "                        value_after_validation=' Face',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 289857),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 291341)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' ID',\n",
+       "                        value_after_validation=' ID',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 291729),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 292196)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' facial',\n",
+       "                        value_after_validation=' facial',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 292729),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 293238)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' recognition',\n",
+       "                        value_after_validation=' recognition',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 293654),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 294064)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' technology',\n",
+       "                        value_after_validation=' technology',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 294677),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 295403)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 295728),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 296112)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Siri',\n",
+       "                        value_after_validation=' Siri',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 296366),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 296647)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' virtual',\n",
+       "                        value_after_validation=' virtual',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 296870),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 297244)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' assistant',\n",
+       "                        value_after_validation=' assistant',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 297960),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 298310)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 298578),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 299094)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' and',\n",
+       "                        value_after_validation=' and',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 299321),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 299608)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Apple',\n",
+       "                        value_after_validation=' Apple',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 299926),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 300272)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Pay',\n",
+       "                        value_after_validation=' Pay',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 300579),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 300917)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' for',\n",
+       "                        value_after_validation=' for',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 301140),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 301449)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' contact',\n",
+       "                        value_after_validation=' contact',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 301784),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 302077)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='less',\n",
+       "                        value_after_validation='less',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 302308),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 302570)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' payments',\n",
+       "                        value_after_validation=' payments',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 302806),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 303086)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='.',\n",
+       "                        value_after_validation='.',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk='\\n\\nSome key features of the iPhone include Face ID facial recognition\n",
+       "technology, Siri virtual assistant, and Apple Pay for contactless payments.'\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 303335),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 14, 692659)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' The',\n",
+       "                        value_after_validation=' The',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 205975),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 206697)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' iPhone',\n",
+       "                        value_after_validation=' iPhone',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 207254),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 207637)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' also',\n",
+       "                        value_after_validation=' also',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 207904),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 208290)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' integrates',\n",
+       "                        value_after_validation=' integrates',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 208684),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 209054)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' seamlessly',\n",
+       "                        value_after_validation=' seamlessly',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 209289),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 209568)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' with',\n",
+       "                        value_after_validation=' with',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 209887),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 210208)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' other',\n",
+       "                        value_after_validation=' other',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 210457),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 210740)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Apple',\n",
+       "                        value_after_validation=' Apple',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 210962),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 211231)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' products',\n",
+       "                        value_after_validation=' products',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 211463),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 211730)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 212016),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 212284)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' such',\n",
+       "                        value_after_validation=' such',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 212511),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 212780)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' as',\n",
+       "                        value_after_validation=' as',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 213006),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 213346)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' the',\n",
+       "                        value_after_validation=' the',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 213750),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 214088)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Apple',\n",
+       "                        value_after_validation=' Apple',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 214282),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 214530)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Watch',\n",
+       "                        value_after_validation=' Watch',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 214749),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 215101)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 215332),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 215574)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Air',\n",
+       "                        value_after_validation=' Air',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 215777),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 216008)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='Pod',\n",
+       "                        value_after_validation='Pod',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 216201),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 217451)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='s',\n",
+       "                        value_after_validation='s',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 217746),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 218020)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 218236),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 218484)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' and',\n",
+       "                        value_after_validation=' and',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 218681),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 218914)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' Mac',\n",
+       "                        value_after_validation=' Mac',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 219115),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 219353)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' computers',\n",
+       "                        value_after_validation=' computers',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 219551),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 219780)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='.\\n\\n',\n",
+       "                        value_after_validation='.\\n\\n',\n",
+       "                        validation_result=FailResult(\n",
+       "                            outcome='fail',\n",
+       "                            error_message='Found the following competitors: Apple. Please avoid naming those \n",
+       "competitors next time',\n",
+       "                            fix_value=' The iPhone also integrates seamlessly with other [COMPETITOR] products, \n",
+       "such as the [COMPETITOR] Watch, AirPods, and Mac computers.',\n",
+       "                            error_spans=[\n",
+       "                                ErrorSpan(start=50, end=55, reason='Competitor was found: Apple'),\n",
+       "                                ErrorSpan(start=78, end=83, reason='Competitor was found: Apple'),\n",
+       "                                ErrorSpan(start=50, end=55, reason='Competitor was found: Apple'),\n",
+       "                                ErrorSpan(start=78, end=83, reason='Competitor was found: Apple')\n",
+       "                            ],\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=' The iPhone also integrates seamlessly with other Apple products, such\n",
+       "as the Apple Watch, AirPods, and Mac computers.'\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 219981),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 520706)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='Overall',\n",
+       "                        value_after_validation='Overall',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 29878),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 30861)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 31289),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 32043)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' the',\n",
+       "                        value_after_validation=' the',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 32525),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 33024)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' iPhone',\n",
+       "                        value_after_validation=' iPhone',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 33363),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 33884)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' is',\n",
+       "                        value_after_validation=' is',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 34303),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 34809)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' known',\n",
+       "                        value_after_validation=' known',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 35268),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 35631)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' for',\n",
+       "                        value_after_validation=' for',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 35885),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 36176)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' its',\n",
+       "                        value_after_validation=' its',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 36421),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 36720)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' user',\n",
+       "                        value_after_validation=' user',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 37066),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 37434)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='-friendly',\n",
+       "                        value_after_validation='-friendly',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 37763),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 38128)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' interface',\n",
+       "                        value_after_validation=' interface',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 38406),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 38723)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 39117),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 39430)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' high',\n",
+       "                        value_after_validation=' high',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 39654),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 39952)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='-quality',\n",
+       "                        value_after_validation='-quality',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 40103),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 40288)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' build',\n",
+       "                        value_after_validation=' build',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 40487),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 40785)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 41058),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 41353)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' and',\n",
+       "                        value_after_validation=' and',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 41578),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 41846)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' strong',\n",
+       "                        value_after_validation=' strong',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 42080),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 42504)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' ecosystem',\n",
+       "                        value_after_validation=' ecosystem',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 42725),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 42987)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' of',\n",
+       "                        value_after_validation=' of',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 43306),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 43610)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' apps',\n",
+       "                        value_after_validation=' apps',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 43840),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 44108)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' and',\n",
+       "                        value_after_validation=' and',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 44332),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 44601)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' services',\n",
+       "                        value_after_validation=' services',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 44889),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 45160)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=',',\n",
+       "                        value_after_validation=',',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 45388),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 45662)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' making',\n",
+       "                        value_after_validation=' making',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 45890),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 46149)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' it',\n",
+       "                        value_after_validation=' it',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 46428),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 46692)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' a',\n",
+       "                        value_after_validation=' a',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 46912),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 47177)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' popular',\n",
+       "                        value_after_validation=' popular',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 47422),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 47597)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' choice',\n",
+       "                        value_after_validation=' choice',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 47785),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 47948)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' for',\n",
+       "                        value_after_validation=' for',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 48139),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 48371)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' consumers',\n",
+       "                        value_after_validation=' consumers',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 48569),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 48805)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' around',\n",
+       "                        value_after_validation=' around',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 48999),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 49221)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' the',\n",
+       "                        value_after_validation=' the',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 49481),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 49722)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation=' world',\n",
+       "                        value_after_validation=' world',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 49922),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 50154)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='.',\n",
+       "                        value_after_validation='.',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk='\\n\\nOverall, the iPhone is known for its user-friendly interface, \n",
+       "high-quality build, and strong ecosystem of apps and services, making it a popular choice for consumers around the \n",
+       "world.'\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 50352),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 243639)\n",
+       "                    ),\n",
+       "                    ValidatorLogs(\n",
+       "                        validator_name='CompetitorCheck',\n",
+       "                        registered_name='guardrails/competitor_check',\n",
+       "                        instance_id=4403038784,\n",
+       "                        property_path='$',\n",
+       "                        value_before_validation='',\n",
+       "                        value_after_validation='',\n",
+       "                        validation_result=PassResult(\n",
+       "                            outcome='pass',\n",
+       "                            value_override=<class \n",
+       "'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,\n",
+       "                            metadata=None,\n",
+       "                            validated_chunk=None\n",
+       "                        ),\n",
+       "                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 756413),\n",
+       "                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 758181)\n",
+       "                    )\n",
+       "                ],\n",
+       "                error=None,\n",
+       "                exception=None\n",
+       "            )\n",
+       "        )\n",
+       "    ],\n",
+       "    inputs=CallInputs(\n",
+       "        llm_api=None,\n",
+       "        llm_output=None,\n",
+       "        instructions=None,\n",
+       "        prompt=None,\n",
+       "        msg_history=None,\n",
+       "        messages=[{'role': 'user', 'content': 'Tell me about the Apple Iphone'}],\n",
+       "        prompt_params={},\n",
+       "        num_reasks=1,\n",
+       "        metadata={},\n",
+       "        full_schema_reask=False,\n",
+       "        stream=False,\n",
+       "        args=[],\n",
+       "        kwargs={'model': 'gpt-3.5-turbo', 'max_tokens': 1024, 'temperature': 0, 'stream': True}\n",
+       "    ),\n",
+       "    exception=None\n",
+       ")\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;35mCall\u001b[0m\u001b[1m(\u001b[0m\n",
+       "    \u001b[33mid\u001b[0m=\u001b[32m'14626972736'\u001b[0m,\n",
+       "    \u001b[33miterations\u001b[0m=\u001b[1m[\u001b[0m\n",
+       "        \u001b[1;35mIteration\u001b[0m\u001b[1m(\u001b[0m\n",
+       "            \u001b[33mid\u001b[0m=\u001b[32m'14626976016'\u001b[0m,\n",
+       "            \u001b[33mindex\u001b[0m=\u001b[1;36m0\u001b[0m,\n",
+       "            \u001b[33mcall_id\u001b[0m=\u001b[32m'14626972736'\u001b[0m,\n",
+       "            \u001b[33minputs\u001b[0m=\u001b[1;35mInputs\u001b[0m\u001b[1m(\u001b[0m\n",
+       "                \u001b[33mllm_api\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mguardrails.llm_providers.AsyncLiteLLMCallable\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x3677adbe0\u001b[0m\u001b[39m>,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mllm_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33minstructions\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mprompt\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mmessages\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'role'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'user'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'content'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mPrompt\u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mTell me about the Apple Iphone\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1;39m}\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mmsg_history\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mprompt_params\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mnum_reasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mfull_schema_reask\u001b[0m\u001b[39m=\u001b[0m\u001b[3;91mFalse\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mstream\u001b[0m\u001b[39m=\u001b[0m\u001b[3;92mTrue\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m            \u001b[0m\u001b[33moutputs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mOutputs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mllm_response_info\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mLLMResponse\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mprompt_token_count\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mresponse_token_count\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33moutput\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33mstream_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[33masync_stream_output\u001b[0m\u001b[39m=\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mraw_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mparsed_output\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mvalidation_response\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mguarded_output\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mreasks\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                \u001b[0m\u001b[33mvalidator_logs\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m595984\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m596421\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'The'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'The'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m596686\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m596991\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m614475\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m614755\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m614961\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m615218\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' is'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' is'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m615430\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m615682\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' a'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' a'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m670812\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m671218\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' line'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' line'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m671481\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m671803\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m672055\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m672344\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' smartphones'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' smartphones'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m706919\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m707343\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' designed'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' designed'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m707646\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m708033\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m708288\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m708584\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' marketed'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' marketed'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m810433\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m811526\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' by'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' by'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m812094\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m812644\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m812958\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m813405\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Inc'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Inc'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m886235\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m887491\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'The Apple iPhone is a line of smartphones designed and marketed by \u001b[0m\n",
+       "\u001b[32mApple Inc.'\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m888166\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m305913\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' It'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' It'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m816172\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m817005\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' was'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' was'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m817395\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m817899\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' first'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' first'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m818301\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m818756\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' introduced'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' introduced'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m819227\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m819594\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' in'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' in'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m819870\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m820214\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' '\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' '\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m820882\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m821200\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'200'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'200'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m821467\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m821787\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'7'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'7'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m822038\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m822317\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' by'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' by'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m822545\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m822900\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' then'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' then'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m823309\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m823665\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'-'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'-'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m823893\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m824182\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CEO'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CEO'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m824407\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m824704\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Steve'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Steve'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m825043\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m825329\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Jobs'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Jobs'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m825568\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m825864\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m826095\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m826378\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m826677\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m826972\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' has'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' has'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m827196\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m827470\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' since'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' since'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m827690\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m827958\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' become'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' become'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m828162\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m828411\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' one'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' one'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m828668\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m829052\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m829274\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m829598\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m829842\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m830117\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' most'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' most'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m830361\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m830657\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' popular'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' popular'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m830865\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m831119\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m831394\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m831874\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iconic'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iconic'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m832075\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m832319\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' smartphones'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' smartphones'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m832539\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m832801\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' in'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' in'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m833001\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m833259\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m833577\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m833825\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' world'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' world'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m834022\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m834282\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.\\n\\n'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.\\n\\n'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' It was first introduced in 2007 by then-CEO Steve Jobs, and has since\u001b[0m\n",
+       "\u001b[32mbecome one of the most popular and iconic smartphones in the world.'\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m834499\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m139296\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'The'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'The'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m648436\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m650081\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m650634\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m651286\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' runs'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' runs'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m651720\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m652308\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' on'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' on'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m653011\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m653558\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m654044\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m654624\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"'s\"\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"'s\"\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m655006\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m655417\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iOS'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iOS'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m655704\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m656132\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' operating'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' operating'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m656639\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m657088\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' system'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' system'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m657506\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m657876\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m658279\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m658883\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' features'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' features'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m659435\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m660029\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' a'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' a'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m660329\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m660920\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' sleek'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' sleek'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m661445\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m662032\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' design'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' design'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m662399\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m662961\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m663308\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m663734\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' high'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' high'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m664093\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m664499\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'-quality'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'-quality'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m664865\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m665242\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' camera'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' camera'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m665478\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m665800\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m666091\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m666412\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m666643\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m667103\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' a'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' a'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m667476\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m667778\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' wide'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' wide'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m668031\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m668339\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' range'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' range'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m668573\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m668841\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m669133\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m669397\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' apps'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' apps'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m669620\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m669895\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' available'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' available'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m670135\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m670425\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' for'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' for'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m670922\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m671167\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' download'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' download'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m671365\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m671603\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' from'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' from'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m671801\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m672041\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m672241\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m672492\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' App'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' App'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m672688\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m672916\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Store'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Store'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m673181\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m673432\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mFailResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'fail'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33merror_message\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Found the following competitors: Apple. Please avoid naming those \u001b[0m\n",
+       "\u001b[32mcompetitors next time'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mfix_value\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"\\n\\nThe iPhone runs on \u001b[0m\u001b[32m[\u001b[0m\u001b[32mCOMPETITOR\u001b[0m\u001b[32m]\u001b[0m\u001b[32m's iOS operating system and features a \u001b[0m\n",
+       "\u001b[32msleek design, high-quality camera, and a wide range of apps available for download from the App Store.\"\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33merror_spans\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;35mErrorSpan\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mstart\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m21\u001b[0m\u001b[39m, \u001b[0m\u001b[33mend\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m26\u001b[0m\u001b[39m, \u001b[0m\u001b[33mreason\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Competitor was found: Apple'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"\\n\\nThe iPhone runs on Apple's iOS operating system and features a \u001b[0m\n",
+       "\u001b[32msleek design, high-quality camera, and a wide range of apps available for download from the App Store.\"\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m673634\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m947419\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Over'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Over'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m459976\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m461493\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m462148\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m463054\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' years'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' years'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m463569\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m464154\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m464703\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m465225\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m465869\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m466377\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' has'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' has'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m466722\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m467174\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' released'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' released'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m467499\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m467868\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' multiple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' multiple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m468201\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m468583\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' models'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' models'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m469070\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m469509\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m469870\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m470454\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m470860\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m471344\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m471796\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m472716\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m473340\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m474038\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' each'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' each'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m474427\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m474875\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' with'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' with'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m475393\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m475775\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' new'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' new'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m476039\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m476355\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' features'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' features'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m476609\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m476925\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m477243\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m477538\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' improvements'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' improvements'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m477760\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m478072\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' in'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' in'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m478413\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m478740\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' performance'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' performance'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m478983\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m479262\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.\\n\\n'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.\\n\\n'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mFailResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'fail'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33merror_message\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Found the following competitors: Apple. Please avoid naming those \u001b[0m\n",
+       "\u001b[32mcompetitors next time'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mfix_value\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Over the years, \u001b[0m\u001b[32m[\u001b[0m\u001b[32mCOMPETITOR\u001b[0m\u001b[32m]\u001b[0m\u001b[32m has released multiple models of the iPhone, \u001b[0m\n",
+       "\u001b[32meach with new features and improvements in performance.'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33merror_spans\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[1;35mErrorSpan\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mstart\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m17\u001b[0m\u001b[39m, \u001b[0m\u001b[33mend\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m22\u001b[0m\u001b[39m, \u001b[0m\u001b[33mreason\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Competitor was found: Apple'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Over the years, Apple has released multiple models of the iPhone, \u001b[0m\n",
+       "\u001b[32meach with new features and improvements in performance.'\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m479488\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m13\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m768497\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Some'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Some'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m281787\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m282862\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' key'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' key'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m283444\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m284180\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' features'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' features'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m284667\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m285290\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m285904\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m286383\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m286731\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m287406\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m287738\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m288437\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' include'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' include'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m288851\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m289408\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Face'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Face'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m289857\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m291341\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' ID'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' ID'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m291729\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m292196\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' facial'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' facial'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m292729\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m293238\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' recognition'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' recognition'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m293654\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m294064\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' technology'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' technology'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m294677\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m295403\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m295728\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m296112\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Siri'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Siri'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m296366\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m296647\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' virtual'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' virtual'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m296870\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m297244\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' assistant'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' assistant'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m297960\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m298310\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m298578\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m299094\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m299321\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m299608\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m299926\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m300272\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Pay'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Pay'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m300579\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m300917\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' for'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' for'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m301140\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m301449\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' contact'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' contact'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m301784\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m302077\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'less'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'less'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m302308\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m302570\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' payments'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' payments'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m302806\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m303086\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\\n\\nSome key features of the iPhone include Face ID facial recognition\u001b[0m\n",
+       "\u001b[32mtechnology, Siri virtual assistant, and Apple Pay for contactless payments.'\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m303335\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m692659\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' The'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' The'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m205975\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m206697\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m207254\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m207637\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' also'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' also'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m207904\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m208290\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' integrates'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' integrates'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m208684\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m209054\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' seamlessly'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' seamlessly'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m209289\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m209568\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' with'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' with'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m209887\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m210208\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' other'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' other'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m210457\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m210740\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m210962\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m211231\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' products'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' products'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m211463\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m211730\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m212016\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m212284\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' such'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' such'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m212511\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m212780\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' as'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' as'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m213006\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m213346\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m213750\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m214088\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Apple'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m214282\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m214530\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Watch'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Watch'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m214749\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m215101\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m215332\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m215574\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Air'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Air'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m215777\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m216008\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Pod'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Pod'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m216201\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m217451\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m's'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m's'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m217746\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m218020\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m218236\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m218484\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m218681\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m218914\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Mac'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' Mac'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m219115\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m219353\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' computers'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' computers'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m219551\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m219780\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.\\n\\n'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.\\n\\n'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mFailResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'fail'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33merror_message\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Found the following competitors: Apple. Please avoid naming those \u001b[0m\n",
+       "\u001b[32mcompetitors next time'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mfix_value\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' The iPhone also integrates seamlessly with other \u001b[0m\u001b[32m[\u001b[0m\u001b[32mCOMPETITOR\u001b[0m\u001b[32m]\u001b[0m\u001b[32m products, \u001b[0m\n",
+       "\u001b[32msuch as the \u001b[0m\u001b[32m[\u001b[0m\u001b[32mCOMPETITOR\u001b[0m\u001b[32m]\u001b[0m\u001b[32m Watch, AirPods, and Mac computers.'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33merror_spans\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[1;35mErrorSpan\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mstart\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m50\u001b[0m\u001b[39m, \u001b[0m\u001b[33mend\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m55\u001b[0m\u001b[39m, \u001b[0m\u001b[33mreason\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Competitor was found: Apple'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[1;35mErrorSpan\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mstart\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m78\u001b[0m\u001b[39m, \u001b[0m\u001b[33mend\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m83\u001b[0m\u001b[39m, \u001b[0m\u001b[33mreason\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Competitor was found: Apple'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[1;35mErrorSpan\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mstart\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m50\u001b[0m\u001b[39m, \u001b[0m\u001b[33mend\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m55\u001b[0m\u001b[39m, \u001b[0m\u001b[33mreason\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Competitor was found: Apple'\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                                \u001b[0m\u001b[1;35mErrorSpan\u001b[0m\u001b[1;39m(\u001b[0m\u001b[33mstart\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m78\u001b[0m\u001b[39m, \u001b[0m\u001b[33mend\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m83\u001b[0m\u001b[39m, \u001b[0m\u001b[33mreason\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Competitor was found: Apple'\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' The iPhone also integrates seamlessly with other Apple products, such\u001b[0m\n",
+       "\u001b[32mas the Apple Watch, AirPods, and Mac computers.'\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m219981\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m520706\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Overall'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Overall'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m29878\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m30861\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31289\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m32043\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m32525\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m33024\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' iPhone'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m33363\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m33884\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' is'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' is'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m34303\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m34809\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' known'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' known'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m35268\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m35631\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' for'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' for'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m35885\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m36176\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' its'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' its'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m36421\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m36720\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' user'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' user'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m37066\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m37434\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'-friendly'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'-friendly'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m37763\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m38128\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' interface'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' interface'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m38406\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m38723\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m39117\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m39430\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' high'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' high'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m39654\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m39952\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'-quality'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'-quality'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m40103\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m40288\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' build'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' build'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m40487\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m40785\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m41058\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m41353\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m41578\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m41846\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' strong'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' strong'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m42080\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m42504\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' ecosystem'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' ecosystem'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m42725\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m42987\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' of'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m43306\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m43610\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' apps'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' apps'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m43840\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m44108\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' and'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m44332\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m44601\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' services'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' services'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m44889\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m45160\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m','\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m45388\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m45662\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' making'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' making'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m45890\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m46149\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' it'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' it'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m46428\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m46692\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' a'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' a'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m46912\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m47177\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' popular'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' popular'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m47422\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m47597\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' choice'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' choice'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m47785\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m47948\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' for'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' for'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m48139\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m48371\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' consumers'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' consumers'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m48569\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m48805\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' around'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' around'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m48999\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m49221\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' the'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m49481\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m49722\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' world'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m' world'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m49922\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m50154\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'.'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalidated_chunk\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\\n\\nOverall, the iPhone is known for its user-friendly interface, \u001b[0m\n",
+       "\u001b[32mhigh-quality build, and strong ecosystem of apps and services, making it a popular choice for consumers around the \u001b[0m\n",
+       "\u001b[32mworld.'\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mstart_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m50352\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mend_time\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m10\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m15\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m16\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m243639\u001b[0m\u001b[1;39m)\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                    \u001b[0m\u001b[1;35mValidatorLogs\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidator_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'CompetitorCheck'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mregistered_name\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'guardrails/competitor_check'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33minstance_id\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m4403038784\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mproperty_path\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'$'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_before_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalue_after_validation\u001b[0m\u001b[39m=\u001b[0m\u001b[32m''\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                        \u001b[0m\u001b[33mvalidation_result\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mPassResult\u001b[0m\u001b[1;39m(\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33moutcome\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'pass'\u001b[0m\u001b[39m,\u001b[0m\n",
+       "\u001b[39m                            \u001b[0m\u001b[33mvalue_override\u001b[0m\u001b[39m=\u001b[0m,\n",
+       "                            \u001b[33mmetadata\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                            \u001b[33mvalidated_chunk\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "                        \u001b[1m)\u001b[0m,\n",
+       "                        \u001b[33mstart_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m15\u001b[0m, \u001b[1;36m16\u001b[0m, \u001b[1;36m756413\u001b[0m\u001b[1m)\u001b[0m,\n",
+       "                        \u001b[33mend_time\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m10\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m15\u001b[0m, \u001b[1;36m16\u001b[0m, \u001b[1;36m758181\u001b[0m\u001b[1m)\u001b[0m\n",
+       "                    \u001b[1m)\u001b[0m\n",
+       "                \u001b[1m]\u001b[0m,\n",
+       "                \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "                \u001b[33mexception\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "            \u001b[1m)\u001b[0m\n",
+       "        \u001b[1m)\u001b[0m\n",
+       "    \u001b[1m]\u001b[0m,\n",
+       "    \u001b[33minputs\u001b[0m=\u001b[1;35mCallInputs\u001b[0m\u001b[1m(\u001b[0m\n",
+       "        \u001b[33mllm_api\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33mllm_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33minstructions\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33mprompt\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33mmsg_history\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "        \u001b[33mmessages\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m{\u001b[0m\u001b[32m'role'\u001b[0m: \u001b[32m'user'\u001b[0m, \u001b[32m'content'\u001b[0m: \u001b[32m'Tell me about the Apple Iphone'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m]\u001b[0m,\n",
+       "        \u001b[33mprompt_params\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[33mnum_reasks\u001b[0m=\u001b[1;36m1\u001b[0m,\n",
+       "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[33mfull_schema_reask\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n",
+       "        \u001b[33mstream\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n",
+       "        \u001b[33margs\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
+       "        \u001b[33mkwargs\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'model'\u001b[0m: \u001b[32m'gpt-3.5-turbo'\u001b[0m, \u001b[32m'max_tokens'\u001b[0m: \u001b[1;36m1024\u001b[0m, \u001b[32m'temperature'\u001b[0m: \u001b[1;36m0\u001b[0m, \u001b[32m'stream'\u001b[0m: \u001b[3;92mTrue\u001b[0m\u001b[1m}\u001b[0m\n",
+       "    \u001b[1m)\u001b[0m,\n",
+       "    \u001b[33mexception\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[1m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Let's see the logs\n",
-    "print(guard.history.last.tree)"
+    "print(guard.history.last)"
    ]
   },
   {
@@ -157,7 +6815,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "guard-venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -171,7 +6829,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.8"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/concepts/error_remediation.md b/docs/concepts/error_remediation.md
index 05f03d60b..a9a7c213d 100644
--- a/docs/concepts/error_remediation.md
+++ b/docs/concepts/error_remediation.md
@@ -18,7 +18,6 @@ Note that this list is not exhaustive of the possible errors that could occur.
 ```log
 The callable `fn` passed to `Guard(fn, ...)` failed with the following error:
   {Root error message here!}.
-Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string.
 ```
 
 
diff --git a/docs/concepts/logs.md b/docs/concepts/logs.md
index 4a3e41b5a..cbdff6eb7 100644
--- a/docs/concepts/logs.md
+++ b/docs/concepts/logs.md
@@ -33,17 +33,17 @@ docs/html/single-step-history.html
 
 ## Calls
 ### Initial Input
-Inital inputs like prompt and instructions from a call are available on each call. 
+Initial inputs like messages from a call are available on each call. 
 
 ```py
 first_call = my_guard.history.first
-print("prompt\n-----")
-print(first_call.prompt)
+print("message\n-----")
+print(first_call.messages[0]["content"])
 print("prompt params\n------------- ")
 print(first_call.prompt_params)
 ```
 ```log
-prompt
+message
 -----
 
 You are a human in an enchanted forest. You come across opponents of different types. You should fight smaller opponents, run away from bigger ones, and freeze if the opponent is a bear.
@@ -67,18 +67,6 @@ prompt params
 {'opp_type': 'grizzly'}
 ```
 
-Note: Input messages and msg_history currently can be accessed through iterations
-```py
-print(guard.history.last.iterations.last.inputs.msg_history)
-```
-```log
-[
-  {"role":"system","content":"You are a helpful assistant."},
-  {"role":"user","content":"Tell me a joke"}
-]
-```
-
-
 ### Final Output
 Final output of call is accessible on a call. 
 ```py
diff --git a/docs/concepts/streaming.ipynb b/docs/concepts/streaming.ipynb
index 384b3cb03..8882bade7 100644
--- a/docs/concepts/streaming.ipynb
+++ b/docs/concepts/streaming.ipynb
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -39,7 +39,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -51,12 +51,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
ValidationOutcome(\n",
+       "    call_id='14148119808',\n",
+       "    raw_llm_output='.',\n",
+       "    validation_summaries=[],\n",
+       "    validated_output='.',\n",
+       "    reask=None,\n",
+       "    validation_passed=True,\n",
+       "    error=None\n",
+       ")\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14148119808'\u001b[0m,\n",
+       "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'.'\u001b[0m,\n",
+       "    \u001b[33mvalidation_summaries\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
+       "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m'.'\u001b[0m,\n",
+       "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "    \u001b[33mvalidation_passed\u001b[0m=\u001b[3;92mTrue\u001b[0m,\n",
+       "    \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
+       "\u001b[1m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fragment_generator = guard(\n",
-    "    litellm.completion,\n",
     "    model=\"gpt-4o\",\n",
     "    messages=[\n",
     "        {\"role\": \"system\", \"content\": \"You are a helpful assistant.\"},\n",
@@ -116,7 +145,6 @@
     "guard = gd.Guard()\n",
     "\n",
     "fragment_generator = await guard(\n",
-    "    litellm.completion,\n",
     "    model=\"gpt-3.5-turbo\",\n",
     "    messages=[\n",
     "        {\"role\": \"system\", \"content\": \"You are a helpful assistant.\"},\n",
@@ -137,7 +165,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -151,7 +179,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.8"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/concepts/streaming_structured_data.ipynb b/docs/concepts/streaming_structured_data.ipynb
index f2f30e8e2..909e986ad 100644
--- a/docs/concepts/streaming_structured_data.ipynb
+++ b/docs/concepts/streaming_structured_data.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -62,7 +62,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -126,7 +126,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -144,14 +144,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/docs/.venv/lib/python3.11/site-packages/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
       "  warnings.warn(\n"
      ]
     },
@@ -167,7 +167,7 @@
        "        {'symptom': 'flaky', 'affected_area': 'eyebrows'},\n",
        "        {'symptom': 'slightly scaly', 'affected_area': 'nares'}\n",
        "    ],\n",
-       "    'current_meds': [{'medication': 'OTC STEROID CREAM', 'response': 'Moderate'}],\n",
+       "    'current_meds': [{'medication': 'OTC STEROID CREAM', 'response': 'moderate'}],\n",
        "    'miscellaneous': 'patient also suffers from diabetes'\n",
        "}\n",
        "\n"
@@ -182,7 +182,7 @@
        "        \u001b[1m{\u001b[0m\u001b[32m'symptom'\u001b[0m: \u001b[32m'flaky'\u001b[0m, \u001b[32m'affected_area'\u001b[0m: \u001b[32m'eyebrows'\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\u001b[32m'symptom'\u001b[0m: \u001b[32m'slightly scaly'\u001b[0m, \u001b[32m'affected_area'\u001b[0m: \u001b[32m'nares'\u001b[0m\u001b[1m}\u001b[0m\n",
        "    \u001b[1m]\u001b[0m,\n",
-       "    \u001b[32m'current_meds'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m{\u001b[0m\u001b[32m'medication'\u001b[0m: \u001b[32m'OTC STEROID CREAM'\u001b[0m, \u001b[32m'response'\u001b[0m: \u001b[32m'Moderate'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m]\u001b[0m,\n",
+       "    \u001b[32m'current_meds'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m{\u001b[0m\u001b[32m'medication'\u001b[0m: \u001b[32m'OTC STEROID CREAM'\u001b[0m, \u001b[32m'response'\u001b[0m: \u001b[32m'moderate'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m]\u001b[0m,\n",
        "    \u001b[32m'miscellaneous'\u001b[0m: \u001b[32m'patient also suffers from diabetes'\u001b[0m\n",
        "\u001b[1m}\u001b[0m\n"
       ]
@@ -194,9 +194,8 @@
    "source": [
     "# Wrap the litellm OpenAI API call with the `guard` object\n",
     "raw_llm_output, validated_output, *rest = guard(\n",
-    "    litellm.completion,\n",
     "    model=\"gpt-3.5-turbo\",\n",
-    "    prompt=prompt,\n",
+    "    messages=[{\"role\":\"user\", \"content\":prompt}],\n",
     "    prompt_params={\"doctors_notes\": doctors_notes},\n",
     "    max_tokens=1024,\n",
     "    temperature=0.3,\n",
@@ -208,7 +207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -216,64 +215,68 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given the following doctor's notes about a patient, please extract a dictionary that contains the       │ │\n",
-       "    │ │ patient's information.                                                                                  │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ 152 y/o female with chronic macular rash to face and hair, worse in beard, eyebrows and nares.          │ │\n",
-       "    │ │ The rash is itchy, flaky and slightly scaly. Moderate response to OTC steroid cream. Patient has been   │ │\n",
-       "    │ │ using cream for 2 weeks and also suffers from diabetes.                                                 │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ <output>                                                                                                │ │\n",
-       "    │ │   <string description=\"Patient's gender\" name=\"gender\" required=\"true\"></string>                        │ │\n",
-       "    │ │   <integer description=\"Patient's age\" format=\"guardrails/valid_range: 0 100\" name=\"age\"                │ │\n",
-       "    │ │ required=\"true\"></integer>                                                                              │ │\n",
-       "    │ │   <list description=\"Symptoms that the patient is currently experiencing. Each symptom should be        │ │\n",
-       "    │ │ classified into  separate item in the list.\" name=\"symptoms\" required=\"true\">                           │ │\n",
-       "    │ │     <object required=\"true\">                                                                            │ │\n",
-       "    │ │       <string description=\"Symptom that a patient is experiencing\" name=\"symptom\"                       │ │\n",
-       "    │ │ required=\"true\"></string>                                                                               │ │\n",
-       "    │ │       <string description=\"What part of the body the symptom is affecting\"                              │ │\n",
-       "    │ │ format=\"guardrails/lowercase\" name=\"affected_area\" required=\"true\"></string>                            │ │\n",
-       "    │ │     </object>                                                                                           │ │\n",
-       "    │ │   </list>                                                                                               │ │\n",
-       "    │ │   <list description=\"Medications the patient is currently taking and their response\"                    │ │\n",
-       "    │ │ name=\"current_meds\" required=\"true\">                                                                    │ │\n",
-       "    │ │     <object required=\"true\">                                                                            │ │\n",
-       "    │ │       <string description=\"Name of the medication the patient is taking\" format=\"guardrails/uppercase\"  │ │\n",
-       "    │ │ name=\"medication\" required=\"true\"></string>                                                             │ │\n",
-       "    │ │       <string description=\"How the patient is responding to the medication\" name=\"response\"             │ │\n",
-       "    │ │ required=\"true\"></string>                                                                               │ │\n",
-       "    │ │     </object>                                                                                           │ │\n",
-       "    │ │   </list>                                                                                               │ │\n",
-       "    │ │   <string description=\"Any other information that is relevant to the patient's health; something that   │ │\n",
-       "    │ │ doesn't fit into the other categories.\" format=\"guardrails/lowercase; guardrails/one_line\"              │ │\n",
-       "    │ │ name=\"miscellaneous\" required=\"true\"></string>                                                          │ │\n",
-       "    │ │ </output>                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise.                                 │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ user │                                                                                              │ │ │\n",
+       "    │ │ │      │ Given the following doctor's notes about a patient, please extract a dictionary that         │ │ │\n",
+       "    │ │ │      │ contains the patient's information.                                                          │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ 152 y/o female with chronic macular rash to face and hair, worse in beard, eyebrows and      │ │ │\n",
+       "    │ │ │      │ nares.                                                                                       │ │ │\n",
+       "    │ │ │      │ The rash is itchy, flaky and slightly scaly. Moderate response to OTC steroid cream. Patient │ │ │\n",
+       "    │ │ │      │ has been using cream for 2 weeks and also suffers from diabetes.                             │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
+       "    │ │ │      │ to extract it into.                                                                          │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ <output>                                                                                     │ │ │\n",
+       "    │ │ │      │   <string description=\"Patient's gender\" name=\"gender\" required=\"true\"></string>             │ │ │\n",
+       "    │ │ │      │   <integer description=\"Patient's age\" format=\"guardrails/valid_range: 0 100\" name=\"age\"     │ │ │\n",
+       "    │ │ │      │ required=\"true\"></integer>                                                                   │ │ │\n",
+       "    │ │ │      │   <list description=\"Symptoms that the patient is currently experiencing. Each symptom       │ │ │\n",
+       "    │ │ │      │ should be classified into  separate item in the list.\" name=\"symptoms\" required=\"true\">      │ │ │\n",
+       "    │ │ │      │     <object required=\"true\">                                                                 │ │ │\n",
+       "    │ │ │      │       <string description=\"Symptom that a patient is experiencing\" name=\"symptom\"            │ │ │\n",
+       "    │ │ │      │ required=\"true\"></string>                                                                    │ │ │\n",
+       "    │ │ │      │       <string description=\"What part of the body the symptom is affecting\"                   │ │ │\n",
+       "    │ │ │      │ format=\"guardrails/lowercase\" name=\"affected_area\" required=\"true\"></string>                 │ │ │\n",
+       "    │ │ │      │     </object>                                                                                │ │ │\n",
+       "    │ │ │      │   </list>                                                                                    │ │ │\n",
+       "    │ │ │      │   <list description=\"Medications the patient is currently taking and their response\"         │ │ │\n",
+       "    │ │ │      │ name=\"current_meds\" required=\"true\">                                                         │ │ │\n",
+       "    │ │ │      │     <object required=\"true\">                                                                 │ │ │\n",
+       "    │ │ │      │       <string description=\"Name of the medication the patient is taking\"                     │ │ │\n",
+       "    │ │ │      │ format=\"guardrails/uppercase\" name=\"medication\" required=\"true\"></string>                    │ │ │\n",
+       "    │ │ │      │       <string description=\"How the patient is responding to the medication\" name=\"response\"  │ │ │\n",
+       "    │ │ │      │ required=\"true\"></string>                                                                    │ │ │\n",
+       "    │ │ │      │     </object>                                                                                │ │ │\n",
+       "    │ │ │      │   </list>                                                                                    │ │ │\n",
+       "    │ │ │      │   <string description=\"Any other information that is relevant to the patient's health;       │ │ │\n",
+       "    │ │ │      │ something that doesn't fit into the other categories.\" format=\"guardrails/lowercase;         │ │ │\n",
+       "    │ │ │      │ guardrails/one_line\" name=\"miscellaneous\" required=\"true\"></string>                          │ │ │\n",
+       "    │ │ │      │ </output>                                                                                    │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
+       "    │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
+       "    │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
+       "    │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
+       "    │ │ │      │ correct and concise.                                                                         │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
+       "    │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
+       "    │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
+       "    │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
+       "    │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
+       "    │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
+       "    │ │ │      │ 1}}`                                                                                         │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     \"gender\": \"female\",                                                                                 │ │\n",
        "    │ │     \"age\": 152,                                                                                         │ │\n",
@@ -298,13 +301,13 @@
        "    │ │     \"current_meds\": [                                                                                   │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             \"medication\": \"OTC steroid cream\",                                                          │ │\n",
-       "    │ │             \"response\": \"Moderate\"                                                                      │ │\n",
+       "    │ │             \"response\": \"moderate\"                                                                      │ │\n",
        "    │ │         }                                                                                               │ │\n",
        "    │ │     ],                                                                                                  │ │\n",
        "    │ │     \"miscellaneous\": \"patient also suffers from diabetes\"                                               │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'gender': 'female',                                                                                 │ │\n",
        "    │ │     'age': 100,                                                                                         │ │\n",
@@ -315,7 +318,7 @@
        "    │ │         {'symptom': 'slightly scaly', 'affected_area': 'nares'}                                         │ │\n",
        "    │ │     ],                                                                                                  │ │\n",
        "    │ │     'current_meds': [                                                                                   │ │\n",
-       "    │ │         {'medication': 'OTC STEROID CREAM', 'response': 'Moderate'}                                     │ │\n",
+       "    │ │         {'medication': 'OTC STEROID CREAM', 'response': 'moderate'}                                     │ │\n",
        "    │ │     ],                                                                                                  │ │\n",
        "    │ │     'miscellaneous': 'patient also suffers from diabetes'                                               │ │\n",
        "    │ │ }                                                                                                       │ │\n",
@@ -326,64 +329,68 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m Prompt \u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven the following doctor's notes about a patient, please extract a dictionary that contains the \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mpatient's information.\u001b[0m\u001b[48;2;240;248;255m                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m152 y/o female with chronic macular rash to face and hair, worse in beard, eyebrows and nares.\u001b[0m\u001b[48;2;240;248;255m         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mThe rash is itchy, flaky and slightly scaly. Moderate response to OTC steroid cream. Patient has been \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255musing cream for 2 weeks and also suffers from diabetes.\u001b[0m\u001b[48;2;240;248;255m                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise.\u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;240;248;255m                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255metc.]}`\u001b[0m\u001b[48;2;240;248;255m                                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m Message History \u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven the following doctor's notes about a patient, please extract a dictionary that        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcontains the patient's information.                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m152 y/o female with chronic macular rash to face and hair, worse in beard, eyebrows and     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mnares.                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mThe rash is itchy, flaky and slightly scaly. Moderate response to OTC steroid cream. Patient\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mhas been using cream for 2 weeks and also suffers from diabetes.                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise.                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"gender\": \"female\",\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"age\": 152,\u001b[0m\u001b[48;2;245;245;220m                                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -408,13 +415,13 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"current_meds\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"medication\": \"OTC steroid cream\",\u001b[0m\u001b[48;2;245;245;220m                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"response\": \"Moderate\"\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"response\": \"moderate\"\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"miscellaneous\": \"patient also suffers from diabetes\"\u001b[0m\u001b[48;2;245;245;220m                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'gender': 'female',\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'age': 100,\u001b[0m\u001b[48;2;240;255;240m                                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -425,7 +432,7 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'symptom': 'slightly scaly', 'affected_area': 'nares'}\u001b[0m\u001b[48;2;240;255;240m                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'current_meds': [\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'medication': 'OTC STEROID CREAM', 'response': 'Moderate'}\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'medication': 'OTC STEROID CREAM', 'response': 'moderate'}\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'miscellaneous': 'patient also suffers from diabetes'\u001b[0m\u001b[48;2;240;255;240m                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -453,22 +460,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "
ValidationOutcome(\n",
-       "    call_id='129880225863456',\n",
+       "    call_id='14411405568',\n",
        "    raw_llm_output='{\\n    \"gender\": \"female\",\\n    \"age\": 152,\\n    \"symptoms\": [\\n        {\\n            \n",
        "\"symptom\": \"chronic macular rash\",\\n            \"affected_area\": \"face\"\\n        },\\n        {\\n            \n",
        "\"symptom\": \"itchy\",\\n            \"affected_area\": \"beard\"\\n        },\\n        {\\n            \"symptom\": \"flaky\",\\n\n",
        "\"affected_area\": \"eyebrows\"\\n        },\\n        {\\n            \"symptom\": \"slightly scaly\",\\n            \n",
        "\"affected_area\": \"nares\"\\n        }\\n    ],\\n    \"current_meds\": [\\n        {\\n            \"medication\": \"OTC \n",
-       "steroid cream\",\\n            \"response\": \"Moderate\"\\n        }\\n    ],\\n    \"miscellaneous\": \"patient also suffers \n",
+       "steroid cream\",\\n            \"response\": \"moderate\"\\n        }\\n    ],\\n    \"miscellaneous\": \"patient also suffers \n",
        "from diabetes\"\\n}',\n",
-       "    validation_summaries=None,\n",
+       "    validation_summaries=[],\n",
        "    validated_output={\n",
        "        'gender': 'female',\n",
        "        'age': 100,\n",
@@ -478,7 +485,7 @@
        "            {'symptom': 'flaky', 'affected_area': 'eyebrows'},\n",
        "            {'symptom': 'slightly scaly', 'affected_area': 'nares'}\n",
        "        ],\n",
-       "        'current_meds': [{'medication': 'OTC STEROID CREAM', 'response': 'Moderate'}],\n",
+       "        'current_meds': [{'medication': 'OTC STEROID CREAM', 'response': 'moderate'}],\n",
        "        'miscellaneous': 'patient also suffers from diabetes'\n",
        "    },\n",
        "    reask=None,\n",
@@ -489,15 +496,15 @@
       ],
       "text/plain": [
        "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'129880225863456'\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14411405568'\u001b[0m,\n",
        "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n    \"gender\": \"female\",\\n    \"age\": 152,\\n    \"symptoms\": \u001b[0m\u001b[32m[\u001b[0m\u001b[32m\\n        \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n            \u001b[0m\n",
        "\u001b[32m\"symptom\": \"chronic macular rash\",\\n            \"affected_area\": \"face\"\\n        \u001b[0m\u001b[32m}\u001b[0m\u001b[32m,\\n        \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n            \u001b[0m\n",
        "\u001b[32m\"symptom\": \"itchy\",\\n            \"affected_area\": \"beard\"\\n        \u001b[0m\u001b[32m}\u001b[0m\u001b[32m,\\n        \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n            \"symptom\": \"flaky\",\\n\u001b[0m\n",
        "\u001b[32m\"affected_area\": \"eyebrows\"\\n        \u001b[0m\u001b[32m}\u001b[0m\u001b[32m,\\n        \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n            \"symptom\": \"slightly scaly\",\\n            \u001b[0m\n",
        "\u001b[32m\"affected_area\": \"nares\"\\n        \u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n    \u001b[0m\u001b[32m]\u001b[0m\u001b[32m,\\n    \"current_meds\": \u001b[0m\u001b[32m[\u001b[0m\u001b[32m\\n        \u001b[0m\u001b[32m{\u001b[0m\u001b[32m\\n            \"medication\": \"OTC \u001b[0m\n",
-       "\u001b[32msteroid cream\",\\n            \"response\": \"Moderate\"\\n        \u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n    \u001b[0m\u001b[32m]\u001b[0m\u001b[32m,\\n    \"miscellaneous\": \"patient also suffers \u001b[0m\n",
+       "\u001b[32msteroid cream\",\\n            \"response\": \"moderate\"\\n        \u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n    \u001b[0m\u001b[32m]\u001b[0m\u001b[32m,\\n    \"miscellaneous\": \"patient also suffers \u001b[0m\n",
        "\u001b[32mfrom diabetes\"\\n\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
-       "    \u001b[33mvalidation_summaries\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
+       "    \u001b[33mvalidation_summaries\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
        "    \u001b[33mvalidated_output\u001b[0m=\u001b[1m{\u001b[0m\n",
        "        \u001b[32m'gender'\u001b[0m: \u001b[32m'female'\u001b[0m,\n",
        "        \u001b[32m'age'\u001b[0m: \u001b[1;36m100\u001b[0m,\n",
@@ -507,7 +514,7 @@
        "            \u001b[1m{\u001b[0m\u001b[32m'symptom'\u001b[0m: \u001b[32m'flaky'\u001b[0m, \u001b[32m'affected_area'\u001b[0m: \u001b[32m'eyebrows'\u001b[0m\u001b[1m}\u001b[0m,\n",
        "            \u001b[1m{\u001b[0m\u001b[32m'symptom'\u001b[0m: \u001b[32m'slightly scaly'\u001b[0m, \u001b[32m'affected_area'\u001b[0m: \u001b[32m'nares'\u001b[0m\u001b[1m}\u001b[0m\n",
        "        \u001b[1m]\u001b[0m,\n",
-       "        \u001b[32m'current_meds'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m{\u001b[0m\u001b[32m'medication'\u001b[0m: \u001b[32m'OTC STEROID CREAM'\u001b[0m, \u001b[32m'response'\u001b[0m: \u001b[32m'Moderate'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m]\u001b[0m,\n",
+       "        \u001b[32m'current_meds'\u001b[0m: \u001b[1m[\u001b[0m\u001b[1m{\u001b[0m\u001b[32m'medication'\u001b[0m: \u001b[32m'OTC STEROID CREAM'\u001b[0m, \u001b[32m'response'\u001b[0m: \u001b[32m'moderate'\u001b[0m\u001b[1m}\u001b[0m\u001b[1m]\u001b[0m,\n",
        "        \u001b[32m'miscellaneous'\u001b[0m: \u001b[32m'patient also suffers from diabetes'\u001b[0m\n",
        "    \u001b[1m}\u001b[0m,\n",
        "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
@@ -523,8 +530,8 @@
    "source": [
     "# Wrap the litellm OpenAI API call with the `guard` object\n",
     "fragment_generator = guard(\n",
-    "    litellm.completion,\n",
     "    model=\"gpt-3.5-turbo\",\n",
+    "    messages=[{\"role\":\"user\", \"content\":prompt}],\n",
     "    prompt_params={\"doctors_notes\": doctors_notes},\n",
     "    max_tokens=1024,\n",
     "    temperature=0,\n",
@@ -540,7 +547,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -548,67 +555,99 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given the following doctor's notes about a patient, please extract a dictionary that contains the       │ │\n",
-       "    │ │ patient's information.                                                                                  │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ 152 y/o female with chronic macular rash to face and hair, worse in beard, eyebrows and nares.          │ │\n",
-       "    │ │ The rash is itchy, flaky and slightly scaly. Moderate response to OTC steroid cream. Patient has been   │ │\n",
-       "    │ │ using cream for 2 weeks and also suffers from diabetes.                                                 │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ <output>                                                                                                │ │\n",
-       "    │ │   <string description=\"Patient's gender\" name=\"gender\" required=\"true\"></string>                        │ │\n",
-       "    │ │   <integer description=\"Patient's age\" format=\"guardrails/valid_range: 0 100\" name=\"age\"                │ │\n",
-       "    │ │ required=\"true\"></integer>                                                                              │ │\n",
-       "    │ │   <list description=\"Symptoms that the patient is currently experiencing. Each symptom should be        │ │\n",
-       "    │ │ classified into  separate item in the list.\" name=\"symptoms\" required=\"true\">                           │ │\n",
-       "    │ │     <object required=\"true\">                                                                            │ │\n",
-       "    │ │       <string description=\"Symptom that a patient is experiencing\" name=\"symptom\"                       │ │\n",
-       "    │ │ required=\"true\"></string>                                                                               │ │\n",
-       "    │ │       <string description=\"What part of the body the symptom is affecting\"                              │ │\n",
-       "    │ │ format=\"guardrails/lowercase\" name=\"affected_area\" required=\"true\"></string>                            │ │\n",
-       "    │ │     </object>                                                                                           │ │\n",
-       "    │ │   </list>                                                                                               │ │\n",
-       "    │ │   <list description=\"Medications the patient is currently taking and their response\"                    │ │\n",
-       "    │ │ name=\"current_meds\" required=\"true\">                                                                    │ │\n",
-       "    │ │     <object required=\"true\">                                                                            │ │\n",
-       "    │ │       <string description=\"Name of the medication the patient is taking\" format=\"guardrails/uppercase\"  │ │\n",
-       "    │ │ name=\"medication\" required=\"true\"></string>                                                             │ │\n",
-       "    │ │       <string description=\"How the patient is responding to the medication\" name=\"response\"             │ │\n",
-       "    │ │ required=\"true\"></string>                                                                               │ │\n",
-       "    │ │     </object>                                                                                           │ │\n",
-       "    │ │   </list>                                                                                               │ │\n",
-       "    │ │   <string description=\"Any other information that is relevant to the patient's health; something that   │ │\n",
-       "    │ │ doesn't fit into the other categories.\" format=\"guardrails/lowercase; guardrails/one_line\"              │ │\n",
-       "    │ │ name=\"miscellaneous\" required=\"true\"></string>                                                          │ │\n",
-       "    │ │ </output>                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise.                                 │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ user │                                                                                              │ │ │\n",
+       "    │ │ │      │ Given the following doctor's notes about a patient, please extract a dictionary that         │ │ │\n",
+       "    │ │ │      │ contains the patient's information.                                                          │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ 152 y/o female with chronic macular rash to face and hair, worse in beard, eyebrows and      │ │ │\n",
+       "    │ │ │      │ nares.                                                                                       │ │ │\n",
+       "    │ │ │      │ The rash is itchy, flaky and slightly scaly. Moderate response to OTC steroid cream. Patient │ │ │\n",
+       "    │ │ │      │ has been using cream for 2 weeks and also suffers from diabetes.                             │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Given below is XML that describes the information to extract from this document and the tags │ │ │\n",
+       "    │ │ │      │ to extract it into.                                                                          │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ <output>                                                                                     │ │ │\n",
+       "    │ │ │      │   <string description=\"Patient's gender\" name=\"gender\" required=\"true\"></string>             │ │ │\n",
+       "    │ │ │      │   <integer description=\"Patient's age\" format=\"guardrails/valid_range: 0 100\" name=\"age\"     │ │ │\n",
+       "    │ │ │      │ required=\"true\"></integer>                                                                   │ │ │\n",
+       "    │ │ │      │   <list description=\"Symptoms that the patient is currently experiencing. Each symptom       │ │ │\n",
+       "    │ │ │      │ should be classified into  separate item in the list.\" name=\"symptoms\" required=\"true\">      │ │ │\n",
+       "    │ │ │      │     <object required=\"true\">                                                                 │ │ │\n",
+       "    │ │ │      │       <string description=\"Symptom that a patient is experiencing\" name=\"symptom\"            │ │ │\n",
+       "    │ │ │      │ required=\"true\"></string>                                                                    │ │ │\n",
+       "    │ │ │      │       <string description=\"What part of the body the symptom is affecting\"                   │ │ │\n",
+       "    │ │ │      │ format=\"guardrails/lowercase\" name=\"affected_area\" required=\"true\"></string>                 │ │ │\n",
+       "    │ │ │      │     </object>                                                                                │ │ │\n",
+       "    │ │ │      │   </list>                                                                                    │ │ │\n",
+       "    │ │ │      │   <list description=\"Medications the patient is currently taking and their response\"         │ │ │\n",
+       "    │ │ │      │ name=\"current_meds\" required=\"true\">                                                         │ │ │\n",
+       "    │ │ │      │     <object required=\"true\">                                                                 │ │ │\n",
+       "    │ │ │      │       <string description=\"Name of the medication the patient is taking\"                     │ │ │\n",
+       "    │ │ │      │ format=\"guardrails/uppercase\" name=\"medication\" required=\"true\"></string>                    │ │ │\n",
+       "    │ │ │      │       <string description=\"How the patient is responding to the medication\" name=\"response\"  │ │ │\n",
+       "    │ │ │      │ required=\"true\"></string>                                                                    │ │ │\n",
+       "    │ │ │      │     </object>                                                                                │ │ │\n",
+       "    │ │ │      │   </list>                                                                                    │ │ │\n",
+       "    │ │ │      │   <string description=\"Any other information that is relevant to the patient's health;       │ │ │\n",
+       "    │ │ │      │ something that doesn't fit into the other categories.\" format=\"guardrails/lowercase;         │ │ │\n",
+       "    │ │ │      │ guardrails/one_line\" name=\"miscellaneous\" required=\"true\"></string>                          │ │ │\n",
+       "    │ │ │      │ </output>                                                                                    │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in  │ │ │\n",
+       "    │ │ │      │ JSON is the `name` attribute of the corresponding XML, and the value is of the type          │ │ │\n",
+       "    │ │ │      │ specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including │ │ │\n",
+       "    │ │ │      │ any types and format requests e.g. requests for lists, objects and specific types. Be        │ │ │\n",
+       "    │ │ │      │ correct and concise.                                                                         │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:               │ │ │\n",
+       "    │ │ │      │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`          │ │ │\n",
+       "    │ │ │      │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE',        │ │ │\n",
+       "    │ │ │      │ 'STRING TWO', etc.]}`                                                                        │ │ │\n",
+       "    │ │ │      │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer            │ │ │\n",
+       "    │ │ │      │ name=\"index\" format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index':     │ │ │\n",
+       "    │ │ │      │ 1}}`                                                                                         │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ │ {                                                                                                       │ │\n",
+       "    │ │     \"gender\": \"female\",                                                                                 │ │\n",
+       "    │ │     \"age\": 152,                                                                                         │ │\n",
+       "    │ │     \"symptoms\": [                                                                                       │ │\n",
+       "    │ │         {                                                                                               │ │\n",
+       "    │ │             \"symptom\": \"chronic macular rash\",                                                          │ │\n",
+       "    │ │             \"affected_area\": \"face\"                                                                     │ │\n",
+       "    │ │         },                                                                                              │ │\n",
+       "    │ │         {                                                                                               │ │\n",
+       "    │ │             \"symptom\": \"itchy\",                                                                         │ │\n",
+       "    │ │             \"affected_area\": \"beard\"                                                                    │ │\n",
+       "    │ │         },                                                                                              │ │\n",
+       "    │ │         {                                                                                               │ │\n",
+       "    │ │             \"symptom\": \"flaky\",                                                                         │ │\n",
+       "    │ │             \"affected_area\": \"eyebrows\"                                                                 │ │\n",
+       "    │ │         },                                                                                              │ │\n",
+       "    │ │         {                                                                                               │ │\n",
+       "    │ │             \"symptom\": \"slightly scaly\",                                                                │ │\n",
+       "    │ │             \"affected_area\": \"nares\"                                                                    │ │\n",
+       "    │ │         }                                                                                               │ │\n",
+       "    │ │     ],                                                                                                  │ │\n",
+       "    │ │     \"current_meds\": [                                                                                   │ │\n",
+       "    │ │         {                                                                                               │ │\n",
+       "    │ │             \"medication\": \"OTC steroid cream\",                                                          │ │\n",
+       "    │ │             \"response\": \"moderate\"                                                                      │ │\n",
+       "    │ │         }                                                                                               │ │\n",
+       "    │ │     ],                                                                                                  │ │\n",
+       "    │ │     \"miscellaneous\": \"patient also suffers from diabetes\"                                               │ │\n",
+       "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'gender': 'female',                                                                                 │ │\n",
        "    │ │     'age': 100,                                                                                         │ │\n",
@@ -619,7 +658,7 @@
        "    │ │         {'symptom': 'slightly scaly', 'affected_area': 'nares'}                                         │ │\n",
        "    │ │     ],                                                                                                  │ │\n",
        "    │ │     'current_meds': [                                                                                   │ │\n",
-       "    │ │         {'medication': 'OTC STEROID CREAM', 'response': 'Moderate'}                                     │ │\n",
+       "    │ │         {'medication': 'OTC STEROID CREAM', 'response': 'moderate'}                                     │ │\n",
        "    │ │     ],                                                                                                  │ │\n",
        "    │ │     'miscellaneous': 'patient also suffers from diabetes'                                               │ │\n",
        "    │ │ }                                                                                                       │ │\n",
@@ -630,67 +669,99 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m Prompt \u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven the following doctor's notes about a patient, please extract a dictionary that contains the \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mpatient's information.\u001b[0m\u001b[48;2;240;248;255m                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m152 y/o female with chronic macular rash to face and hair, worse in beard, eyebrows and nares.\u001b[0m\u001b[48;2;240;248;255m         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mThe rash is itchy, flaky and slightly scaly. Moderate response to OTC steroid cream. Patient has been \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255musing cream for 2 weeks and also suffers from diabetes.\u001b[0m\u001b[48;2;240;248;255m                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise.\u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;240;248;255m                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255metc.]}`\u001b[0m\u001b[48;2;240;248;255m                                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m Message History \u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven the following doctor's notes about a patient, please extract a dictionary that        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcontains the patient's information.                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m152 y/o female with chronic macular rash to face and hair, worse in beard, eyebrows and     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mnares.                                                                                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mThe rash is itchy, flaky and slightly scaly. Moderate response to OTC steroid cream. Patient\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mhas been using cream for 2 weeks and also suffers from diabetes.                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGiven below is XML that describes the information to extract from this document and the tags\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mto extract it into.                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                      \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                          \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                     \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                           \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                   \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mONLY return a valid JSON object (no other text is necessary), where the key of the field in \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mJSON is the `name` attribute of the corresponding XML, and the value is of the type         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mspecified by the corresponding XML's tag. The JSON MUST conform to the XML format, including\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235many types and format requests e.g. requests for lists, objects and specific types. Be       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mcorrect and concise.                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mHere are examples of simple (XML, JSON) pairs that show the expected behavior:              \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'foo': 'example one'}`         \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{\"bar\": ['STRING ONE',       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m'STRING TWO', etc.]}`                                                                       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m- `` => `{'baz': {'foo': 'Some String', 'index':    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m1}}`                                                                                        \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"gender\": \"female\",\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"age\": 152,\u001b[0m\u001b[48;2;245;245;220m                                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"symptoms\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"symptom\": \"chronic macular rash\",\u001b[0m\u001b[48;2;245;245;220m                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"affected_area\": \"face\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"symptom\": \"itchy\",\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"affected_area\": \"beard\"\u001b[0m\u001b[48;2;245;245;220m                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"symptom\": \"flaky\",\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"affected_area\": \"eyebrows\"\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"symptom\": \"slightly scaly\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"affected_area\": \"nares\"\u001b[0m\u001b[48;2;245;245;220m                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"current_meds\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"medication\": \"OTC steroid cream\",\u001b[0m\u001b[48;2;245;245;220m                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"response\": \"moderate\"\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"miscellaneous\": \"patient also suffers from diabetes\"\u001b[0m\u001b[48;2;245;245;220m                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'gender': 'female',\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'age': 100,\u001b[0m\u001b[48;2;240;255;240m                                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -701,7 +772,7 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'symptom': 'slightly scaly', 'affected_area': 'nares'}\u001b[0m\u001b[48;2;240;255;240m                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'current_meds': [\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'medication': 'OTC STEROID CREAM', 'response': 'Moderate'}\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'medication': 'OTC STEROID CREAM', 'response': 'moderate'}\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'miscellaneous': 'patient also suffers from diabetes'\u001b[0m\u001b[48;2;240;255;240m                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -741,7 +812,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -757,7 +828,7 @@
     "        OneLine(on_fail=\"fix\"),\n",
     "    ],\n",
     "    description=\"testmeout\",\n",
-    "    prompt=prompt,\n",
+    "    messages=[{\"role\":\"user\", \"content\": prompt}],\n",
     ")"
    ]
   },
@@ -772,25 +843,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/dev/guardrails/guardrails/validator_service/__init__.py:85: UserWarning: Could not obtain an event loop. Falling back to synchronous validation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
        "
Raw output:\n",
        "Large language models are advanced artificial intelligence systems that can generate human-like text. \n",
-       "They are trained on vast amounts of data to understand and mimic natural language patterns. \n",
-       "These models have the ability to generate coherent and contextually relevant responses to prompts. \n",
-       "\n",
+       "These models are trained on vast amounts of data to understand and mimic natural language patterns. \n",
+       "They have the ability to generate coherent and contextually relevant responses to prompts or questions\n",
        "
\n"
       ],
       "text/plain": [
        "Raw output:\n",
        "Large language models are advanced artificial intelligence systems that can generate human-like text. \n",
-       "They are trained on vast amounts of data to understand and mimic natural language patterns. \n",
-       "These models have the ability to generate coherent and contextually relevant responses to prompts. \n",
-       "\n"
+       "These models are trained on vast amounts of data to understand and mimic natural language patterns. \n",
+       "They have the ability to generate coherent and contextually relevant responses to prompts or questions\n"
       ]
      },
      "metadata": {},
@@ -815,7 +892,6 @@
    "source": [
     "# Wrap the litellm OpenAI API call with the `guard` object\n",
     "raw, validated, *rest = guard(\n",
-    "    litellm.completion,\n",
     "    model=\"gpt-3.5-turbo\",\n",
     "    max_tokens=50,\n",
     "    temperature=0.1,\n",
@@ -837,18 +913,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "
ValidationOutcome(\n",
-       "    call_id='129880225974544',\n",
-       "    raw_llm_output=' questions',\n",
-       "    validation_summaries=None,\n",
-       "    validated_output=' HEY HAVE THE ABILITY TO GENERATE COHERENT AND CONTEXTUALLY RELEVANT RESPONSES TO PROMPTS OR \n",
-       "QUESTIONS',\n",
+       "    call_id='14491466672',\n",
+       "    raw_llm_output=' or',\n",
+       "    validation_summaries=[],\n",
+       "    validated_output=' HEY HAVE THE ABILITY TO GENERATE COHERENT AND CONTEXTUALLY RELEVANT RESPONSES TO PROMPTS \n",
+       "OR',\n",
        "    reask=None,\n",
        "    validation_passed=False,\n",
        "    error=None\n",
@@ -857,11 +933,11 @@
       ],
       "text/plain": [
        "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'129880225974544'\u001b[0m,\n",
-       "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m' questions'\u001b[0m,\n",
-       "    \u001b[33mvalidation_summaries\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m' HEY HAVE THE ABILITY TO GENERATE COHERENT AND CONTEXTUALLY RELEVANT RESPONSES TO PROMPTS OR \u001b[0m\n",
-       "\u001b[32mQUESTIONS'\u001b[0m,\n",
+       "    \u001b[33mcall_id\u001b[0m=\u001b[32m'14491466672'\u001b[0m,\n",
+       "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m' or'\u001b[0m,\n",
+       "    \u001b[33mvalidation_summaries\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n",
+       "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m' HEY HAVE THE ABILITY TO GENERATE COHERENT AND CONTEXTUALLY RELEVANT RESPONSES TO PROMPTS \u001b[0m\n",
+       "\u001b[32mOR'\u001b[0m,\n",
        "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
        "    \u001b[33mvalidation_passed\u001b[0m=\u001b[3;91mFalse\u001b[0m,\n",
        "    \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
@@ -875,7 +951,6 @@
    "source": [
     "# Wrap the litellm OpenAI API call with the `guard` object\n",
     "fragment_generator = guard(\n",
-    "    litellm.completion,\n",
     "    model=\"gpt-3.5-turbo\",\n",
     "    max_tokens=50,\n",
     "    temperature=0.1,\n",
@@ -890,7 +965,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -898,20 +973,24 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Generate a short description of large language models. Each new sentence should be on another line.     │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
+       "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
+       "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
+       "    │ │ │ user │                                                                                              │ │ │\n",
+       "    │ │ │      │ Generate a short description of large language models. Each new sentence should be on        │ │ │\n",
+       "    │ │ │      │ another line.                                                                                │ │ │\n",
+       "    │ │ │      │                                                                                              │ │ │\n",
+       "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ │ Large language models are advanced artificial intelligence systems that can generate human-like text.   │ │\n",
+       "    │ │ These models are trained on vast amounts of text data to understand and mimic human language patterns.  │ │\n",
+       "    │ │ They have the ability to generate coherent and contextually relevant responses to prompts or            │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ 'LARGE LANGUAGE MODELS ARE ADVANCED ARTIFICIAL INTELLIGENCE SYSTEMS THAT CAN GENERATE HUMAN-LIKE TEXT.  │ │\n",
-       "    │ │ HEY HAVE THE ABILITY TO GENERATE COHERENT AND CONTEXTUALLY RELEVANT RESPONSES TO PROMPTS OR QUESTIONS'  │ │\n",
+       "    │ │ HEY HAVE THE ABILITY TO GENERATE COHERENT AND CONTEXTUALLY RELEVANT RESPONSES TO PROMPTS OR'            │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\n"
@@ -919,20 +998,24 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m Prompt \u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGenerate a short description of large language models. Each new sentence should be on another line.\u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m Message History \u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235muser\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mGenerate a short description of large language models. Each new sentence should be on       \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235manother line.                                                                               \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mLarge language models are advanced artificial intelligence systems that can generate human-like text. \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mThese models are trained on vast amounts of text data to understand and mimic human language patterns. \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mThey have the ability to generate coherent and contextually relevant responses to prompts or\u001b[0m\u001b[48;2;245;245;220m           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m'LARGE LANGUAGE MODELS ARE ADVANCED ARTIFICIAL INTELLIGENCE SYSTEMS THAT CAN GENERATE HUMAN-LIKE TEXT. \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mHEY HAVE THE ABILITY TO GENERATE COHERENT AND CONTEXTUALLY RELEVANT RESPONSES TO PROMPTS OR QUESTIONS'\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mHEY HAVE THE ABILITY TO GENERATE COHERENT AND CONTEXTUALLY RELEVANT RESPONSES TO PROMPTS OR'\u001b[0m\u001b[48;2;240;255;240m           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
@@ -956,7 +1039,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "guard-venv",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -970,7 +1053,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/guardrails_with_chat_models.ipynb b/docs/examples/guardrails_with_chat_models.ipynb
index a9d89d002..0d648c513 100644
--- a/docs/examples/guardrails_with_chat_models.ipynb
+++ b/docs/examples/guardrails_with_chat_models.ipynb
@@ -164,6 +164,16 @@
     "\n",
     "    ${output_schema}\"\"\"\n",
     "    ```\n",
+    "    messages=[\n",
+    "        {\n",
+    "            \"role\":\"system\",\n",
+    "            \"content\":instructions\n",
+    "        },\n",
+    "        {\n",
+    "            \"role\":\"user\",\n",
+    "            \"content\":prompt\n",
+    "        }\n",
+    "    ]\n",
     "\n",
     "=== \"RAIL Spec without user message\"\n",
     "    \n",
@@ -194,6 +204,12 @@
     "    ${output_schema}\n",
     "\n",
     "    ${gr.json_suffix_prompt_v2_wo_none}\"\"\"\n",
+    "    messages=[\n",
+    "        {\n",
+    "            \"role\":\"user\",\n",
+    "            \"content\":prompt\n",
+    "        }\n",
+    "    ]\n",
     "    ```\n",
     "\n",
     "After materialization, the two variations of the RAIL specification will look like this when passed to the LLM (regarless if they were initialized from xml or a Pydantic model):\n",
@@ -201,7 +217,8 @@
     "=== \"RAIL Spec with instruction tag\"\n",
     "\n",
     "    ```xml\n",
-    "    \n",
+    "    \n",
+    "    \n",
     "    You are a helpful assistant only capable of communicating with valid JSON, and no other text.\n",
     "\n",
     "    ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, enter `null`.\n",
@@ -210,10 +227,9 @@
     "    - `` => `{'foo': 'example one'}`\n",
     "    - `` => `{\"bar\": ['STRING ONE', 'STRING TWO', etc.]}`\n",
     "    - `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\n",
-    "    \n",
-    "\n",
-    "\n",
-    "    \n",
+    "    \n",
+    "    \n",
+    "    \n",
     "    Given the following document, answer the following questions. If the answer doesn't exist in the document, enter \n",
     "    `null`.\n",
     "\n",
@@ -224,13 +240,15 @@
     "    Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
     "\n",
     "    ${output_schema}\n",
-    "    \n",
+    "    \n",
+    "    \n",
     "    ```\n",
     "\n",
     "=== \"RAIL Spec without instruction tag\"\n",
     "\n",
     "    ```xml\n",
-    "    \n",
+    "    \n",
+    "    \n",
     "    Given the following document, answer the following questions. If the answer doesn't exist in the document, enter `null`.\n",
     "\n",
     "    ${document}\n",
@@ -245,7 +263,8 @@
     "    - `` => `{'foo': 'example one'}`\n",
     "    - `` => `{\"bar\": ['STRING ONE', 'STRING TWO', etc.]}`\n",
     "    - `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\n",
-    "    \n",
+    "    \n",
+    "    \n",
     "    ```\n",
     "\n",
     "Here's the final RAIL spec as XML:"
diff --git a/docs/examples/input_validation.ipynb b/docs/examples/input_validation.ipynb
index c7535a611..269f59b3a 100644
--- a/docs/examples/input_validation.ipynb
+++ b/docs/examples/input_validation.ipynb
@@ -26,14 +26,14 @@
    "source": [
     "## Input Validation\n",
     "\n",
-    "Guardrails supports validating inputs (prompts, instructions, msg_history) with string validators."
+    "Guardrails supports validating inputs (messages) with string validators."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In XML, specify the validators on the `prompt` or `instructions` tag, as such:"
+    "In XML, specify the validators on the `messages` tag, as such:"
    ]
   },
   {
diff --git a/docs/examples/llamaindex-output-parsing.ipynb b/docs/examples/llamaindex-output-parsing.ipynb
index e69d30ecc..dddfb0fd5 100644
--- a/docs/examples/llamaindex-output-parsing.ipynb
+++ b/docs/examples/llamaindex-output-parsing.ipynb
@@ -361,7 +361,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "litellm",
    "language": "python",
    "name": "python3"
   },
@@ -375,7 +375,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/faq.md b/docs/faq.md
index 53d1caef9..ff3f806b3 100644
--- a/docs/faq.md
+++ b/docs/faq.md
@@ -92,17 +92,21 @@ print(res.validated_output) # Validated outputs
 Make sure that you are escaping the `&` character in your `RAIL` specification. The `&` character has a special meaning in XML, and so you need to escape it with `&`. For example, if you have a prompt like this:
 
 ```xml
-
+
+
     This is a prompt with an & character.
-
+
+
 ```
 
 You need to escape the `&` character like this:
 
 ```xml
-
+
+
     This is a prompt with an & character.
-
+
+
 ```
 
 ## Are validators all model-based? Are they proprietary to Guardrails?
diff --git a/docs/guardrails_ai/faq.md b/docs/guardrails_ai/faq.md
index 5d92c9a44..cdc2d3cd2 100644
--- a/docs/guardrails_ai/faq.md
+++ b/docs/guardrails_ai/faq.md
@@ -5,7 +5,7 @@
 If you see an exception that looks like this
 
 ```
-PromptCallableException: The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `custom_llm_func() got an unexpected keyword argument 'messages'`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string.
+PromptCallableException: The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `custom_llm_func() got an unexpected keyword argument 'messages'`. Make sure that `fn` can be called as a function and returns a string.
 ```
 
 It means that the call to the LLM failed. This is usually triggered for one of the following reasons:
@@ -13,7 +13,7 @@ It means that the call to the LLM failed. This is usually triggered for one of t
 1. An API key is not present or not passed correctly to the LLM
 1. The LLM API was passed arguments it doesn't expect. Our recommendation is to use the LiteLLM standard, and pass arguments that conform to that standard directly in the guard callable. It's helpful as a debugging step to remove all other arguments or to try and use the same arguments in a LiteLLM client directly.
 1. The LLM API is down or experiencing issues. This is usually temporary, and you can use LiteLLM or the LLM client directly to verify if the API is working as expected.
-1. You passed a custom LLM callable, and it either doesn't conform to the expected signature or it throws an error during execution. Make sure that the custom LLM callable can be called as a function that takes in a single prompt string and returns a string.
+1. You passed a custom LLM callable, and it either doesn't conform to the expected signature or it throws an error during execution. Make sure that the custom LLM callable can be called as a function and returns a string.
 
 ## How can I host Guardrails as its own server
 
@@ -73,20 +73,24 @@ print(res.validated_output) # Validated outputs
 
 ## I'm encountering an XMLSyntaxError when creating a `Guard` object from a `RAIL` specification. What should I do?
 
-Make sure that you are escaping the `&` character in your `RAIL` specification. The `&` character has a special meaning in XML, and so you need to escape it with `&`. For example, if you have a prompt like this:
+Make sure that you are escaping the `&` character in your `RAIL` specification. The `&` character has a special meaning in XML, and so you need to escape it with `&`. For example, if you have a message like this:
 
 ```xml
-
+
+
     This is a prompt with an & character.
-
+
+
 ```
 
 You need to escape the `&` character like this:
 
 ```xml
-
+
+
     This is a prompt with an & character.
-
+
+
 ```
 
 ## Are validators all model-based? Are they proprietary to Guardrails?
diff --git a/docs/how_to_guides/continuous_integration_continuous_deployment.md b/docs/how_to_guides/continuous_integration_continuous_deployment.md
index 9530dd8eb..167420533 100644
--- a/docs/how_to_guides/continuous_integration_continuous_deployment.md
+++ b/docs/how_to_guides/continuous_integration_continuous_deployment.md
@@ -58,7 +58,7 @@ A template can also be a local json file with the format above. A config for it
 guardrails create --template chatbot.json
 ```
 
-The validator arguments and entries can be updated manually or programatically. 
+The validator arguments and entries can be updated manually or programmatically. 
 
 For example we could update kwargs to only identify and fix location.
 
diff --git a/docs/how_to_guides/generate_structured_data.md b/docs/how_to_guides/generate_structured_data.md
index 38147189e..23c27203d 100644
--- a/docs/how_to_guides/generate_structured_data.md
+++ b/docs/how_to_guides/generate_structured_data.md
@@ -108,7 +108,7 @@ from transformers import pipeline
 pipe = pipeline("text-generation", "TinyLlama/TinyLlama-1.1B-Chat-v1.0")
 
 # Inference is straightforward:
-out = g(pipe, prompt=prompt).validated_output
+out = g(pipe, messages=[{"role":"user","content":prompt}]).validated_output
 
 # `out` is a dict.  Format it as JSON for readability:
 import json
diff --git a/docs/how_to_guides/llm_api_wrappers.md b/docs/how_to_guides/llm_api_wrappers.md
index d6a0ed658..6d9632953 100644
--- a/docs/how_to_guides/llm_api_wrappers.md
+++ b/docs/how_to_guides/llm_api_wrappers.md
@@ -86,7 +86,7 @@ validated_response = guard(
     model="ollama/llama2",
     max_tokens=500,
     api_base="http://localhost:11434",
-    msg_history=[{"role": "user", "content": "hello"}]
+    messages=[{"role": "user", "content": "hello"}]
 )
 ```
 
@@ -106,7 +106,7 @@ validated_response = guard(
     api_base=os.environ.get("AZURE_OPENAI_API_BASE"),
     api_version="2023-05-15",
     api_key=os.environ.get("AZURE_OPENAI_API_KEY"),
-    msg_history=[{"role": "user", "content": "hello"}]
+    messages=[{"role": "user", "content": "hello"}]
 )
 ```
 
@@ -123,27 +123,22 @@ guard = Guard().use(ProfanityFree())
 
 # Function that takes the prompt as a string and returns the LLM output as string
 def my_llm_api(
-    prompt: Optional[str] = None,
-    instruction: Optional[str] = None,
-    msg_history: Optional[list[dict]] = None,
     **kwargs
 ) -> str:
     """Custom LLM API wrapper.
 
-    At least one of prompt, instruction or msg_history should be provided.
+    At least messages should be provided.
 
     Args:
-        prompt (str): The prompt to be passed to the LLM API
-        instruction (str): The instruction to be passed to the LLM API
-        msg_history (list[dict]): The message history to be passed to the LLM API
+        messages (list[dict]): The message history to be passed to the LLM API
         **kwargs: Any additional arguments to be passed to the LLM API
 
     Returns:
         str: The output of the LLM API
     """
-
+    messages=kwargs.get("messages")
     # Call your LLM API here
-    llm_output = some_llm(prompt, instruction, msg_history, **kwargs)
+    llm_output = some_llm(messages, **kwargs)
 
     return llm_output
 
diff --git a/docs/how_to_guides/use_on_fail_actions.ipynb b/docs/how_to_guides/use_on_fail_actions.ipynb
index 7d04ead8f..aa8ea3312 100644
--- a/docs/how_to_guides/use_on_fail_actions.ipynb
+++ b/docs/how_to_guides/use_on_fail_actions.ipynb
@@ -94,7 +94,7 @@
     "\n",
     "guard = Guard().use(\n",
     "    DetectPII(pii_entities=\"pii\", on_fail=\"exception\"),\n",
-    "    on=\"msg_history\"\n",
+    "    on=\"messages\"\n",
     ")\n",
     "\n",
     "\n",
@@ -102,7 +102,7 @@
     "\n",
     "guard = Guard().use(\n",
     "    DetectPII(pii_entities=\"pii\", on_fail=\"exception\"),\n",
-    "    on=\"msg_history\"\n",
+    "    on=\"messages\"\n",
     ")\n",
     "\n",
     "try:\n",
diff --git a/docs/how_to_guides/using_llms.md b/docs/how_to_guides/using_llms.md
index 51163663b..f085baac2 100644
--- a/docs/how_to_guides/using_llms.md
+++ b/docs/how_to_guides/using_llms.md
@@ -305,20 +305,16 @@ guard = Guard().use(ProfanityFree())
 
 # Function that takes the prompt as a string and returns the LLM output as string
 def my_llm_api(
-    prompt: Optional[str] = None,
     *,
-    instructions: Optional[str] = None,
-    msg_history: Optional[list[dict]] = None,
+    messages: Optional[list[dict]] = None,
     **kwargs
 ) -> str:
     """Custom LLM API wrapper.
 
-    At least one of prompt, instruction or msg_history should be provided.
+    At least one of messages should be provided.
 
     Args:
-        prompt (str): The prompt to be passed to the LLM API
-        instruction (str): The instruction to be passed to the LLM API
-        msg_history (list[dict]): The message history to be passed to the LLM API
+        messages (list[dict]): The message history to be passed to the LLM API
         **kwargs: Any additional arguments to be passed to the LLM API
 
     Returns:
@@ -327,14 +323,14 @@ def my_llm_api(
 
     # Call your LLM API here
     # What you pass to the llm will depend on what arguments it accepts.
-    llm_output = some_llm(prompt, instructions, msg_history, **kwargs)
+    llm_output = some_llm(messages, **kwargs)
 
     return llm_output
 
 # Wrap your LLM API call
 validated_response = guard(
     my_llm_api,
-    prompt="Can you generate a list of 10 things that are not food?",
+    messages=[{"role":"user","content":"Can you generate a list of 10 things that are not food?"}],
     **kwargs,
 )
 ```

From d2df838712d872bdc98e85a37f338cd517bcbfed Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Mon, 14 Oct 2024 09:42:28 -0700
Subject: [PATCH 40/71] last of docs

---
 docs/how_to_guides/instructions.md |   2 +
 docs/how_to_guides/messages.md     |  51 ++++++++++++
 docs/how_to_guides/prompt.md       |   3 +
 docs/how_to_guides/rail.md         | 125 +++++++----------------------
 4 files changed, 86 insertions(+), 95 deletions(-)
 create mode 100644 docs/how_to_guides/messages.md

diff --git a/docs/how_to_guides/instructions.md b/docs/how_to_guides/instructions.md
index 42333455b..e7f31a31e 100644
--- a/docs/how_to_guides/instructions.md
+++ b/docs/how_to_guides/instructions.md
@@ -1,5 +1,7 @@
 # `Instructions` Element
 
+**Note**: Instructions element support has been dropped in 0.6.0 in support of [messages](./messages).
+
 The `` element is passed to the LLM as secondary input. Different model may use these differently. For example, chat models may receive instructions in the system-prompt.
 
 ## 📚 Components of an Instructions Element
diff --git a/docs/how_to_guides/messages.md b/docs/how_to_guides/messages.md
new file mode 100644
index 000000000..9e920c40f
--- /dev/null
+++ b/docs/how_to_guides/messages.md
@@ -0,0 +1,51 @@
+# `Messages` Element
+
+The `` element contains instructions and the query that describes the high level task.
+
+## 📚 Components of a Prompt Element
+
+In addition to the high level task description, messages also contains the following:
+
+| Component         | Syntax                   | Description                                                                                                                                                                                                                                                                                                                             |
+|-------------------|--------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| Variables         | `${variable_name}`        | These are provided by the user at runtime, and substituted in the prompt.                                                                                                                                                                                                                                                               |
+| Output Schema     | `${output_schema}`      | This is the schema of the expected output, and is compiled based on the  `output` element.  For more information on how the output schema is compiled for the prompt, check out [`output` element compilation](/docs/concepts/output/#adding-compiled-output-element-to-prompt).                                                                    |
+| Prompt Primitives | `${gr.prompt_primitive_name}` | These are pre-constructed prompts that are useful for common tasks. E.g., some primitives may contain information that helps the LLM understand the output schema better.  To see the full list of prompt primitives, check out [`guardrails/constants.xml`](https://github.com/guardrails-ai/guardrails/blob/main/guardrails/constants.xml). |
+
+```xml
+
+
+
+
+You are a helpful assistant only capable of communicating with valid JSON, and no other text.
+
+
+
+Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'.
+
+${document} 
+
+
+${gr.xml_prefix_prompt}  
+
+
+${output_schema}  
+
+
+${gr.json_suffix_prompt}  
+
+
+
+```
+
+1. The instructions element contains high level background information for the LLM containing textual context and constraints.
+2. The prompt contains high level task information.
+3. The variable `${document}` is provided by the user at runtime.
+4. `${gr.xml_prefix_prompt}` is a prompt primitive provided by guardrails. It is equivalent to typing the following lines in the prompt: `Given below is XML that describes the information to extract from this document and the tags to extract it into.`
+5. `${output_schema}` is the output schema and contains information about , which is compiled based on the `output` element.
+6. `${gr.json_suffix_prompt}` is a prompt primitive provided by guardrails. It is equivalent to typing the following lines in the prompt:
+```
+ONLY return a valid JSON object (no other text is necessary). The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, enter `null`.
+```
+
+The messages element is made up of message elements with role attributes. Messages with the role system are intended to be system level prompt. Messages with the role assistant are intended to be messages from the llm to be repassed to itself as additional context and history. Messages with role user are input from the user and also convey history of the conversation.
\ No newline at end of file
diff --git a/docs/how_to_guides/prompt.md b/docs/how_to_guides/prompt.md
index 28c02152f..501f5738a 100644
--- a/docs/how_to_guides/prompt.md
+++ b/docs/how_to_guides/prompt.md
@@ -1,5 +1,8 @@
 # `Prompt` Element
 
+
+**Note**: Prompt element support has been dropped in 0.6.0 in support of [messages](./messages).
+
 The `` element contains the query that describes the high level task.
 
 ## 📚 Components of a Prompt Element
diff --git a/docs/how_to_guides/rail.md b/docs/how_to_guides/rail.md
index 68d4db21f..7d9d537e2 100644
--- a/docs/how_to_guides/rail.md
+++ b/docs/how_to_guides/rail.md
@@ -78,15 +78,17 @@ Let's see an example of an `RAIL` specification in action:
 
 
 
- 
+ 
+
 ...
-
+
+
 
 
 ```
 
 1. The `output` element contains the structure of the expected output of the LLM. It contains the spec for the overall structure of the LLM output, type info for each field, and the quality criteria for each field and the corrective action to be taken in case quality criteria is not met.
-2. The `prompt` element contains the high level instructions that are sent to the LLM. Check out the [RAIL Prompt](#components-of-a-prompt-element) page for more details.
+2. The `messages` element contains the high level instructions that are sent to the LLM. Check out the [RAIL Prompt](#components-of-a-message-element) page for more details.
 
 ## 📖 How to use `RAIL` in Guardrails?
 
@@ -110,125 +112,58 @@ _, validated_output, *rest = guard(
 1. A `Guard` object is created from a `RAIL` specification. This object manages the validation and correction of the output of the LLM, as well as the prompt that is sent to the LLM.
 2. Wrap the LLM API call (`openai.Completion.create`) with the `Guard` object, and add any additional arguments that you want to pass to the LLM API call. Instead of returning the raw text object, the `Guard` object will return a JSON object that is validated and corrected according to the `RAIL` specification.
 
-# `Instructions` Element
+# `Messages` Element
 
-The `` element is passed to the LLM as secondary input. Different model may use these differently. For example, chat models may receive instructions in the system-prompt.
+The `` element contains instructions and the query that describes the high level task.
 
-## Components of an Instructions Element
+## 📚 Components of a Prompt Element
 
-In addition to any static text describing the context of the task, instructions can also contain any of the following:
-
-| Component         | Syntax                   | Description                                                                                                                                                                                                                                                                                                                             |
-|-------------------|--------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| Variables         | `${variable_name}`        | These are provided by the user at runtime, and substituted in the instructions.                                                                                                                                                                                                                                                             |
-| Output Schema     | `${output_schema}`      | This is the schema of the expected output, and is compiled based on the  `output` element.  For more information on how the output schema is compiled for the instructions, check out [`output` element compilation](#adding-compiled-output-element-to-prompt)                                                                    |
-| Prompt Primitives | `${gr.prompt_primitive_name}` | These are pre-constructed blocks of text that are useful for common tasks. E.g., some primitives may contain information that helps the LLM understand the output schema better.  To see the full list of prompt primitives, check out [`guardrails/constants.xml`](https://github.com/guardrails-ai/guardrails/blob/main/guardrails/constants.xml). |
-
-
-Here's an example of how you could compose instructions using RAIL xml:
-```xml
-
-
-
-You are a helpful assistant only capable of communicating with valid JSON, and no other text.
-
-${gr.json_suffix_prompt_examples}  
-
-
-```
-
-1. The instructions element contains high level background information for the LLM containing textual context and constraints.
-2. `${gr.json_suffix_prompt_examples}` is a prompt primitive provided by guardrails. It is equivalent to typing the following lines in the instructions:
-````
-ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, enter `null`.
-
-Here are examples of simple (XML, JSON) pairs that show the expected behavior:
-- ``]]> => `{'foo': 'example one'}`
-- `]]>` => `{"bar": ['STRING ONE', 'STRING TWO', etc.]}`
-- `
]]>` => `{'baz': {'foo': 'Some String', 'index': 1}}`
-````
-
-Or if you prefer Pydantic:
-```py
-# 
-instructions = """You are a helpful assistant only capable of communicating with valid JSON, and no other text.
-
-    ${gr.json_suffix_prompt_examples}""" # 
-```
-
-
-1. The instructions element contains high level background information for the LLM containing textual context and constraints.
-2. `${gr.json_suffix_prompt_examples}` is a prompt primitive provided by guardrails. It is equivalent to typing the following lines in the instructions:
-````
-ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, enter `null`.
-
-Here are examples of simple (XML, JSON) pairs that show the expected behavior:
-- ``]]> => `{'foo': 'example one'}`
-- `]]>` => `{"bar": ['STRING ONE', 'STRING TWO', etc.]}`
-- `
]]>` => `{'baz': {'foo': 'Some String', 'index': 1}}`
-````
-
-When either of the above are compiled, it would looks like this:
-```
-You are a helpful assistant only capable of communicating with valid JSON, and no other text.
-
-ONLY return a valid JSON object (no other text is necessary).
-The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types.
-Be correct and concise. If you are unsure anywhere, enter `null`.
-
-Here are examples of simple (XML, JSON) pairs that show the expected behavior:
-- `` => `{'foo': 'example one'}`
-- `` => `{"bar": ['STRING ONE', 'STRING TWO', etc.]}`
-- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`
-```
-
-
-For an example of using instructions alongside a prompt see [this example for using chat models](/docs/examples/guardrails_with_chat_models).
-
-# `Prompt` Element
-
-The `` element contains the query that describes the high level task.
-
-## Components of a Prompt Element
-
-In addition to the high level task description, the prompt also contains the following:
+In addition to the high level task description, messages also contains the following:
 
 | Component         | Syntax                   | Description                                                                                                                                                                                                                                                                                                                             |
 |-------------------|--------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
 | Variables         | `${variable_name}`        | These are provided by the user at runtime, and substituted in the prompt.                                                                                                                                                                                                                                                               |
-| Output Schema     | `${output_schema}`      | This is the schema of the expected output, and is compiled based on the  `output` element.  For more information on how the output schema is compiled for the prompt, check out [`output` element compilation](#adding-compiled-output-element-to-prompt).                                                                    |
+| Output Schema     | `${output_schema}`      | This is the schema of the expected output, and is compiled based on the  `output` element.  For more information on how the output schema is compiled for the prompt, check out [`output` element compilation](/docs/concepts/output/#adding-compiled-output-element-to-prompt).                                                                    |
 | Prompt Primitives | `${gr.prompt_primitive_name}` | These are pre-constructed prompts that are useful for common tasks. E.g., some primitives may contain information that helps the LLM understand the output schema better.  To see the full list of prompt primitives, check out [`guardrails/constants.xml`](https://github.com/guardrails-ai/guardrails/blob/main/guardrails/constants.xml). |
 
 ```xml
 
-
+
+
 
+You are a helpful assistant only capable of communicating with valid JSON, and no other text.
+
+
+
 Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'.
 
-${document} 
-
+${document} 
 
-${gr.xml_prefix_prompt}  
 
+${gr.xml_prefix_prompt}  
 
-${output_schema}  
 
+${output_schema}  
 
-${gr.json_suffix_prompt}  
 
-
+${gr.json_suffix_prompt}  
+
+
 
 ```
 
-1. The prompt contains high level task information.
-2. The variable `${document}` is provided by the user at runtime.
-3. `${gr.xml_prefix_prompt}` is a prompt primitive provided by guardrails. It is equivalent to typing the following lines in the prompt: `Given below is XML that describes the information to extract from this document and the tags to extract it into.`
-4. `${output_schema}` is the output schema and contains information about , which is compiled based on the `output` element.
-5. `${gr.json_suffix_prompt}` is a prompt primitive provided by guardrails. It is equivalent to typing the following lines in the prompt:
+1. The instructions element contains high level background information for the LLM containing textual context and constraints.
+2. The prompt contains high level task information.
+3. The variable `${document}` is provided by the user at runtime.
+4. `${gr.xml_prefix_prompt}` is a prompt primitive provided by guardrails. It is equivalent to typing the following lines in the prompt: `Given below is XML that describes the information to extract from this document and the tags to extract it into.`
+5. `${output_schema}` is the output schema and contains information about , which is compiled based on the `output` element.
+6. `${gr.json_suffix_prompt}` is a prompt primitive provided by guardrails. It is equivalent to typing the following lines in the prompt:
 ```
 ONLY return a valid JSON object (no other text is necessary). The JSON MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, enter `null`.
 ```
 
+The messages element is made up of message elements with role attributes. Messages with the role system are intended to be system level prompt. Messages with the role assistant are intended to be messages from the llm to be repassed to itself as additional context and history. Messages with role user are input from the user and also convey history of the conversation.
+
 # `Output` Element
 
 The `...` element of a `RAIL` spec is used to give precise specification of the expected output of the LLM. It specifies

From 95e276708db3efca22e5f29c81390e46c7ee2650 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Thu, 17 Oct 2024 14:15:47 -0700
Subject: [PATCH 41/71] update more docs and start migration guide

---
 .../guardrails_with_chat_models.ipynb         |  56 ++--------
 docs/guardrails_server_api.md                 | 101 +++++-------------
 docs/migration_guides/0-6-migration.md        |  93 ++++++++++++++++
 3 files changed, 129 insertions(+), 121 deletions(-)
 create mode 100644 docs/migration_guides/0-6-migration.md

diff --git a/docs/examples/guardrails_with_chat_models.ipynb b/docs/examples/guardrails_with_chat_models.ipynb
index 0d648c513..b669f8e58 100644
--- a/docs/examples/guardrails_with_chat_models.ipynb
+++ b/docs/examples/guardrails_with_chat_models.ipynb
@@ -21,10 +21,7 @@
       "✅Successfully installed guardrails/one_line!\n",
       "\n",
       "\n",
-      "Requirement already satisfied: pypdfium2 in /Users/dtam/.pyenv/versions/3.12.1/lib/python3.12/site-packages (4.30.0)\n",
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
+      "Requirement already satisfied: pypdfium2 in /Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages (4.30.0)\n",
       "Note: you may need to restart the kernel to use updated packages.\n"
      ]
     }
@@ -62,49 +59,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/dtam/.pyenv/versions/3.12.3/envs/litellm/lib/python3.12/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
-      "  warnings.warn(\"get_text_range() call with default params will be implicitly redirected to get_text_bounded()\")\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "
Chase Credit Card Document:\n",
-       "\n",
-       "2/25/23, 7:59 PM about:blank\n",
-       "about:blank 1/4\n",
-       "PRICING INFORMATION\n",
-       "INTEREST RATES AND INTEREST CHARGES\n",
-       "Purchase Annual\n",
-       "Percentage Rate (APR) 0% Intro APR for the first 18 months that your Account is open.\n",
-       "After that, 19.49%. This APR will vary with the market based on the Prim\n",
-       "...\n",
-       "
\n"
-      ],
-      "text/plain": [
-       "Chase Credit Card Document:\n",
-       "\n",
-       "\u001b[1;36m2\u001b[0m/\u001b[1;36m25\u001b[0m/\u001b[1;36m23\u001b[0m, \u001b[1;92m7:59\u001b[0m PM about:blank\n",
-       "about:blank \u001b[1;36m1\u001b[0m/\u001b[1;36m4\u001b[0m\n",
-       "PRICING INFORMATION\n",
-       "INTEREST RATES AND INTEREST CHARGES\n",
-       "Purchase Annual\n",
-       "Percentage Rate \u001b[1m(\u001b[0mAPR\u001b[1m)\u001b[0m \u001b[1;36m0\u001b[0m% Intro APR for the first \u001b[1;36m18\u001b[0m months that your Account is open.\n",
-       "After that, \u001b[1;36m19.49\u001b[0m%. This APR will vary with the market based on the Prim\n",
-       "\u001b[33m...\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import guardrails as gd\n",
     "from rich import print\n",
@@ -149,6 +106,7 @@
     "    ```\n",
     "\n",
     "=== \"Pydantic with messages\"\n",
+    "\n",
     "    ```py\n",
     "    instructions = \"\"\"You are a helpful assistant only capable of communicating with valid JSON, and no other text.\n",
     "\n",
@@ -163,7 +121,7 @@
     "    ${gr.xml_prefix_prompt}\n",
     "\n",
     "    ${output_schema}\"\"\"\n",
-    "    ```\n",
+    "    \n",
     "    messages=[\n",
     "        {\n",
     "            \"role\":\"system\",\n",
@@ -174,6 +132,7 @@
     "            \"content\":prompt\n",
     "        }\n",
     "    ]\n",
+    "    ```\n",
     "\n",
     "=== \"RAIL Spec without user message\"\n",
     "    \n",
@@ -194,6 +153,7 @@
     "    ```\n",
     "\n",
     "=== \"Pydantic without instructions\"\n",
+    "\n",
     "    ```py\n",
     "    prompt = \"\"\"Given the following document, answer the following questions. If the answer doesn't exist in the document, enter `null`.\n",
     "\n",
@@ -325,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/guardrails_server_api.md b/docs/guardrails_server_api.md
index 50d6f41ce..0439cfba5 100644
--- a/docs/guardrails_server_api.md
+++ b/docs/guardrails_server_api.md
@@ -85,7 +85,7 @@ ApiKeyAuth, BearerAuth
     "validators": [
       {
         "id": "string",
-        "on": "prompt",
+        "on": "messages",
         "onFail": "exception",
         "args": [
           true
@@ -186,9 +186,7 @@ ApiKeyAuth, BearerAuth
         "inputs": {
           "llmApi": "string",
           "llmOutput": "string",
-          "instructions": "string",
-          "prompt": "string",
-          "msgHistory": [
+          "messages": [
             {
               "property1": null,
               "property2": null
@@ -241,7 +239,7 @@ Status Code **200**
 |»» validators|[allOf]|false|none|none|
 |»»» ValidatorReference|[ValidatorReference](#schemavalidatorreference)|false|none|none|
 |»»»» id|string|true|none|The unique identifier for this Validator.  Often the hub id; e.g. guardrails/regex_match|
-|»»»» on|any|false|none|A reference to the property this validator should be applied against.  Can be a valid JSON path or a meta-property such as "prompt" or "output"|
+|»»»» on|any|false|none|A reference to the property this validator should be applied against.  Can be a valid JSON path or a meta-property such as "messages" or "output"|
 
 *anyOf*
 
@@ -408,9 +406,7 @@ Status Code **200**
 |»»»»»» inputs|[inputs](#schemainputs)|false|none|none|
 |»»»»»»» llmApi|string|false|none|The LLM resource targeted by the user. e.g. openai.chat.completions.create|
 |»»»»»»» llmOutput|string|false|none|The string output from an external LLM call provided by the user via Guard.parse.|
-|»»»»»»» instructions|string|false|none|The instructions for chat models.|
-|»»»»»»» prompt|string|false|none|The prompt for the LLM.|
-|»»»»»»» msgHistory|[object]|false|none|The message history for chat models.|
+|»»»»»»» messages|[object]|false|none|The message history for chat models.|
 |»»»»»»»» **additionalProperties**|any|false|none|none|
 |»»»»»»» promptParams|object|false|none|Parameters to be formatted into the prompt.|
 |»»»»»»»» **additionalProperties**|any|false|none|none|
@@ -666,9 +662,6 @@ Status Code **200**
 
 |Property|Value|
 |---|---|
-|*anonymous*|prompt|
-|*anonymous*|instructions|
-|*anonymous*|msg_history|
 |*anonymous*|messages|
 |*anonymous*|output|
 |onFail|exception|
@@ -710,7 +703,7 @@ ApiKeyAuth, BearerAuth
   "validators": [
     {
       "id": "string",
-      "on": "prompt",
+      "on": "messages",
       "onFail": "exception",
       "args": [
         true
@@ -910,9 +903,7 @@ ApiKeyAuth, BearerAuth
 |»»»»» inputs|body|[inputs](#schemainputs)|false|none|
 |»»»»»» llmApi|body|string|false|The LLM resource targeted by the user. e.g. openai.chat.completions.create|
 |»»»»»» llmOutput|body|string|false|The string output from an external LLM call provided by the user via Guard.parse.|
-|»»»»»» instructions|body|string|false|The instructions for chat models.|
-|»»»»»» prompt|body|string|false|The prompt for the LLM.|
-|»»»»»» msgHistory|body|[object]|false|The message history for chat models.|
+|»»»»»» messages|body|[object]|false|The message history for chat models.|
 |»»»»»»» **additionalProperties**|body|any|false|none|
 |»»»»»» promptParams|body|object|false|Parameters to be formatted into the prompt.|
 |»»»»»»» **additionalProperties**|body|any|false|none|
@@ -1008,9 +999,6 @@ ApiKeyAuth, BearerAuth
 
 |Parameter|Value|
 |---|---|
-|»»»» *anonymous*|prompt|
-|»»»» *anonymous*|instructions|
-|»»»» *anonymous*|msg_history|
 |»»»» *anonymous*|messages|
 |»»»» *anonymous*|output|
 |»»» onFail|exception|
@@ -1048,7 +1036,7 @@ ApiKeyAuth, BearerAuth
   "validators": [
     {
       "id": "string",
-      "on": "prompt",
+      "on": "messages",
       "onFail": "exception",
       "args": [
         true
@@ -1149,9 +1137,7 @@ ApiKeyAuth, BearerAuth
       "inputs": {
         "llmApi": "string",
         "llmOutput": "string",
-        "instructions": "string",
-        "prompt": "string",
-        "msgHistory": [
+        "messages": [
           {
             "property1": null,
             "property2": null
@@ -1221,7 +1207,7 @@ ApiKeyAuth, BearerAuth
   "validators": [
     {
       "id": "string",
-      "on": "prompt",
+      "on": "messages",
       "onFail": "exception",
       "args": [
         true
@@ -1322,9 +1308,7 @@ ApiKeyAuth, BearerAuth
       "inputs": {
         "llmApi": "string",
         "llmOutput": "string",
-        "instructions": "string",
-        "prompt": "string",
-        "msgHistory": [
+        "messages": [
           {
             "property1": null,
             "property2": null
@@ -1385,7 +1369,7 @@ ApiKeyAuth, BearerAuth
   "validators": [
     {
       "id": "string",
-      "on": "prompt",
+      "on": "messages",
       "onFail": "exception",
       "args": [
         true
@@ -1586,9 +1570,7 @@ ApiKeyAuth, BearerAuth
 |»»»»» inputs|body|[inputs](#schemainputs)|false|none|
 |»»»»»» llmApi|body|string|false|The LLM resource targeted by the user. e.g. openai.chat.completions.create|
 |»»»»»» llmOutput|body|string|false|The string output from an external LLM call provided by the user via Guard.parse.|
-|»»»»»» instructions|body|string|false|The instructions for chat models.|
-|»»»»»» prompt|body|string|false|The prompt for the LLM.|
-|»»»»»» msgHistory|body|[object]|false|The message history for chat models.|
+|»»»»»» messages|body|[object]|false|The message history for chat models.|
 |»»»»»»» **additionalProperties**|body|any|false|none|
 |»»»»»» promptParams|body|object|false|Parameters to be formatted into the prompt.|
 |»»»»»»» **additionalProperties**|body|any|false|none|
@@ -1684,9 +1666,6 @@ ApiKeyAuth, BearerAuth
 
 |Parameter|Value|
 |---|---|
-|»»»» *anonymous*|prompt|
-|»»»» *anonymous*|instructions|
-|»»»» *anonymous*|msg_history|
 |»»»» *anonymous*|messages|
 |»»»» *anonymous*|output|
 |»»» onFail|exception|
@@ -1724,7 +1703,7 @@ ApiKeyAuth, BearerAuth
   "validators": [
     {
       "id": "string",
-      "on": "prompt",
+      "on": "messages",
       "onFail": "exception",
       "args": [
         true
@@ -1825,9 +1804,7 @@ ApiKeyAuth, BearerAuth
       "inputs": {
         "llmApi": "string",
         "llmOutput": "string",
-        "instructions": "string",
-        "prompt": "string",
-        "msgHistory": [
+        "messages": [
           {
             "property1": null,
             "property2": null
@@ -1896,7 +1873,7 @@ ApiKeyAuth, BearerAuth
   "validators": [
     {
       "id": "string",
-      "on": "prompt",
+      "on": "messages",
       "onFail": "exception",
       "args": [
         true
@@ -1997,9 +1974,7 @@ ApiKeyAuth, BearerAuth
       "inputs": {
         "llmApi": "string",
         "llmOutput": "string",
-        "instructions": "string",
-        "prompt": "string",
-        "msgHistory": [
+        "messages": [
           {
             "property1": null,
             "property2": null
@@ -2069,9 +2044,7 @@ ApiKeyAuth, BearerAuth
     "inputs": {
       "llmApi": "string",
       "llmOutput": "string",
-      "instructions": "string",
-      "prompt": "string",
-      "msgHistory": [
+      "messages": [
         {
           "property1": null,
           "property2": null
@@ -2125,9 +2098,7 @@ Status Code **200**
 |»»»» inputs|[inputs](#schemainputs)|false|none|none|
 |»»»»» llmApi|string|false|none|The LLM resource targeted by the user. e.g. openai.chat.completions.create|
 |»»»»» llmOutput|string|false|none|The string output from an external LLM call provided by the user via Guard.parse.|
-|»»»»» instructions|string|false|none|The instructions for chat models.|
-|»»»»» prompt|string|false|none|The prompt for the LLM.|
-|»»»»» msgHistory|[object]|false|none|The message history for chat models.|
+|»»»»» messages|[object]|false|none|The message history for chat models.|
 |»»»»»» **additionalProperties**|any|false|none|none|
 |»»»»» promptParams|object|false|none|Parameters to be formatted into the prompt.|
 |»»»»»» **additionalProperties**|any|false|none|none|
@@ -3101,7 +3072,7 @@ continued
   "validators": [
     {
       "id": "string",
-      "on": "prompt",
+      "on": "messages",
       "onFail": "exception",
       "args": [
         true
@@ -3202,9 +3173,7 @@ continued
       "inputs": {
         "llmApi": "string",
         "llmOutput": "string",
-        "instructions": "string",
-        "prompt": "string",
-        "msgHistory": [
+        "messages": [
           {
             "property1": null,
             "property2": null
@@ -3369,9 +3338,7 @@ Information from the LLM response.
 {
   "llmApi": "string",
   "llmOutput": "string",
-  "instructions": "string",
-  "prompt": "string",
-  "msgHistory": [
+  "messages": [
     {
       "property1": null,
       "property2": null
@@ -3425,7 +3392,7 @@ and
 ```json
 {
   "id": "string",
-  "on": "prompt",
+  "on": "messages",
   "onFail": "exception",
   "args": [
     true
@@ -3471,8 +3438,6 @@ continued
 |Property|Value|
 |---|---|
 |*anonymous*|prompt|
-|*anonymous*|instructions|
-|*anonymous*|msg_history|
 |*anonymous*|messages|
 |*anonymous*|output|
 |onFail|exception|
@@ -3981,9 +3946,7 @@ and
 {
   "llmApi": "string",
   "llmOutput": "string",
-  "instructions": "string",
-  "prompt": "string",
-  "msgHistory": [
+  "messages": [
     {
       "property1": null,
       "property2": null
@@ -4012,9 +3975,7 @@ Inputs
 |---|---|---|---|---|
 |llmApi|string|false|none|The LLM resource targeted by the user. e.g. openai.chat.completions.create|
 |llmOutput|string|false|none|The string output from an external LLM call provided by the user via Guard.parse.|
-|instructions|string|false|none|The instructions for chat models.|
-|prompt|string|false|none|The prompt for the LLM.|
-|msgHistory|[object]|false|none|The message history for chat models.|
+|messages|[object]|false|none|The message history for chat models.|
 |» **additionalProperties**|any|false|none|none|
 |promptParams|object|false|none|Parameters to be formatted into the prompt.|
 |» **additionalProperties**|any|false|none|none|
@@ -4318,9 +4279,7 @@ continued
   "inputs": {
     "llmApi": "string",
     "llmOutput": "string",
-    "instructions": "string",
-    "prompt": "string",
-    "msgHistory": [
+    "messages": [
       {
         "property1": null,
         "property2": null
@@ -4433,9 +4392,7 @@ Iteration
   "inputs": {
     "llmApi": "string",
     "llmOutput": "string",
-    "instructions": "string",
-    "prompt": "string",
-    "msgHistory": [
+    "messages": [
       {
         "property1": null,
         "property2": null
@@ -4491,7 +4448,7 @@ Call
   "validators": [
     {
       "id": "string",
-      "on": "prompt",
+      "on": "messages",
       "onFail": "exception",
       "args": [
         true
@@ -4592,9 +4549,7 @@ Call
       "inputs": {
         "llmApi": "string",
         "llmOutput": "string",
-        "instructions": "string",
-        "prompt": "string",
-        "msgHistory": [
+        "messages": [
           {
             "property1": null,
             "property2": null
diff --git a/docs/migration_guides/0-6-migration.md b/docs/migration_guides/0-6-migration.md
new file mode 100644
index 000000000..e77b82884
--- /dev/null
+++ b/docs/migration_guides/0-6-migration.md
@@ -0,0 +1,93 @@
+# Migrating to 0.6.0
+
+## New Features
+
+### Messages support for reask and RAILS
+`Guard.__call` and rails now fully support `reask_messages` as an argument.
+
+### For `Guard.__call`
+```py
+response = guard(
+    messages=[{
+        "role":"user",
+        "content":"tell me a joke"
+    }],
+    reask_messages=[{
+        "role":"system"
+        "content":"your previous joke failed validation can you tell me another joke?"
+    }]
+)
+```
+
+#### For Rail
+```
+
+
+    
+        Given the following document, answer the following questions. If the answer doesn't exist in the document, enter 'None'.
+
+        ${document}
+
+        ${gr.xml_prefix_prompt}
+    
+    
+        ${question}
+    
+
+
+
+    
+        You were asked ${question} and it was not correct can you try again?
+    
+
+
+```
+
+## Improvements
+
+### Per message validation and fix support
+Message validation is now more granular and executed on a per message content basis.
+This allows for on_fix behavior to be fully supported.
+
+## Backwards-incompatible changes
+### Validator onFail default behavior is now exception
+Previously the default behavior for validation failure was noop. This meant developers were required to set it on_fail to exception or check validation_failed
+to know if validation failed. This was unintuitive for new users and led to confusion around if validators were working or not. This new behavior will require 
+exception handling be added or configurations manually to be set to noop if desired. 
+
+### Simplified schema injection behavior
+Previously prompt and instruction suffixes and formatting hints were sometimes automatically injected
+into prompt and instructions if guardrails detected xml or a structured schema being used for output. 
+This caused confusion and unexpected behavior when arguments to llms were being mutated without a developer asking for it.
+Developers will now need to intentionally include Guardrails template variables such as `${gr.complete_xml_suffix_v2}`
+
+### Guardrails Server migration from Flask to FastAPI
+In 0.5.X guard.__call and guard.validate async streaming received support for on_fail="fix" merge and parallelized async validation.
+We have updated the server to use FastAPI which is build on ASGI to be able to fully take advantage of these improvements.
+config.py now fully supports the definition of AsyncGuards and streaming=true as a request argument.
+We recommend the combination of `gunicorn` and `uvicorn.workers.UvicornWorker`s
+
+### Streamlined prompt, instructions and msg_history arguments into messages
+`Guard.__call` prompt, instruction, reask_prompt and reask_instruction arguments have been streamlined into messages and reask_messages
+Instructions should be specified with the role system and prompts with the role user. Any of the out of the box supported llms that require only one text prompt will automatically have the messages converted to one unless a custom callable is being used.
+```
+# version < 0.6.0
+guard(
+    instructions="you are a funny assistant",
+    prompt="tell me a joke"
+)
+
+# version >= 0.6.0
+guard(
+    messages=[
+        {"role":"system", "content":"you are a funny assistant"},
+        {"role":"user", "content":"tell me a joke"}
+    ]
+)
+```
+
+### Removal of guardrails OpenAI, Cohere, Anthropic Callables
+These callables are being removed in favor of support through passing no callable and setting the appropriate api key and model argument. See LINK TO DOCS for more info.
+
+### Prompt no longer a required positional argument on custom callables
+Custom callables will no longer throw an error if the prompt arg is missing in their declaration and guardrails will no longer pass prompt as the first argument. They need to be updated to the messages kwarg to get text input. If a custom callables underlying llm only accepts a single string a helper exists that can compose messages into one otherwise some code to adapt them will be required. 
\ No newline at end of file

From ef2863bdaf47a288a4bbaaacb79369e8d7aed586 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Thu, 17 Oct 2024 14:38:29 -0700
Subject: [PATCH 42/71] fix tests and format

---
 docs/faq.md                                     |  2 +-
 guardrails/classes/history/inputs.py            |  2 +-
 guardrails/run/async_runner.py                  |  2 +-
 guardrails/run/runner.py                        |  2 +-
 tests/integration_tests/test_async_streaming.py | 14 ++++++++++++--
 5 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/docs/faq.md b/docs/faq.md
index ff3f806b3..9cc32301c 100644
--- a/docs/faq.md
+++ b/docs/faq.md
@@ -29,7 +29,7 @@ It means that the call to the LLM failed. This is usually triggered for one of t
 1. An API key is not present or not passed correctly to the LLM
 1. The LLM API was passed arguments it doesn't expect. Our recommendation is to use the LiteLLM standard, and pass arguments that conform to that standard directly in the guard callable. It's helpful as a debugging step to remove all other arguments or to try and use the same arguments in a LiteLLM client directly.
 1. The LLM API is down or experiencing issues. This is usually temporary, and you can use LiteLLM or the LLM client directly to verify if the API is working as expected.
-1. You passed a custom LLM callable, and it either doesn't conform to the expected signature or it throws an error during execution. Make sure that the custom LLM callable can be called as a function that takes in a single prompt string and returns a string.
+1. You passed a custom LLM callable, and it either doesn't conform to the expected signature or it throws an error during execution. Make sure that the custom LLM callable can be called as a function that takes in messages kwarg and returns a string.
 
 ## How can I host Guardrails as its own server
 
diff --git a/guardrails/classes/history/inputs.py b/guardrails/classes/history/inputs.py
index 18ec9114b..2e152fc4b 100644
--- a/guardrails/classes/history/inputs.py
+++ b/guardrails/classes/history/inputs.py
@@ -98,7 +98,7 @@ def to_dict(self) -> Dict[str, Any]:
     @classmethod
     def from_interface(cls, i_inputs: IInputs) -> "Inputs":
         deserialized_messages = None
-        if i_inputs.messages:  # type: ignore
+        if hasattr(i_inputs, "messages") and i_inputs.messages:  # type: ignore
             deserialized_messages = []
             for msg in i_inputs.messages:  # type: ignore
                 ser_msg = {**msg}
diff --git a/guardrails/run/async_runner.py b/guardrails/run/async_runner.py
index 64cc43b51..0f2df99a9 100644
--- a/guardrails/run/async_runner.py
+++ b/guardrails/run/async_runner.py
@@ -296,7 +296,7 @@ async def async_prepare(
         """Prepare by running pre-processing and input validation.
 
         Returns:
-            The instructions, prompt, and message history.
+            The messages.
         """
         prompt_params = prompt_params or {}
         if api is None:
diff --git a/guardrails/run/runner.py b/guardrails/run/runner.py
index 32cd19480..6f495ba27 100644
--- a/guardrails/run/runner.py
+++ b/guardrails/run/runner.py
@@ -75,7 +75,7 @@ class Runner:
     disable_tracer: Optional[bool] = True
 
     # QUESTION: Are any of these init args actually necessary for initialization?
-    # ANSWER: _Maybe_ prompt, instructions, and messages for Prompt initialization
+    # ANSWER: _Maybe_ messages for Prompt initialization
     #   but even that can happen at execution time.
     # TODO: In versions >=0.6.x, remove this class and just execute a Guard functionally
     def __init__(
diff --git a/tests/integration_tests/test_async_streaming.py b/tests/integration_tests/test_async_streaming.py
index cb6fe18c0..a33ae4e80 100644
--- a/tests/integration_tests/test_async_streaming.py
+++ b/tests/integration_tests/test_async_streaming.py
@@ -165,7 +165,12 @@ async def test_async_streaming_fix_behavior_two_validators(mocker):
         max_tokens=10,
         temperature=0,
         stream=True,
-        prompt=prompt,
+        messages=[
+            {
+                "role": "user",
+                "content": prompt,
+            }
+        ],
     )
     text = ""
     original = ""
@@ -211,7 +216,12 @@ async def test_async_streaming_filter_behavior(mocker):
         max_tokens=10,
         temperature=0,
         stream=True,
-        prompt=prompt,
+        messages=[
+            {
+                "role": "user",
+                "content": prompt,
+            }
+        ],
     )
 
     validated = ""

From 58d16ecd1b783fc7872570f6b2ea95d0f7fa2ce6 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Fri, 18 Oct 2024 10:28:19 -0700
Subject: [PATCH 43/71] update some tests

---
 guardrails/llm_providers.py            | 12 ++++++++++--
 tests/integration_tests/test_guard.py  | 10 +++++++---
 tests/unit_tests/test_llm_providers.py |  4 +++-
 3 files changed, 20 insertions(+), 6 deletions(-)

diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py
index d06711be0..3f6972c88 100644
--- a/guardrails/llm_providers.py
+++ b/guardrails/llm_providers.py
@@ -379,7 +379,15 @@ def _invoke_llm(
 
 
 class HuggingFacePipelineCallable(PromptCallableBase):
-    def _invoke_llm(self, prompt: str, pipeline: Any, *args, **kwargs) -> LLMResponse:
+    def _invoke_llm(
+        self,
+        pipeline: Any,
+        *args,
+        messages: Union[
+            list[dict[str, Union[str, Prompt, Instructions]]], MessageHistory
+        ],
+        **kwargs,
+    ) -> LLMResponse:
         try:
             import transformers  # noqa: F401 # type: ignore
         except ImportError:
@@ -400,7 +408,7 @@ def _invoke_llm(self, prompt: str, pipeline: Any, *args, **kwargs) -> LLMRespons
         temperature = kwargs.pop("temperature", None)
         if temperature == 0:
             temperature = None
-
+        prompt = messages_string(messages)
         trace_operation(
             input_mime_type="application/json",
             input_value={
diff --git a/tests/integration_tests/test_guard.py b/tests/integration_tests/test_guard.py
index 0ae7c92ba..7fb99b094 100644
--- a/tests/integration_tests/test_guard.py
+++ b/tests/integration_tests/test_guard.py
@@ -994,7 +994,7 @@ def custom_llm(
     guard = gd.Guard.for_pydantic(Task)
     _, dict_o, *rest = guard(
         custom_llm,
-        prompt="What is the status of this task?",
+        messages=[{"role": "user", "content": "What is the status of this task?"}],
     )
     assert dict_o == {"status": "not started"}
 
@@ -1002,7 +1002,9 @@ def custom_llm(
     guard = gd.Guard.for_pydantic(Task)
     result = guard(
         custom_llm,
-        prompt="What is the status of this task REALLY?",
+        messages=[
+            {"role": "user", "content": "What is the status of this task REALLY?"}
+        ],
         num_reasks=0,
     )
 
@@ -1351,7 +1353,9 @@ def test_guard_for_pydantic_with_mock_hf_pipeline():
 
     pipe = make_mock_pipeline()
     guard = Guard()
-    _ = guard(pipe, prompt="Don't care about the output.")
+    _ = guard(
+        pipe, messages=[{"role": "user", "content": "Don't care about the output."}]
+    )
 
 
 @pytest.mark.skipif(
diff --git a/tests/unit_tests/test_llm_providers.py b/tests/unit_tests/test_llm_providers.py
index a6de294c4..8f35db426 100644
--- a/tests/unit_tests/test_llm_providers.py
+++ b/tests/unit_tests/test_llm_providers.py
@@ -258,7 +258,9 @@ def test_hugging_face_pipeline_callable():
     from guardrails.llm_providers import HuggingFacePipelineCallable
 
     hf_model_callable = HuggingFacePipelineCallable()
-    response = hf_model_callable("Hello", pipeline=pipeline)
+    response = hf_model_callable(
+        pipeline=pipeline, messages=[{"role": "user", "content": "Hello"}]
+    )
 
     assert isinstance(response, LLMResponse) is True
     assert response.output == "Hello there!"

From d3cfed9750dc9f109bf35d10feef4e83ea3ea461 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Fri, 18 Oct 2024 17:28:29 -0400
Subject: [PATCH 44/71] bumped api version

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 76e2a3266..39346d8b2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -57,7 +57,7 @@ opentelemetry-exporter-otlp-proto-http = "^1.24.0"
 guardrails-hub-types = "^0.0.4"
 guardrails-api-client = ">=0.3.8"
 diff-match-patch = "^20230430"
-guardrails-api = ">=0.0.1"
+guardrails-api = ">=0.1.0,<0.2.0"
 mlflow = {version = ">=2.0.1", optional = true}
 uvloop = {version = "^0.20.0", optional = true}
 semver = "^3.0.2"

From 97f34577919829dc2d971933ea868464b72b3a44 Mon Sep 17 00:00:00 2001
From: zsimjee 
Date: Fri, 18 Oct 2024 15:41:17 -0700
Subject: [PATCH 45/71] dep updates

---
 poetry.lock    | 6113 +++++++++++++++++++++++++-----------------------
 pyproject.toml |    4 +-
 2 files changed, 3200 insertions(+), 2917 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index aae967a0a..efddec70b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,99 +1,130 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+
+[[package]]
+name = "aiocache"
+version = "0.12.3"
+description = "multi backend asyncio cache"
+optional = false
+python-versions = "*"
+files = [
+    {file = "aiocache-0.12.3-py2.py3-none-any.whl", hash = "sha256:889086fc24710f431937b87ad3720a289f7fc31c4fd8b68e9f918b9bacd8270d"},
+    {file = "aiocache-0.12.3.tar.gz", hash = "sha256:f528b27bf4d436b497a1d0d1a8f59a542c153ab1e37c3621713cb376d44c4713"},
+]
+
+[package.extras]
+memcached = ["aiomcache (>=0.5.2)"]
+msgpack = ["msgpack (>=0.5.5)"]
+redis = ["redis (>=4.2.0)"]
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.3.5"
+version = "2.4.3"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "aiohappyeyeballs-2.3.5-py3-none-any.whl", hash = "sha256:4d6dea59215537dbc746e93e779caea8178c866856a721c9c660d7a5a7b8be03"},
-    {file = "aiohappyeyeballs-2.3.5.tar.gz", hash = "sha256:6fa48b9f1317254f122a07a131a86b71ca6946ca989ce6326fff54a99a920105"},
+    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.10.2"
+version = "3.10.10"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "aiohttp-3.10.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:95213b3d79c7e387144e9cb7b9d2809092d6ff2c044cb59033aedc612f38fb6d"},
-    {file = "aiohttp-3.10.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1aa005f060aff7124cfadaa2493f00a4e28ed41b232add5869e129a2e395935a"},
-    {file = "aiohttp-3.10.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:eabe6bf4c199687592f5de4ccd383945f485779c7ffb62a9b9f1f8a3f9756df8"},
-    {file = "aiohttp-3.10.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:96e010736fc16d21125c7e2dc5c350cd43c528b85085c04bf73a77be328fe944"},
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 ]
 
 [package.dependencies]
@@ -103,7 +134,7 @@ async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.0,<2.0"
+yarl = ">=1.12.0,<2.0"
 
 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
@@ -124,24 +155,24 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "alabaster"
-version = "0.7.13"
-description = "A configurable sidebar-enabled Sphinx theme"
+version = "0.7.16"
+description = "A light, configurable Sphinx theme"
 optional = true
-python-versions = ">=3.6"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [[package]]
 name = "alembic"
-version = "1.13.2"
+version = "1.13.3"
 description = "A database migration tool for SQLAlchemy."
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -152,20 +183,6 @@ typing-extensions = ">=4"
 [package.extras]
 tz = ["backports.zoneinfo"]
 
-[[package]]
-name = "aniso8601"
-version = "9.0.1"
-description = "A library for parsing ISO 8601 strings."
-optional = true
-python-versions = "*"
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-
-[package.extras]
-dev = ["black", "coverage", "isort", "pre-commit", "pyenchant", "pylint"]
-
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -199,13 +216,13 @@ typing-extensions = ">=4.5,<5"
 
 [[package]]
 name = "anyio"
-version = "4.4.0"
+version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -215,9 +232,9 @@ sniffio = ">=1.1"
 typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (>=0.23)"]
+doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
+trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "appnope"
@@ -306,6 +323,23 @@ types-python-dateutil = ">=2.8.10"
 doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
 test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
 
+[[package]]
+name = "asgiref"
+version = "3.8.1"
+description = "ASGI specs, helper code, and adapters"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "asgiref-3.8.1-py3-none-any.whl", hash = "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47"},
+    {file = "asgiref-3.8.1.tar.gz", hash = "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
+
+[package.extras]
+tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
+
 [[package]]
 name = "asttokens"
 version = "2.4.1"
@@ -351,48 +385,37 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
-version = "2.15.0"
+version = "2.16.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
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+    {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
+    {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
 ]
 
 [package.extras]
 dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-optional = false
-python-versions = "*"
-files = [
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-]
-
 [[package]]
 name = "backports-tarfile"
 version = "1.2.0"
@@ -499,7 +522,7 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 name = "blinker"
 version = "1.8.2"
 description = "Fast, simple object-to-object and broadcast signaling"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
     {file = "blinker-1.8.2-py3-none-any.whl", hash = "sha256:1779309f71bf239144b9399d06ae925637cf6634cf6bd131104184531bf67c01"},
@@ -508,17 +531,17 @@ files = [
 
 [[package]]
 name = "boto3"
-version = "1.34.132"
+version = "1.35.44"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.132-py3-none-any.whl", hash = "sha256:b5d1681a0d8bf255787c8b37f911d706672d5722c9ace5342cd283a3cdb04820"},
-    {file = "boto3-1.34.132.tar.gz", hash = "sha256:3b2964060620f1bbe9574b5f8d3fb2a4e087faacfc6023c24154b184f1b16443"},
+    {file = "boto3-1.35.44-py3-none-any.whl", hash = "sha256:18416d07b41e6094101a44f8b881047dcec6b846dad0b9f83b9bbf2f0cd93d07"},
+    {file = "boto3-1.35.44.tar.gz", hash = "sha256:7f8e8a252458d584d8cf7877c372c4f74ec103356eedf43d2dd9e479f47f3639"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.132,<1.35.0"
+botocore = ">=1.35.44,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -527,13 +550,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.132"
+version = "1.35.44"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "botocore-1.34.132.tar.gz", hash = "sha256:372a6cfce29e5de9bcf8c95af901d0bc3e27d8aa2295fadee295424f95f43f16"},
+    {file = "botocore-1.35.44-py3-none-any.whl", hash = "sha256:55388e80624401d017a9a2b8109afd94814f7e666b53e28fce51375cfa8d9326"},
+    {file = "botocore-1.35.44.tar.gz", hash = "sha256:1fcd97b966ad8a88de4106fe1bd3bbd6d8dadabe99bbd4a6aadcf11cb6c66b39"},
 ]
 
 [package.dependencies]
@@ -545,18 +568,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.20.11)"]
-
-[[package]]
-name = "cachelib"
-version = "0.9.0"
-description = "A collection of cache libraries in the same API interface."
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
+crt = ["awscrt (==0.22.0)"]
 
 [[package]]
 name = "cachetools"
@@ -571,13 +583,13 @@ files = [
 
 [[package]]
 name = "cairocffi"
-version = "1.7.0"
+version = "1.7.1"
 description = "cffi-based cairo bindings for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "cairocffi-1.7.1-py3-none-any.whl", hash = "sha256:9803a0e11f6c962f3b0ae2ec8ba6ae45e957a146a004697a1ac1bbf16b073b3f"},
+    {file = "cairocffi-1.7.1.tar.gz", hash = "sha256:2e48ee864884ec4a3a34bfa8c9ab9999f688286eb714a15a43ec9d068c36557b"},
 ]
 
 [package.dependencies]
@@ -612,74 +624,89 @@ test = ["flake8", "isort", "pytest"]
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
 name = "cffi"
-version = "1.16.0"
+version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
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 [[package]]
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-version = "3.0.0"
+version = "3.1.0"
 description = "Pickler class to extend the standard pickle.Pickler functionality"
 optional = true
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -1018,38 +1070,38 @@ toml = ["tomli"]
 
 [[package]]
 name = "cryptography"
-version = "43.0.1"
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -1062,7 +1114,7 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.1)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "cryptography-vectors (==43.0.3)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -1148,13 +1200,13 @@ databind = ">=4.5.2,<5.0.0"
 
 [[package]]
 name = "databricks-sdk"
-version = "0.31.1"
+version = "0.35.0"
 description = "Databricks SDK for Python (Beta)"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1162,38 +1214,43 @@ google-auth = ">=2.0,<3.0"
 requests = ">=2.28.1,<3"
 
 [package.extras]
-dev = ["autoflake", "databricks-connect", "ipython", "ipywidgets", "isort", "pycodestyle", "pyfakefs", "pytest", "pytest-cov", "pytest-mock", "pytest-rerunfailures", "pytest-xdist", "requests-mock", "wheel", "yapf"]
+dev = ["autoflake", "databricks-connect", "httpx", "ipython", "ipywidgets", "isort", "langchain-openai", "openai", "pycodestyle", "pyfakefs", "pytest", "pytest-cov", "pytest-mock", "pytest-rerunfailures", "pytest-xdist", "requests-mock", "wheel", "yapf"]
 notebook = ["ipython (>=8,<9)", "ipywidgets (>=8,<9)"]
+openai = ["httpx", "langchain-openai", "openai"]
 
 [[package]]
 name = "debugpy"
-version = "1.8.1"
+version = "1.8.7"
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 optional = false
 python-versions = ">=3.8"
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 ]
 
 [[package]]
@@ -1251,13 +1308,13 @@ dev = ["attribution (==1.6.2)", "black (==23.3.0)", "flit (==3.8.0)", "mypy (==1
 
 [[package]]
 name = "distlib"
-version = "0.3.8"
+version = "0.3.9"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -1358,13 +1415,13 @@ test = ["black", "pytest"]
 
 [[package]]
 name = "docutils"
-version = "0.20.1"
+version = "0.21.2"
 description = "Docutils -- Python Documentation Utilities"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [[package]]
@@ -1380,13 +1437,13 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.1"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -1394,13 +1451,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "executing"
-version = "2.0.1"
+version = "2.1.0"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1408,56 +1465,72 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "faiss-cpu"
-version = "1.8.0"
+version = "1.9.0"
 description = "A library for efficient similarity search and clustering of dense vectors."
 optional = true
-python-versions = ">=3.8"
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 name = "faker"
-version = "25.2.0"
+version = "25.9.2"
 description = "Faker is a Python package that generates fake data for you."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 python-dateutil = ">=2.4"
 
+[[package]]
+name = "fastapi"
+version = "0.115.2"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+optional = false
+python-versions = ">=3.8"
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+[package.dependencies]
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+starlette = ">=0.37.2,<0.41.0"
+typing-extensions = ">=4.8.0"
+
+[package.extras]
+all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=2.11.2)", "python-multipart (>=0.0.7)", "uvicorn[standard] (>=0.12.0)"]
+
 [[package]]
 name = "fastcore"
 version = "1.4.2"
@@ -1478,13 +1551,13 @@ dev = ["matplotlib", "nbdev (>=0.2.39)", "numpy", "pandas", "pillow", "torch"]
 
 [[package]]
 name = "fastjsonschema"
-version = "2.19.1"
+version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.extras]
@@ -1510,25 +1583,25 @@ pyyaml = "*"
 
 [[package]]
 name = "filelock"
-version = "3.14.0"
+version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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-testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
-typing = ["typing-extensions (>=4.8)"]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flask"
 version = "3.0.3"
 description = "A simple framework for building complex web applications."
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
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@@ -1547,99 +1620,61 @@ Werkzeug = ">=3.0.0"
 async = ["asgiref (>=3.2)"]
 dotenv = ["python-dotenv"]
 
-[[package]]
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-version = "2.3.0"
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-
-[[package]]
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-[package.dependencies]
-Flask = ">=0.9"
-
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-
 [[package]]
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+version = "4.54.1"
 description = "Tools to manipulate font files"
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 python-versions = ">=3.8"
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 [package.extras]
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+
 [[package]]
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 version = "3.2.0"
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 [package.extras]
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 description = "HTTP/2-based RPC framework"
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-]
-
-[package.extras]
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 description = "Guardrails API"
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 python-versions = "<4,>=3.8"
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 opentelemetry-exporter-otlp-proto-grpc = ">=1.0.0,<2"
 opentelemetry-exporter-otlp-proto-http = ">=1.0.0,<2"
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 opentelemetry-sdk = ">=1.0.0,<2"
 psycopg2-binary = ">=2.9.9,<3"
 referencing = ">=0.35.1,<1"
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+SQLAlchemy = ">=2.0.34"
 typer = ">=0.9.4,<1"
-Werkzeug = ">=3.0.3,<4"
+uvicorn = ">=0.30.6"
 
 [package.extras]
 dev = ["coverage", "gunicorn (>=22.0.0,<23)", "pytest", "pytest-mock", "ruff"]
 
 [[package]]
 name = "guardrails-api-client"
-version = "0.3.8"
+version = "0.3.9"
 description = "Guardrails API Client."
 optional = false
 python-versions = "<4,>=3.8"
 files = [
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 ]
 
 [package.extras]
 dev = ["pyright", "pytest", "pytest-cov", "ruff"]
 
+[[package]]
+name = "guardrails-api-client"
+version = "0.3.13"
+description = "Guardrails API Client."
+optional = false
+python-versions = "<4,>=3.8"
+files = [
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+[package.dependencies]
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+setuptools = ">=21.0.0"
+typing-extensions = ">=4.7.1"
+urllib3 = ">=1.25.3,<2.1.0"
+
+[package.extras]
+dev = ["pyright", "pytest", "pytest-cov", "ruff"]
+
 [[package]]
 name = "guardrails-hub-types"
 version = "0.0.4"
@@ -2183,13 +2266,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.5"
+version = "1.0.6"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2200,17 +2283,17 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.26.0)"]
+trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.27.0"
+version = "0.27.2"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2225,16 +2308,17 @@ brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.19.4"
+version = "0.26.0"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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+    {file = "huggingface_hub-0.26.0-py3-none-any.whl", hash = "sha256:e43b8f36042b2103b48dea822535e08f5f089c4aa7013a067fca7b4ebf7f85a3"},
+    {file = "huggingface_hub-0.26.0.tar.gz", hash = "sha256:524fe9281b015b76aa73ff1a83bf1cbe8cab851c9ac5ae5fcd2a25d5173ce629"},
 ]
 
 [package.dependencies]
@@ -2247,16 +2331,17 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
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 [[package]]
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 [package.extras]
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 [[package]]
 name = "imagesize"
@@ -2414,32 +2399,32 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "6.11.0"
+version = "8.4.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
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+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.4.4"
+version = "6.4.5"
 description = "Read resources from Python packages"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.4.4-py3-none-any.whl", hash = "sha256:dda242603d1c9cd836c3368b1174ed74cb4049ecd209e7a1a0104620c18c5c11"},
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 ]
 
 [package.dependencies]
@@ -2464,29 +2449,15 @@ files = [
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 ]
 
-[[package]]
-name = "intel-openmp"
-version = "2021.4.0"
-description = "Intel OpenMP* Runtime Library"
-optional = true
-python-versions = "*"
-files = [
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-]
-
 [[package]]
 name = "ipykernel"
-version = "6.29.4"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.29.4-py3-none-any.whl", hash = "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da"},
-    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
+    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
+    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
 ]
 
 [package.dependencies]
@@ -2513,60 +2484,58 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.12.3"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.3"
+version = "8.1.5"
 description = "Jupyter interactive widgets"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "ipywidgets-8.1.3-py3-none-any.whl", hash = "sha256:efafd18f7a142248f7cb0ba890a68b96abd4d6e88ddbda483c9130d12667eaf2"},
-    {file = "ipywidgets-8.1.3.tar.gz", hash = "sha256:f5f9eeaae082b1823ce9eac2575272952f40d748893972956dc09700a6392d9c"},
+    {file = "ipywidgets-8.1.5-py3-none-any.whl", hash = "sha256:3290f526f87ae6e77655555baba4f36681c555b8bdbbff430b70e52c34c86245"},
+    {file = "ipywidgets-8.1.5.tar.gz", hash = "sha256:870e43b1a35656a80c18c9503bbf2d16802db1cb487eec6fab27d683381dde17"},
 ]
 
 [package.dependencies]
 comm = ">=0.1.3"
 ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0.11,<3.1.0"
+jupyterlab-widgets = ">=3.0.12,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.11,<4.1.0"
+widgetsnbextension = ">=4.0.12,<4.1.0"
 
 [package.extras]
 test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
@@ -2589,7 +2558,7 @@ arrow = ">=0.15.0"
 name = "itsdangerous"
 version = "2.2.0"
 description = "Safely pass data to untrusted environments and back."
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
     {file = "itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef"},
@@ -2616,39 +2585,43 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-ena
 
 [[package]]
 name = "jaraco-context"
-version = "5.3.0"
+version = "6.0.1"
 description = "Useful decorators and context managers"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jaraco.context-5.3.0-py3-none-any.whl", hash = "sha256:3e16388f7da43d384a1a7cd3452e72e14732ac9fe459678773a3608a812bf266"},
-    {file = "jaraco.context-5.3.0.tar.gz", hash = "sha256:c2f67165ce1f9be20f32f650f25d8edfc1646a8aeee48ae06fb35f90763576d2"},
+    {file = "jaraco.context-6.0.1-py3-none-any.whl", hash = "sha256:f797fc481b490edb305122c9181830a3a5b76d84ef6d1aef2fb9b47ab956f9e4"},
+    {file = "jaraco_context-6.0.1.tar.gz", hash = "sha256:9bae4ea555cf0b14938dc0aee7c9f32ed303aa20a3b73e7dc80111628792d1b3"},
 ]
 
 [package.dependencies]
 "backports.tarfile" = {version = "*", markers = "python_version < \"3.12\""}
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["portend", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["portend", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "jaraco-functools"
-version = "4.0.1"
+version = "4.1.0"
 description = "Functools like those found in stdlib"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jaraco.functools-4.0.1-py3-none-any.whl", hash = "sha256:3b24ccb921d6b593bdceb56ce14799204f473976e2a9d4b15b04d0f2c2326664"},
-    {file = "jaraco_functools-4.0.1.tar.gz", hash = "sha256:d33fa765374c0611b52f8b3a795f8900869aa88c84769d4d1746cd68fb28c3e8"},
+    {file = "jaraco.functools-4.1.0-py3-none-any.whl", hash = "sha256:ad159f13428bc4acbf5541ad6dec511f91573b90fba04df61dafa2a1231cf649"},
+    {file = "jaraco_functools-4.1.0.tar.gz", hash = "sha256:70f7e0e2ae076498e212562325e805204fc092d7b4c17e0e86c959e249701a9d"},
 ]
 
 [package.dependencies]
 more-itertools = "*"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["jaraco.classes", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["jaraco.classes", "pytest (>=6,!=8.1.*)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "jedi"
@@ -2701,6 +2674,88 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
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+]
+
 [[package]]
 name = "jmespath"
 version = "1.0.1"
@@ -2764,13 +2819,13 @@ jsonpointer = ">=1.9"
 
 [[package]]
 name = "jsonpointer"
-version = "2.4"
+version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+python-versions = ">=3.7"
 files = [
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-    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
+    {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
+    {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
 [[package]]
@@ -2786,13 +2841,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.22.0"
+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.22.0-py3-none-any.whl", hash = "sha256:ff4cfd6b1367a40e7bc6411caec72effadd3db0bbe5017de188f2d6108335802"},
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+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
 ]
 
 [package.dependencies]
@@ -2808,21 +2863,24 @@ rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"
 rfc3987 = {version = "*", optional = true, markers = "extra == \"format\""}
 rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
+webcolors = [
+    {version = ">=1.11", optional = true, markers = "extra == \"format\""},
+    {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""},
+]
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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-    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
+    {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
+    {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
 ]
 
 [package.dependencies]
@@ -2830,23 +2888,22 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "jupyter"
-version = "1.0.0"
+version = "1.1.1"
 description = "Jupyter metapackage. Install all the Jupyter components in one go."
 optional = true
 python-versions = "*"
 files = [
-    {file = "jupyter-1.0.0-py2.py3-none-any.whl", hash = "sha256:5b290f93b98ffbc21c0c7e749f054b3267782166d72fa5e3ed1ed4eaf34a2b78"},
-    {file = "jupyter-1.0.0.tar.gz", hash = "sha256:d9dc4b3318f310e34c82951ea5d6683f67bed7def4b259fafbfe4f1beb1d8e5f"},
-    {file = "jupyter-1.0.0.zip", hash = "sha256:3e1f86076bbb7c8c207829390305a2b1fe836d471ed54be66a3b8c41e7f46cc7"},
+    {file = "jupyter-1.1.1-py2.py3-none-any.whl", hash = "sha256:7a59533c22af65439b24bbe60373a4e95af8f16ac65a6c00820ad378e3f7cc83"},
+    {file = "jupyter-1.1.1.tar.gz", hash = "sha256:d55467bceabdea49d7e3624af7e33d59c37fff53ed3a350e1ac957bed731de7a"},
 ]
 
 [package.dependencies]
 ipykernel = "*"
 ipywidgets = "*"
 jupyter-console = "*"
+jupyterlab = "*"
 nbconvert = "*"
 notebook = "*"
-qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
@@ -2958,13 +3015,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.14.1"
+version = "2.14.2"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server-2.14.1-py3-none-any.whl", hash = "sha256:16f7177c3a4ea8fe37784e2d31271981a812f0b2874af17339031dc3510cc2a5"},
-    {file = "jupyter_server-2.14.1.tar.gz", hash = "sha256:12558d158ec7a0653bf96cc272bc7ad79e0127d503b982ed144399346694f726"},
+    {file = "jupyter_server-2.14.2-py3-none-any.whl", hash = "sha256:47ff506127c2f7851a17bf4713434208fc490955d0e8632e95014a9a9afbeefd"},
+    {file = "jupyter_server-2.14.2.tar.gz", hash = "sha256:66095021aa9638ced276c248b1d81862e4c50f292d575920bbe960de1c56b12b"},
 ]
 
 [package.dependencies]
@@ -3059,13 +3116,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.27.2"
+version = "2.27.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = true
 python-versions = ">=3.8"
 files = [
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+    {file = "jupyterlab_server-2.27.3-py3-none-any.whl", hash = "sha256:e697488f66c3db49df675158a77b3b017520d772c6e1548c7d9bcc5df7944ee4"},
+    {file = "jupyterlab_server-2.27.3.tar.gz", hash = "sha256:eb36caca59e74471988f0ae25c77945610b887f777255aa21f8065def9e51ed4"},
 ]
 
 [package.dependencies]
@@ -3085,24 +3142,24 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.11"
+version = "3.0.13"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = true
 python-versions = ">=3.7"
 files = [
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+    {file = "jupyterlab_widgets-3.0.13-py3-none-any.whl", hash = "sha256:e3cda2c233ce144192f1e29914ad522b2f4c40e77214b0cc97377ca3d323db54"},
+    {file = "jupyterlab_widgets-3.0.13.tar.gz", hash = "sha256:a2966d385328c1942b683a8cd96b89b8dd82c8b8f81dda902bb2bc06d46f5bed"},
 ]
 
 [[package]]
 name = "jupytext"
-version = "1.16.2"
+version = "1.16.4"
 description = "Jupyter notebooks as Markdown documents, Julia, Python or R scripts"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "jupytext-1.16.4-py3-none-any.whl", hash = "sha256:76989d2690e65667ea6fb411d8056abe7cd0437c07bd774660b83d62acf9490a"},
+    {file = "jupytext-1.16.4.tar.gz", hash = "sha256:28e33f46f2ce7a41fb9d677a4a2c95327285579b64ca104437c4b9eb1e4174e9"},
 ]
 
 [package.dependencies]
@@ -3114,24 +3171,24 @@ pyyaml = "*"
 tomli = {version = "*", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs (<0.4.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist", "sphinx-gallery (<0.8)"]
+dev = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs (>=1.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist", "sphinx-gallery (<0.8)"]
 docs = ["myst-parser", "sphinx", "sphinx-copybutton", "sphinx-rtd-theme"]
 test = ["pytest", "pytest-randomly", "pytest-xdist"]
 test-cov = ["ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist"]
-test-external = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs (<0.4.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-randomly", "pytest-xdist", "sphinx-gallery (<0.8)"]
+test-external = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs (>=1.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-randomly", "pytest-xdist", "sphinx-gallery (<0.8)"]
 test-functional = ["pytest", "pytest-randomly", "pytest-xdist"]
 test-integration = ["ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-randomly", "pytest-xdist"]
 test-ui = ["calysto-bash"]
 
 [[package]]
 name = "keyring"
-version = "25.2.1"
+version = "25.4.1"
 description = "Store and access your passwords safely."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "keyring-25.4.1-py3-none-any.whl", hash = "sha256:5426f817cf7f6f007ba5ec722b1bcad95a75b27d780343772ad76b17cb47b0bf"},
+    {file = "keyring-25.4.1.tar.gz", hash = "sha256:b07ebc55f3e8ed86ac81dd31ef14e81ace9dd9c3d4b5d77a6e9a2016d0d71a1b"},
 ]
 
 [package.dependencies]
@@ -3144,168 +3201,199 @@ pywin32-ctypes = {version = ">=0.2.0", markers = "sys_platform == \"win32\""}
 SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 completion = ["shtab (>=1.1.0)"]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["pyfakefs", "pytest (>=6,!=8.1.*)"]
+type = ["pygobject-stubs", "pytest-mypy", "shtab", "types-pywin32"]
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.6"
+version = "1.4.7"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = true
 python-versions = ">=3.8"
 files = [
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-[package.extras]
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 requests = ">=2,<3"
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 click = "*"
-ijson = "*"
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 python-dotenv = ">=0.2.0"
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@@ -3314,7 +3402,7 @@ tokenizers = "*"
 
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+proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", "cryptography (>=42.0.5,<43.0.0)", "fastapi (>=0.111.0,<0.112.0)", "fastapi-sso (>=0.10.0,<0.11.0)", "gunicorn (>=22.0.0,<23.0.0)", "orjson (>=3.9.7,<4.0.0)", "pynacl (>=1.5.0,<2.0.0)", "python-multipart (>=0.0.9,<0.0.10)", "pyyaml (>=6.0.1,<7.0.0)", "rq", "uvicorn (>=0.22.0,<0.23.0)"]
 
 [[package]]
 name = "lxml"
@@ -3489,13 +3577,13 @@ gcp = ["cloud-sql-python-connector[pg8000] (>=1.0.0)", "pg8000", "sqlalchemy"]
 
 [[package]]
 name = "markdown"
-version = "3.6"
+version = "3.7"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -3531,71 +3619,72 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
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 ]
 
 [[package]]
@@ -3678,13 +3767,13 @@ traitlets = "*"
 
 [[package]]
 name = "mdit-py-plugins"
-version = "0.4.1"
+version = "0.4.2"
 description = "Collection of plugins for markdown-it-py"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mdit_py_plugins-0.4.1-py3-none-any.whl", hash = "sha256:1020dfe4e6bfc2c79fb49ae4e3f5b297f5ccd20f010187acc52af2921e27dc6a"},
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 ]
 
 [package.dependencies]
@@ -3730,13 +3819,13 @@ files = [
 
 [[package]]
 name = "mkdocs"
-version = "1.6.0"
+version = "1.6.1"
 description = "Project documentation with Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3761,13 +3850,13 @@ min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-imp
 
 [[package]]
 name = "mkdocs-autorefs"
-version = "1.0.1"
+version = "1.2.0"
 description = "Automatically link across pages in MkDocs."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3805,12 +3894,13 @@ files = [
 
 [[package]]
 name = "mkdocs-jupyter"
-version = "0.24.7"
+version = "0.25.1"
 description = "Use Jupyter in mkdocs websites"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -3823,13 +3913,13 @@ pygments = ">2.12.0"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.25"
+version = "9.5.41"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3903,24 +3993,6 @@ files = [
 griffe = ">=0.35"
 mkdocstrings = ">=0.20"
 
-[[package]]
-name = "mkl"
-version = "2021.4.0"
-description = "Intel® oneAPI Math Kernel Library"
-optional = true
-python-versions = "*"
-files = [
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-]
-
-[package.dependencies]
-intel-openmp = "==2021.*"
-tbb = "==2021.*"
-
 [[package]]
 name = "mknotebooks"
 version = "0.8.0"
@@ -3940,13 +4012,13 @@ nbconvert = ">=6.0.0"
 
 [[package]]
 name = "mlflow"
-version = "2.16.0"
+version = "2.17.0"
 description = "MLflow is an open source platform for the complete machine learning lifecycle"
 optional = true
 python-versions = ">=3.8"
 files = [
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+    {file = "mlflow-2.17.0.tar.gz", hash = "sha256:5bb2089b833da48e4a92a9b4cb1cb5fa509a571eb3c603be39f5238b4721e076"},
 ]
 
 [package.dependencies]
@@ -3961,7 +4033,7 @@ Jinja2 = [
 ]
 markdown = ">=3.3,<4"
 matplotlib = "<4"
-mlflow-skinny = "2.16.0"
+mlflow-skinny = "2.17.0"
 numpy = "<3"
 pandas = "<3"
 pyarrow = ">=4.0.0,<18"
@@ -3973,23 +4045,24 @@ waitress = {version = "<4", markers = "platform_system == \"Windows\""}
 [package.extras]
 aliyun-oss = ["aliyunstoreplugin"]
 databricks = ["azure-storage-file-datalake (>12)", "boto3 (>1)", "botocore", "google-cloud-storage (>=1.30.0)"]
-extras = ["azureml-core (>=1.2.0)", "boto3", "botocore", "google-cloud-storage (>=1.30.0)", "kubernetes", "mlserver (>=1.2.0,!=1.3.1,<1.4.0)", "mlserver-mlflow (>=1.2.0,!=1.3.1,<1.4.0)", "prometheus-flask-exporter", "pyarrow", "pysftp", "requests-auth-aws-sigv4", "virtualenv"]
+extras = ["azureml-core (>=1.2.0)", "boto3", "botocore", "google-cloud-storage (>=1.30.0)", "kubernetes", "prometheus-flask-exporter", "pyarrow", "pysftp", "requests-auth-aws-sigv4", "virtualenv"]
 gateway = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "pydantic (>=1.0,<3)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
 genai = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "pydantic (>=1.0,<3)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
 jfrog = ["mlflow-jfrog-plugin"]
-langchain = ["langchain (>=0.1.0,<=0.2.15)"]
+langchain = ["langchain (>=0.1.0,<=0.3.1)"]
+mlserver = ["mlserver (>=1.2.0,!=1.3.1)", "mlserver-mlflow (>=1.2.0,!=1.3.1)"]
 sqlserver = ["mlflow-dbstore"]
 xethub = ["mlflow-xethub"]
 
 [[package]]
 name = "mlflow-skinny"
-version = "2.16.0"
+version = "2.17.0"
 description = "MLflow is an open source platform for the complete machine learning lifecycle"
 optional = true
 python-versions = ">=3.8"
 files = [
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+    {file = "mlflow_skinny-2.17.0-py3-none-any.whl", hash = "sha256:9eff7160f7459e09c01cc5bc2a68fdba7b64adbce069ef6d1013569830569048"},
+    {file = "mlflow_skinny-2.17.0.tar.gz", hash = "sha256:bbb770368e68ffe783a76fa38854618c1411b44bda21eb8b770ca4cc28801299"},
 ]
 
 [package.dependencies]
@@ -4010,23 +4083,24 @@ sqlparse = ">=0.4.0,<1"
 [package.extras]
 aliyun-oss = ["aliyunstoreplugin"]
 databricks = ["azure-storage-file-datalake (>12)", "boto3 (>1)", "botocore", "google-cloud-storage (>=1.30.0)"]
-extras = ["azureml-core (>=1.2.0)", "boto3", "botocore", "google-cloud-storage (>=1.30.0)", "kubernetes", "mlserver (>=1.2.0,!=1.3.1,<1.4.0)", "mlserver-mlflow (>=1.2.0,!=1.3.1,<1.4.0)", "prometheus-flask-exporter", "pyarrow", "pysftp", "requests-auth-aws-sigv4", "virtualenv"]
+extras = ["azureml-core (>=1.2.0)", "boto3", "botocore", "google-cloud-storage (>=1.30.0)", "kubernetes", "prometheus-flask-exporter", "pyarrow", "pysftp", "requests-auth-aws-sigv4", "virtualenv"]
 gateway = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "pydantic (>=1.0,<3)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
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+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "mypy-extensions"
@@ -4294,45 +4373,45 @@ files = [
 
 [[package]]
 name = "networkx"
-version = "3.1"
+version = "3.2.1"
 description = "Python package for creating and manipulating graphs and networks"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
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-developer = ["mypy (>=1.1)", "pre-commit (>=3.2)"]
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-test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
+default = ["matplotlib (>=3.5)", "numpy (>=1.22)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
+developer = ["changelist (==0.4)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
+doc = ["nb2plots (>=0.7)", "nbconvert (<7.9)", "numpydoc (>=1.6)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.14)", "sphinx (>=7)", "sphinx-gallery (>=0.14)", "texext (>=0.6.7)"]
+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"]
+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nh3"
-version = "0.2.17"
+version = "0.2.18"
 description = "Python bindings to the ammonia HTML sanitization library."
 optional = false
 python-versions = "*"
 files = [
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+    {file = "nh3-0.2.18.tar.gz", hash = "sha256:94a166927e53972a9698af9542ace4e38b9de50c34352b962f4d9a7d4c927af4"},
 ]
 
 [[package]]
@@ -4488,56 +4567,61 @@ testing = ["matplotlib", "pytest", "pytest-cov"]
 
 [[package]]
 name = "nvidia-cublas-cu12"
-version = "12.1.3.1"
+version = "12.4.5.8"
 description = "CUBLAS native runtime libraries"
 optional = true
 python-versions = ">=3"
 files = [
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+    {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0f8aa1706812e00b9f19dfe0cdb3999b092ccb8ca168c0db5b8ea712456fd9b3"},
+    {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_x86_64.whl", hash = "sha256:2fc8da60df463fdefa81e323eef2e36489e1c94335b5358bcb38360adf75ac9b"},
+    {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-win_amd64.whl", hash = "sha256:5a796786da89203a0657eda402bcdcec6180254a8ac22d72213abc42069522dc"},
 ]
 
 [[package]]
 name = "nvidia-cuda-cupti-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "CUDA profiling tools runtime libs."
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e"},
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+    {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:79279b35cf6f91da114182a5ce1864997fd52294a87a16179ce275773799458a"},
+    {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:9dec60f5ac126f7bb551c055072b69d85392b13311fcc1bcda2202d172df30fb"},
+    {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:5688d203301ab051449a2b1cb6690fbe90d2b372f411521c86018b950f3d7922"},
 ]
 
 [[package]]
 name = "nvidia-cuda-nvrtc-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "NVRTC native runtime libraries"
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2"},
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+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0eedf14185e04b76aa05b1fea04133e59f465b6f960c0cbf4e37c3cb6b0ea198"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a178759ebb095827bd30ef56598ec182b85547f1508941a3d560eb7ea1fbf338"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:a961b2f1d5f17b14867c619ceb99ef6fcec12e46612711bcec78eb05068a60ec"},
 ]
 
 [[package]]
 name = "nvidia-cuda-runtime-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "CUDA Runtime native Libraries"
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40"},
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+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:09c2e35f48359752dfa822c09918211844a3d93c100a715d79b59591130c5e1e"},
 ]
 
 [[package]]
 name = "nvidia-cudnn-cu12"
-version = "8.9.2.26"
+version = "9.1.0.70"
 description = "cuDNN runtime libraries"
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl", hash = "sha256:5ccb288774fdfb07a7e7025ffec286971c06d8d7b4fb162525334616d7629ff9"},
+    {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl", hash = "sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f"},
+    {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-win_amd64.whl", hash = "sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a"},
 ]
 
 [package.dependencies]
@@ -4545,35 +4629,41 @@ nvidia-cublas-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufft-cu12"
-version = "11.0.2.54"
+version = "11.2.1.3"
 description = "CUFFT native runtime libraries"
 optional = true
 python-versions = ">=3"
 files = [
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+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5dad8008fc7f92f5ddfa2101430917ce2ffacd86824914c82e28990ad7f00399"},
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f083fc24912aa410be21fa16d157fed2055dab1cc4b6934a0e03cba69eb242b9"},
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-win_amd64.whl", hash = "sha256:d802f4954291101186078ccbe22fc285a902136f974d369540fd4a5333d1440b"},
 ]
 
+[package.dependencies]
+nvidia-nvjitlink-cu12 = "*"
+
 [[package]]
 name = "nvidia-curand-cu12"
-version = "10.3.2.106"
+version = "10.3.5.147"
 description = "CURAND native runtime libraries"
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl", hash = "sha256:9d264c5036dde4e64f1de8c50ae753237c12e0b1348738169cd0f8a536c0e1e0"},
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+    {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a88f583d4e0bb643c49743469964103aa59f7f708d862c3ddb0fc07f851e3b8b"},
+    {file = "nvidia_curand_cu12-10.3.5.147-py3-none-win_amd64.whl", hash = "sha256:f307cc191f96efe9e8f05a87096abc20d08845a841889ef78cb06924437f6771"},
 ]
 
 [[package]]
 name = "nvidia-cusolver-cu12"
-version = "11.4.5.107"
+version = "11.6.1.9"
 description = "CUDA solver native runtime libraries"
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl", hash = "sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd"},
-    {file = "nvidia_cusolver_cu12-11.4.5.107-py3-none-win_amd64.whl", hash = "sha256:74e0c3a24c78612192a74fcd90dd117f1cf21dea4822e66d89e8ea80e3cd2da5"},
+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d338f155f174f90724bbde3758b7ac375a70ce8e706d70b018dd3375545fc84e"},
+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl", hash = "sha256:19e33fa442bcfd085b3086c4ebf7e8debc07cfe01e11513cc6d332fd918ac260"},
+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-win_amd64.whl", hash = "sha256:e77314c9d7b694fcebc84f58989f3aa4fb4cb442f12ca1a9bde50f5e8f6d1b9c"},
 ]
 
 [package.dependencies]
@@ -4583,13 +4673,14 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparse-cu12"
-version = "12.1.0.106"
+version = "12.3.1.170"
 description = "CUSPARSE native runtime libraries"
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl", hash = "sha256:f3b50f42cf363f86ab21f720998517a659a48131e8d538dc02f8768237bd884c"},
-    {file = "nvidia_cusparse_cu12-12.1.0.106-py3-none-win_amd64.whl", hash = "sha256:b798237e81b9719373e8fae8d4f091b70a0cf09d9d85c95a557e11df2d8e9a5a"},
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_aarch64.whl", hash = "sha256:9d32f62896231ebe0480efd8a7f702e143c98cfaa0e8a76df3386c1ba2b54df3"},
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"},
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-win_amd64.whl", hash = "sha256:9bc90fb087bc7b4c15641521f31c0371e9a612fc2ba12c338d3ae032e6b6797f"},
 ]
 
 [package.dependencies]
@@ -4597,99 +4688,100 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-nccl-cu12"
-version = "2.20.5"
+version = "2.21.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01"},
-    {file = "nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56"},
+    {file = "nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:8579076d30a8c24988834445f8d633c697d42397e92ffc3f63fa26766d25e0a0"},
 ]
 
 [[package]]
 name = "nvidia-nvjitlink-cu12"
-version = "12.5.40"
+version = "12.4.127"
 description = "Nvidia JIT LTO Library"
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_nvjitlink_cu12-12.5.40-py3-none-manylinux2014_aarch64.whl", hash = "sha256:004186d5ea6a57758fd6d57052a123c73a4815adf365eb8dd6a85c9eaa7535ff"},
-    {file = "nvidia_nvjitlink_cu12-12.5.40-py3-none-manylinux2014_x86_64.whl", hash = "sha256:d9714f27c1d0f0895cd8915c07a87a1d0029a0aa36acaf9156952ec2a8a12189"},
-    {file = "nvidia_nvjitlink_cu12-12.5.40-py3-none-win_amd64.whl", hash = "sha256:c3401dc8543b52d3a8158007a0c1ab4e9c768fcbd24153a48c86972102197ddd"},
+    {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4abe7fef64914ccfa909bc2ba39739670ecc9e820c83ccc7a6ed414122599b83"},
+    {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"},
+    {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:fd9020c501d27d135f983c6d3e244b197a7ccad769e34df53a42e276b0e25fa1"},
 ]
 
 [[package]]
 name = "nvidia-nvtx-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "NVIDIA Tools Extension"
 optional = true
 python-versions = ">=3"
 files = [
-    {file = "nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5"},
-    {file = "nvidia_nvtx_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82"},
+    {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7959ad635db13edf4fc65c06a6e9f9e55fc2f92596db928d169c0bb031e88ef3"},
+    {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:781e950d9b9f60d8241ccea575b32f5105a5baf4c2351cab5256a24869f12a1a"},
+    {file = "nvidia_nvtx_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:641dccaaa1139f3ffb0d3164b4b84f9d253397e38246a4f2f36728b48566d485"},
 ]
 
 [[package]]
 name = "openai"
-version = "1.31.0"
+version = "1.52.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.31.0-py3-none-any.whl", hash = "sha256:82044ee3122113f2a468a1f308a8882324d09556ba5348687c535d3655ee331c"},
-    {file = "openai-1.31.0.tar.gz", hash = "sha256:54ae0625b005d6a3b895db2b8438dae1059cffff0cd262a26e9015c13a29ab06"},
+    {file = "openai-1.52.0-py3-none-any.whl", hash = "sha256:0c249f20920183b0a2ca4f7dba7b0452df3ecd0fa7985eb1d91ad884bc3ced9c"},
+    {file = "openai-1.52.0.tar.gz", hash = "sha256:95c65a5f77559641ab8f3e4c3a050804f7b51d278870e2ec1f7444080bfe565a"},
 ]
 
 [package.dependencies]
 anyio = ">=3.5.0,<5"
 distro = ">=1.7.0,<2"
 httpx = ">=0.23.0,<1"
+jiter = ">=0.4.0,<1"
 pydantic = ">=1.9.0,<3"
 sniffio = "*"
 tqdm = ">4"
-typing-extensions = ">=4.7,<5"
+typing-extensions = ">=4.11,<5"
 
 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.24.0"
+version = "1.27.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_api-1.24.0-py3-none-any.whl", hash = "sha256:0f2c363d98d10d1ce93330015ca7fd3a65f60be64e05e30f557c61de52c80ca2"},
-    {file = "opentelemetry_api-1.24.0.tar.gz", hash = "sha256:42719f10ce7b5a9a73b10a4baf620574fb8ad495a9cbe5c18d76b75d8689c67e"},
+    {file = "opentelemetry_api-1.27.0-py3-none-any.whl", hash = "sha256:953d5871815e7c30c81b56d910c707588000fff7a3ca1c73e6531911d53065e7"},
+    {file = "opentelemetry_api-1.27.0.tar.gz", hash = "sha256:ed673583eaa5f81b5ce5e86ef7cdaf622f88ef65f0b9aab40b843dcae5bef342"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<=7.0"
+importlib-metadata = ">=6.0,<=8.4.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-common"
-version = "1.24.0"
+version = "1.27.0"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_common-1.24.0-py3-none-any.whl", hash = "sha256:e51f2c9735054d598ad2df5d3eca830fecfb5b0bda0a2fa742c9c7718e12f641"},
-    {file = "opentelemetry_exporter_otlp_proto_common-1.24.0.tar.gz", hash = "sha256:5d31fa1ff976cacc38be1ec4e3279a3f88435c75b38b1f7a099a1faffc302461"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.27.0-py3-none-any.whl", hash = "sha256:675db7fffcb60946f3a5c43e17d1168a3307a94a930ecf8d2ea1f286f3d4f79a"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.27.0.tar.gz", hash = "sha256:159d27cf49f359e3798c4c3eb8da6ef4020e292571bd8c5604a2a573231dd5c8"},
 ]
 
 [package.dependencies]
-opentelemetry-proto = "1.24.0"
+opentelemetry-proto = "1.27.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-grpc"
-version = "1.24.0"
+version = "1.27.0"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.24.0-py3-none-any.whl", hash = "sha256:f40d62aa30a0a43cc1657428e59fcf82ad5f7ea8fff75de0f9d9cb6f739e0a3b"},
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.24.0.tar.gz", hash = "sha256:217c6e30634f2c9797999ea9da29f7300479a94a610139b9df17433f915e7baa"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.27.0-py3-none-any.whl", hash = "sha256:56b5bbd5d61aab05e300d9d62a6b3c134827bbd28d0b12f2649c2da368006c9e"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.27.0.tar.gz", hash = "sha256:af6f72f76bcf425dfb5ad11c1a6d6eca2863b91e63575f89bb7b4b55099d968f"},
 ]
 
 [package.dependencies]
@@ -4697,42 +4789,39 @@ deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
 grpcio = ">=1.0.0,<2.0.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.24.0"
-opentelemetry-proto = "1.24.0"
-opentelemetry-sdk = ">=1.24.0,<1.25.0"
-
-[package.extras]
-test = ["pytest-grpc"]
+opentelemetry-exporter-otlp-proto-common = "1.27.0"
+opentelemetry-proto = "1.27.0"
+opentelemetry-sdk = ">=1.27.0,<1.28.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-http"
-version = "1.24.0"
+version = "1.27.0"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_http-1.24.0-py3-none-any.whl", hash = "sha256:25af10e46fdf4cd3833175e42f4879a1255fc01655fe14c876183a2903949836"},
-    {file = "opentelemetry_exporter_otlp_proto_http-1.24.0.tar.gz", hash = "sha256:704c066cc96f5131881b75c0eac286cd73fc735c490b054838b4513254bd7850"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.27.0-py3-none-any.whl", hash = "sha256:688027575c9da42e179a69fe17e2d1eba9b14d81de8d13553a21d3114f3b4d75"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.27.0.tar.gz", hash = "sha256:2103479092d8eb18f61f3fbff084f67cc7f2d4a7d37e75304b8b56c1d09ebef5"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.24.0"
-opentelemetry-proto = "1.24.0"
-opentelemetry-sdk = ">=1.24.0,<1.25.0"
+opentelemetry-exporter-otlp-proto-common = "1.27.0"
+opentelemetry-proto = "1.27.0"
+opentelemetry-sdk = ">=1.27.0,<1.28.0"
 requests = ">=2.7,<3.0"
 
 [[package]]
 name = "opentelemetry-instrumentation"
-version = "0.45b0"
+version = "0.48b0"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation-0.45b0-py3-none-any.whl", hash = "sha256:06c02e2c952c1b076e8eaedf1b82f715e2937ba7eeacab55913dd434fbcec258"},
-    {file = "opentelemetry_instrumentation-0.45b0.tar.gz", hash = "sha256:6c47120a7970bbeb458e6a73686ee9ba84b106329a79e4a4a66761f933709c7e"},
+    {file = "opentelemetry_instrumentation-0.48b0-py3-none-any.whl", hash = "sha256:a69750dc4ba6a5c3eb67986a337185a25b739966d80479befe37b546fc870b44"},
+    {file = "opentelemetry_instrumentation-0.48b0.tar.gz", hash = "sha256:94929685d906380743a71c3970f76b5f07476eea1834abd5dd9d17abfe23cc35"},
 ]
 
 [package.dependencies]
@@ -4741,54 +4830,56 @@ setuptools = ">=16.0"
 wrapt = ">=1.0.0,<2.0.0"
 
 [[package]]
-name = "opentelemetry-instrumentation-flask"
-version = "0.45b0"
-description = "Flask instrumentation for OpenTelemetry"
+name = "opentelemetry-instrumentation-asgi"
+version = "0.48b0"
+description = "ASGI instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation_flask-0.45b0-py3-none-any.whl", hash = "sha256:4a07d1bca110dff0e2ce51a2930df497e90982e3a36e0362272fa5080db7f851"},
-    {file = "opentelemetry_instrumentation_flask-0.45b0.tar.gz", hash = "sha256:70875ad03da6e4e07aada6795c65d6b919024a741f9295aa19a022f7f7afc900"},
+    {file = "opentelemetry_instrumentation_asgi-0.48b0-py3-none-any.whl", hash = "sha256:ddb1b5fc800ae66e85a4e2eca4d9ecd66367a8c7b556169d9e7b57e10676e44d"},
+    {file = "opentelemetry_instrumentation_asgi-0.48b0.tar.gz", hash = "sha256:04c32174b23c7fa72ddfe192dad874954968a6a924608079af9952964ecdf785"},
 ]
 
 [package.dependencies]
-importlib-metadata = ">=4.0"
+asgiref = ">=3.0,<4.0"
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.45b0"
-opentelemetry-instrumentation-wsgi = "0.45b0"
-opentelemetry-semantic-conventions = "0.45b0"
-opentelemetry-util-http = "0.45b0"
-packaging = ">=21.0"
+opentelemetry-instrumentation = "0.48b0"
+opentelemetry-semantic-conventions = "0.48b0"
+opentelemetry-util-http = "0.48b0"
 
 [package.extras]
-instruments = ["flask (>=1.0)"]
+instruments = ["asgiref (>=3.0,<4.0)"]
 
 [[package]]
-name = "opentelemetry-instrumentation-wsgi"
-version = "0.45b0"
-description = "WSGI Middleware for OpenTelemetry"
+name = "opentelemetry-instrumentation-fastapi"
+version = "0.48b0"
+description = "OpenTelemetry FastAPI Instrumentation"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation_wsgi-0.45b0-py3-none-any.whl", hash = "sha256:7a6f9c71b25f5c5e112827540008882f6a9088447cb65745e7f2083749516663"},
-    {file = "opentelemetry_instrumentation_wsgi-0.45b0.tar.gz", hash = "sha256:f53a2a38e6582406e207d404e4c1b859b83bec11a68ad6c7366642d01c873ad0"},
+    {file = "opentelemetry_instrumentation_fastapi-0.48b0-py3-none-any.whl", hash = "sha256:afeb820a59e139d3e5d96619600f11ce0187658b8ae9e3480857dd790bc024f2"},
+    {file = "opentelemetry_instrumentation_fastapi-0.48b0.tar.gz", hash = "sha256:21a72563ea412c0b535815aeed75fc580240f1f02ebc72381cfab672648637a2"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.45b0"
-opentelemetry-semantic-conventions = "0.45b0"
-opentelemetry-util-http = "0.45b0"
+opentelemetry-instrumentation = "0.48b0"
+opentelemetry-instrumentation-asgi = "0.48b0"
+opentelemetry-semantic-conventions = "0.48b0"
+opentelemetry-util-http = "0.48b0"
+
+[package.extras]
+instruments = ["fastapi (>=0.58,<1.0)"]
 
 [[package]]
 name = "opentelemetry-proto"
-version = "1.24.0"
+version = "1.27.0"
 description = "OpenTelemetry Python Proto"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_proto-1.24.0-py3-none-any.whl", hash = "sha256:bcb80e1e78a003040db71ccf83f2ad2019273d1e0828089d183b18a1476527ce"},
-    {file = "opentelemetry_proto-1.24.0.tar.gz", hash = "sha256:ff551b8ad63c6cabb1845ce217a6709358dfaba0f75ea1fa21a61ceddc78cab8"},
+    {file = "opentelemetry_proto-1.27.0-py3-none-any.whl", hash = "sha256:b133873de5581a50063e1e4b29cdcf0c5e253a8c2d8dc1229add20a4c3830ace"},
+    {file = "opentelemetry_proto-1.27.0.tar.gz", hash = "sha256:33c9345d91dafd8a74fc3d7576c5a38f18b7fdf8d02983ac67485386132aedd6"},
 ]
 
 [package.dependencies]
@@ -4796,95 +4887,110 @@ protobuf = ">=3.19,<5.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.24.0"
+version = "1.27.0"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_sdk-1.24.0-py3-none-any.whl", hash = "sha256:fa731e24efe832e98bcd90902085b359dcfef7d9c9c00eb5b9a18587dae3eb59"},
-    {file = "opentelemetry_sdk-1.24.0.tar.gz", hash = "sha256:75bc0563affffa827700e0f4f4a68e1e257db0df13372344aebc6f8a64cde2e5"},
+    {file = "opentelemetry_sdk-1.27.0-py3-none-any.whl", hash = "sha256:365f5e32f920faf0fd9e14fdfd92c086e317eaa5f860edba9cdc17a380d9197d"},
+    {file = "opentelemetry_sdk-1.27.0.tar.gz", hash = "sha256:d525017dea0ccce9ba4e0245100ec46ecdc043f2d7b8315d56b19aff0904fa6f"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.24.0"
-opentelemetry-semantic-conventions = "0.45b0"
+opentelemetry-api = "1.27.0"
+opentelemetry-semantic-conventions = "0.48b0"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.45b0"
+version = "0.48b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_semantic_conventions-0.45b0-py3-none-any.whl", hash = "sha256:a4a6fb9a7bacd9167c082aa4681009e9acdbfa28ffb2387af50c2fef3d30c864"},
-    {file = "opentelemetry_semantic_conventions-0.45b0.tar.gz", hash = "sha256:7c84215a44ac846bc4b8e32d5e78935c5c43482e491812a0bb8aaf87e4d92118"},
+    {file = "opentelemetry_semantic_conventions-0.48b0-py3-none-any.whl", hash = "sha256:a0de9f45c413a8669788a38569c7e0a11ce6ce97861a628cca785deecdc32a1f"},
+    {file = "opentelemetry_semantic_conventions-0.48b0.tar.gz", hash = "sha256:12d74983783b6878162208be57c9effcb89dc88691c64992d70bb89dc00daa1a"},
 ]
 
+[package.dependencies]
+deprecated = ">=1.2.6"
+opentelemetry-api = "1.27.0"
+
 [[package]]
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+
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 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
@@ -5142,24 +5266,24 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "pip"
-version = "24.0"
+version = "24.2"
 description = "The PyPA recommended tool for installing Python packages."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "pkginfo"
-version = "1.11.0"
+version = "1.11.2"
 description = "Query metadata from sdists / bdists / installed packages."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -5167,19 +5291,19 @@ testing = ["pytest", "pytest-cov", "wheel"]
 
 [[package]]
 name = "platformdirs"
-version = "4.2.2"
+version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
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-type = ["mypy (>=1.8)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.11.2)"]
 
 [[package]]
 name = "pluggy"
@@ -5198,13 +5322,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "3.5.0"
+version = "4.0.1"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -5216,13 +5340,13 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prometheus-client"
-version = "0.20.0"
+version = "0.21.0"
 description = "Python client for the Prometheus monitoring system."
 optional = true
 python-versions = ">=3.8"
 files = [
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+    {file = "prometheus_client-0.21.0-py3-none-any.whl", hash = "sha256:4fa6b4dd0ac16d58bb587c04b1caae65b8c5043e85f778f42f5f632f6af2e166"},
+    {file = "prometheus_client-0.21.0.tar.gz", hash = "sha256:96c83c606b71ff2b0a433c98889d275f51ffec6c5e267de37c7a2b5c9aa9233e"},
 ]
 
 [package.extras]
@@ -5230,145 +5354,249 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.46"
+version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
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@@ -5653,30 +5895,30 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
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-version = "2.8.0"
+version = "2.9.0"
 description = "JSON Web Token implementation in Python"
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+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
 tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
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 [package.dependencies]
@@ -5688,13 +5930,13 @@ extra = ["pygments (>=2.12)"]
 
 [[package]]
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+version = "3.2.0"
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+[package.extras]
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+
 [[package]]
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 version = "1.1.334"
@@ -5867,122 +6112,128 @@ files = [
 
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 optional = true
 python-versions = "*"
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 description = "A (partial) reimplementation of pywin32 using ctypes/cffi"
 optional = false
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 [[package]]
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@@ -6162,21 +6392,21 @@ md = ["cmarkgfm (>=0.8.0)"]
 
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 [package.extras]
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 [[package]]
 name = "scipy"
@@ -6827,18 +7078,23 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
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 description = "Easily download, build, install, upgrade, and uninstall Python packages"
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 python-versions = ">=3.8"
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 [[package]]
 name = "shellingham"
@@ -6897,93 +7153,97 @@ files = [
 
 [[package]]
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 [[package]]
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 [package.extras]
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 [[package]]
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 [package.extras]
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+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
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+version = "2.1.0"
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 [package.extras]
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 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
 mssql-pyodbc = ["pyodbc"]
@@ -7190,41 +7460,49 @@ pure-eval = "*"
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-version = "1.12.1"
-description = "Computer algebra system (CAS) in Python"
-optional = true
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-version = "2021.12.0"
-description = "Intel® oneAPI Threading Building Blocks (oneTBB)"
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 [package.extras]
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 [[package]]
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 [package.dependencies]
@@ -7349,247 +7622,235 @@ test = ["pytest", "ruff"]
 
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 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 ftfy = ["ftfy"]
 integrations = ["optuna", "ray[tune] (>=2.7.0)", "sigopt"]
@@ -7662,41 +7922,42 @@ natten = ["natten (>=0.14.6,<0.15.0)"]
 onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "tf2onnx"]
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 ray = ["ray[tune] (>=2.7.0)"]
 retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
+ruff = ["ruff (==0.5.1)"]
 sagemaker = ["sagemaker (>=2.31.0)"]
 sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"]
 serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
 sigopt = ["sigopt"]
 sklearn = ["scikit-learn"]
 speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
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 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
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 description = "A language and compiler for custom Deep Learning operations"
 optional = true
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -7704,8 +7965,8 @@ filelock = "*"
 
 [package.extras]
 build = ["cmake (>=3.20)", "lit"]
-tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)", "torch"]
-tutorials = ["matplotlib", "pandas", "tabulate", "torch"]
+tests = ["autopep8", "flake8", "isort", "llnl-hatchet", "numpy", "pytest", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
 
 [[package]]
 name = "twine"
@@ -7745,59 +8006,52 @@ typing-extensions = ">=3.0.0"
 
 [[package]]
 name = "typer"
-version = "0.9.4"
+version = "0.12.5"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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-    {file = "typer-0.9.4.tar.gz", hash = "sha256:f714c2d90afae3a7929fcd72a3abb08df305e1ff61719381384211c4070af57f"},
+    {file = "typer-0.12.5-py3-none-any.whl", hash = "sha256:62fe4e471711b147e3365034133904df3e235698399bc4de2b36c8579298d52b"},
+    {file = "typer-0.12.5.tar.gz", hash = "sha256:f592f089bedcc8ec1b974125d64851029c3b1af145f04aca64d69410f0c9b722"},
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-shellingham = {version = ">=1.3.0,<2.0.0", optional = true, markers = "extra == \"all\""}
+click = ">=8.0.0"
+rich = ">=10.11.0"
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 typing-extensions = ">=3.7.4.3"
 
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 [[package]]
@@ -8275,121 +8561,118 @@ tomli = ">=2.0.1"
 
 [[package]]
 name = "yarl"
-version = "1.9.4"
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 description = "Yet another URL library"
 optional = false
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+    {file = "yarl-1.15.5-cp39-cp39-win_amd64.whl", hash = "sha256:71730658be0b5de7c570a9795d7404c577b2313c1db370407092c66f70e04ccb"},
+    {file = "yarl-1.15.5-py3-none-any.whl", hash = "sha256:625f31d6650829fba4030b4e7bdb2d69e41510dddfa29a1da27076c199521757"},
+    {file = "yarl-1.15.5.tar.gz", hash = "sha256:8249147ee81c1cf4d1dc6f26ba28a1b9d92751529f83c308ad02164bb93abd0d"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
-version = "3.19.2"
+version = "3.20.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
-    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
+    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
 ]
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [extras]
 anthropic = ["anthropic"]
@@ -8405,4 +8688,4 @@ vectordb = ["faiss-cpu", "numpy"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "97c2443e924bdc7c4cae794518c80bba648efd3144740717e412ebb907f1e092"
+content-hash = "94a1c482c8626f28e65e70b3816e78436d0dfa8cdca23b4f06e627731be7a0e8"
diff --git a/pyproject.toml b/pyproject.toml
index 39346d8b2..5e186345e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "guardrails-ai"
-version = "0.5.12"
+version = "0.6.0-alpha1"
 description = "Adding guardrails to large language models."
 authors = ["Guardrails AI "]
 license = "Apache License 2.0"
@@ -57,7 +57,7 @@ opentelemetry-exporter-otlp-proto-http = "^1.24.0"
 guardrails-hub-types = "^0.0.4"
 guardrails-api-client = ">=0.3.8"
 diff-match-patch = "^20230430"
-guardrails-api = ">=0.1.0,<0.2.0"
+guardrails-api = ">=0.1.0a1,<0.2.0"
 mlflow = {version = ">=2.0.1", optional = true}
 uvloop = {version = "^0.20.0", optional = true}
 semver = "^3.0.2"

From e5ccff3cc60d1fc4316d0fe4f1625b910e6ab8ca Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Mon, 21 Oct 2024 09:45:54 -0700
Subject: [PATCH 46/71] renable history by default

---
 guardrails/guard.py | 29 +++++++++++++++--------------
 1 file changed, 15 insertions(+), 14 deletions(-)

diff --git a/guardrails/guard.py b/guardrails/guard.py
index 85129ee1b..512ae3b92 100644
--- a/guardrails/guard.py
+++ b/guardrails/guard.py
@@ -1113,13 +1113,13 @@ def _single_server_call(self, *, payload: Dict[str, Any]) -> ValidationOutcome[O
                     validation_passed=False,
                     error="The response from the server was empty!",
                 )
-
-            # TODO reenable this when we have history support in
-            # multi-node server environments
-            # guard_history = self._api_client.get_history(
-            #     self.name, validation_output.call_id
-            # )
-            # self.history.extend([Call.from_interface(call) for call in guard_history])
+            if os.environ.get("GUARD_HISTORY_ENABLED", "true").lower() == "true":
+                guard_history = self._api_client.get_history(
+                    self.name, validation_output.call_id
+                )
+                self.history.extend(
+                    [Call.from_interface(call) for call in guard_history]
+                )
 
             validation_summaries = []
             if self.history.last and self.history.last.iterations.last:
@@ -1184,13 +1184,14 @@ def _stream_server_call(
                     )
 
             # TODO reenable this when sever supports multi-node history
-            # if validation_output:
-            #     guard_history = self._api_client.get_history(
-            #         self.name, validation_output.call_id
-            #     )
-            # self.history.extend(
-            #     [Call.from_interface(call) for call in guard_history]
-            # )
+            if os.environ.get("GUARD_HISTORY_ENABLED", "true").lower() == "true":
+                if validation_output:
+                    guard_history = self._api_client.get_history(
+                        self.name, validation_output.call_id
+                    )
+                self.history.extend(
+                    [Call.from_interface(call) for call in guard_history]
+                )
         else:
             raise ValueError("Guard does not have an api client!")
 

From e167a6d77c03c9102214f3192f383c1698433e94 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Mon, 21 Oct 2024 10:41:55 -0700
Subject: [PATCH 47/71] expose messages to prompt helper and finish docs for it

---
 docs/how_to_guides/using_llms.md       |  7 +++----
 docs/migration_guides/0-6-migration.md | 22 +++++++++++++++++++++-
 guardrails/__init__.py                 |  5 ++++-
 guardrails/llm_providers.py            | 21 +++------------------
 guardrails/prompt/__init__.py          |  2 ++
 guardrails/run/__init__.py             |  3 +--
 guardrails/run/utils.py                | 12 ------------
 guardrails/utils/docs_utils.py         | 21 ++++++++++++++++++++-
 guardrails/utils/prompt_utils.py       | 20 +++++++++++++++++++-
 9 files changed, 73 insertions(+), 40 deletions(-)

diff --git a/docs/how_to_guides/using_llms.md b/docs/how_to_guides/using_llms.md
index f085baac2..c8c3b5538 100644
--- a/docs/how_to_guides/using_llms.md
+++ b/docs/how_to_guides/using_llms.md
@@ -306,7 +306,6 @@ guard = Guard().use(ProfanityFree())
 # Function that takes the prompt as a string and returns the LLM output as string
 def my_llm_api(
     *,
-    messages: Optional[list[dict]] = None,
     **kwargs
 ) -> str:
     """Custom LLM API wrapper.
@@ -314,16 +313,16 @@ def my_llm_api(
     At least one of messages should be provided.
 
     Args:
-        messages (list[dict]): The message history to be passed to the LLM API
         **kwargs: Any additional arguments to be passed to the LLM API
 
     Returns:
         str: The output of the LLM API
     """
-
+    messages = kwargs.pop("messages", [])
+    updated_messages = some_message_processing(messages)
     # Call your LLM API here
     # What you pass to the llm will depend on what arguments it accepts.
-    llm_output = some_llm(messages, **kwargs)
+    llm_output = some_llm(updated_messages, **kwargs)
 
     return llm_output
 
diff --git a/docs/migration_guides/0-6-migration.md b/docs/migration_guides/0-6-migration.md
index e77b82884..6d7871553 100644
--- a/docs/migration_guides/0-6-migration.md
+++ b/docs/migration_guides/0-6-migration.md
@@ -90,4 +90,24 @@ guard(
 These callables are being removed in favor of support through passing no callable and setting the appropriate api key and model argument. See LINK TO DOCS for more info.
 
 ### Prompt no longer a required positional argument on custom callables
-Custom callables will no longer throw an error if the prompt arg is missing in their declaration and guardrails will no longer pass prompt as the first argument. They need to be updated to the messages kwarg to get text input. If a custom callables underlying llm only accepts a single string a helper exists that can compose messages into one otherwise some code to adapt them will be required. 
\ No newline at end of file
+Custom callables will no longer throw an error if the prompt arg is missing in their declaration and guardrails will no longer pass prompt as the first argument. They need to be updated to the messages kwarg to get text input. If a custom callables underlying llm only accepts a single string a helper exists that can compose messages into one otherwise some code to adapt them will be required. 
+
+```py
+from guardrails import messages_to_prompt_string
+
+class CustomCallableCallable(PromptCallableBase):
+    def llm_api(
+        self,
+        *args,
+        **kwargs,
+    ) -> str:
+        messages = kwargs.pop("messages", [])
+        prompt = messages_to_prompt_string(messages)
+
+        llm_string_output = some_llm_call_requiring_prompt(
+            prompt,
+            *args,
+            **kwargs,
+        )
+        return llm_string_output
+````
\ No newline at end of file
diff --git a/guardrails/__init__.py b/guardrails/__init__.py
index 6dcb563b7..678ecbaa7 100644
--- a/guardrails/__init__.py
+++ b/guardrails/__init__.py
@@ -4,13 +4,14 @@
 from guardrails.async_guard import AsyncGuard
 from guardrails.llm_providers import PromptCallableBase
 from guardrails.logging_utils import configure_logging
-from guardrails.prompt import Instructions, Prompt
+from guardrails.prompt import Instructions, Prompt, Messages
 from guardrails.utils import constants, docs_utils
 from guardrails.types.on_fail import OnFailAction
 from guardrails.validator_base import Validator, register_validator
 from guardrails.settings import settings
 from guardrails.hub.install import install
 from guardrails.classes.validation_outcome import ValidationOutcome
+from guardrails.utils.prompt_utils import messages_to_prompt_string
 
 __all__ = [
     "Guard",
@@ -22,8 +23,10 @@
     "constants",
     "docs_utils",
     "configure_logging",
+    "messages_to_prompt_string",
     "Prompt",
     "Instructions",
+    "Messages",
     "settings",
     "install",
     "ValidationOutcome",
diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py
index 3f6972c88..fda296d03 100644
--- a/guardrails/llm_providers.py
+++ b/guardrails/llm_providers.py
@@ -31,22 +31,7 @@
 from guardrails.utils.safe_get import safe_get
 from guardrails.telemetry import trace_llm_call, trace_operation
 
-
-# todo fix circular import
-def messages_string(
-    messages: Union[list[dict[str, Union[str, Prompt, Instructions]]], MessageHistory],
-) -> str:
-    messages_copy = ""
-    for msg in messages:
-        content = (
-            msg["content"].source  # type: ignore
-            if isinstance(msg["content"], Prompt)
-            or isinstance(msg["content"], Instructions)  # type: ignore
-            else msg["content"]  # type: ignore
-        )
-        messages_copy += content
-    return messages_copy
-
+from guardrails.utils.prompt_utils import messages_to_prompt_string
 
 ###
 # Synchronous wrappers
@@ -296,7 +281,7 @@ def _invoke_llm(
                 "The `torch` package is not installed. "
                 "Install with `pip install torch`"
             )
-        prompt = messages_string(messages)
+        prompt = messages_to_prompt_string(messages)
         tokenizer = kwargs.pop("tokenizer")
         if not tokenizer:
             raise UserFacingException(
@@ -408,7 +393,7 @@ def _invoke_llm(
         temperature = kwargs.pop("temperature", None)
         if temperature == 0:
             temperature = None
-        prompt = messages_string(messages)
+        prompt = messages_to_prompt_string(messages)
         trace_operation(
             input_mime_type="application/json",
             input_value={
diff --git a/guardrails/prompt/__init__.py b/guardrails/prompt/__init__.py
index 15df888b1..2f111cb32 100644
--- a/guardrails/prompt/__init__.py
+++ b/guardrails/prompt/__init__.py
@@ -1,7 +1,9 @@
 from .instructions import Instructions
 from .prompt import Prompt
+from .messages import Messages
 
 __all__ = [
     "Prompt",
     "Instructions",
+    "Messages",
 ]
diff --git a/guardrails/run/__init__.py b/guardrails/run/__init__.py
index 150ed41ff..981bf17f9 100644
--- a/guardrails/run/__init__.py
+++ b/guardrails/run/__init__.py
@@ -2,7 +2,7 @@
 from guardrails.run.runner import Runner
 from guardrails.run.stream_runner import StreamRunner
 from guardrails.run.async_stream_runner import AsyncStreamRunner
-from guardrails.run.utils import messages_source, messages_string
+from guardrails.run.utils import messages_source
 
 __all__ = [
     "Runner",
@@ -10,5 +10,4 @@
     "StreamRunner",
     "AsyncStreamRunner",
     "messages_source",
-    "messages_string",
 ]
diff --git a/guardrails/run/utils.py b/guardrails/run/utils.py
index d742f6481..6de917ce5 100644
--- a/guardrails/run/utils.py
+++ b/guardrails/run/utils.py
@@ -28,18 +28,6 @@ def messages_source(messages: MessageHistory) -> MessageHistory:
     return messages_copy
 
 
-def messages_string(messages: MessageHistory) -> str:
-    messages_copy = ""
-    for msg in messages:
-        content = (
-            msg["content"].source
-            if isinstance(msg["content"], Prompt)
-            else msg["content"]
-        )
-        messages_copy += content
-    return messages_copy
-
-
 def preprocess_prompt_for_string_output(
     prompt_callable: PromptCallableBase,
     instructions: Optional[Instructions],
diff --git a/guardrails/utils/docs_utils.py b/guardrails/utils/docs_utils.py
index 5305e5e4f..8dd5afafd 100644
--- a/guardrails/utils/docs_utils.py
+++ b/guardrails/utils/docs_utils.py
@@ -1,6 +1,8 @@
 import typing as t
 
-from guardrails.prompt import Prompt
+from guardrails.prompt import Prompt, Instructions
+
+from guardrails.types.inputs import MessageHistory
 
 try:
     import tiktoken
@@ -19,6 +21,23 @@
         nltk.download("punkt")
 
 
+def messages_to_prompt_string(
+    messages: t.Union[
+        list[dict[str, t.Union[str, Prompt, Instructions]]], MessageHistory
+    ],
+) -> str:
+    messages_copy = ""
+    for msg in messages:
+        content = (
+            msg["content"].source  # type: ignore
+            if isinstance(msg["content"], Prompt)
+            or isinstance(msg["content"], Instructions)  # type: ignore
+            else msg["content"]  # type: ignore
+        )
+        messages_copy += content
+    return messages_copy
+
+
 class TextSplitter:
     """Split the docs into chunks with token boundaries."""
 
diff --git a/guardrails/utils/prompt_utils.py b/guardrails/utils/prompt_utils.py
index 9b16fd03e..398a2c85d 100644
--- a/guardrails/utils/prompt_utils.py
+++ b/guardrails/utils/prompt_utils.py
@@ -1,10 +1,13 @@
 import json
 import re
-from typing import Any, Dict
+from typing import Any, Dict, Union
 
 from guardrails.classes.output_type import OutputTypes
 
 from guardrails.types.validator import ValidatorMap
+from guardrails.prompt.prompt import Prompt
+from guardrails.prompt.instructions import Instructions
+from guardrails.types.inputs import MessageHistory
 
 
 def prompt_uses_xml(prompt: str) -> bool:
@@ -47,3 +50,18 @@ def prompt_content_for_schema(
     if output_type == OutputTypes.STRING:
         return prompt_content_for_string_schema(output_schema, validator_map, json_path)
     return json.dumps(output_schema)
+
+
+def messages_to_prompt_string(
+    messages: Union[list[dict[str, Union[str, Prompt, Instructions]]], MessageHistory],
+) -> str:
+    messages_copy = ""
+    for msg in messages:
+        content = (
+            msg["content"].source  # type: ignore
+            if isinstance(msg["content"], Prompt)
+            or isinstance(msg["content"], Instructions)  # type: ignore
+            else msg["content"]  # type: ignore
+        )
+        messages_copy += content
+    return messages_copy

From 7898e76747b9ae364d903e04381e120c8fd773bc Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Mon, 21 Oct 2024 13:47:20 -0700
Subject: [PATCH 48/71] indention

---
 guardrails/guard.py | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/guardrails/guard.py b/guardrails/guard.py
index 512ae3b92..763a5350e 100644
--- a/guardrails/guard.py
+++ b/guardrails/guard.py
@@ -1183,15 +1183,14 @@ def _stream_server_call(
                         validation_passed=(validation_output.validation_passed is True),
                     )
 
-            # TODO reenable this when sever supports multi-node history
             if os.environ.get("GUARD_HISTORY_ENABLED", "true").lower() == "true":
                 if validation_output:
                     guard_history = self._api_client.get_history(
                         self.name, validation_output.call_id
                     )
-                self.history.extend(
-                    [Call.from_interface(call) for call in guard_history]
-                )
+                    self.history.extend(
+                        [Call.from_interface(call) for call in guard_history]
+                    )
         else:
             raise ValueError("Guard does not have an api client!")
 

From 7d7240b81ebbc6e665dcfd02f168699f7ec9417d Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Mon, 21 Oct 2024 13:53:07 -0700
Subject: [PATCH 49/71] fix test out of main

---
 tests/integration_tests/test_async_streaming.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tests/integration_tests/test_async_streaming.py b/tests/integration_tests/test_async_streaming.py
index cb6fe18c0..e09ab47ff 100644
--- a/tests/integration_tests/test_async_streaming.py
+++ b/tests/integration_tests/test_async_streaming.py
@@ -176,8 +176,7 @@ async def test_async_streaming_fix_behavior_two_validators(mocker):
     assert (
         text
         == """, under golden bridges, roams,
- hills, his home.
-dreams of fog, and salty air,
+ hills, his home.dreams of fog, and salty air,
 in his heart, he's always there."""
     )
     assert (

From 60605fa0051faad6f7d4f5955727cf55302f2847 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Mon, 21 Oct 2024 14:43:34 -0700
Subject: [PATCH 50/71] update api client to point to its alpha

---
 poetry.lock    | 293 ++++++++++++++++++++++++-------------------------
 pyproject.toml |   2 +-
 2 files changed, 147 insertions(+), 148 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index eafa419f2..fc01a2bfd 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiocache"
@@ -531,17 +531,17 @@ files = [
 
 [[package]]
 name = "boto3"
-version = "1.35.44"
+version = "1.35.45"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.44-py3-none-any.whl", hash = "sha256:18416d07b41e6094101a44f8b881047dcec6b846dad0b9f83b9bbf2f0cd93d07"},
-    {file = "boto3-1.35.44.tar.gz", hash = "sha256:7f8e8a252458d584d8cf7877c372c4f74ec103356eedf43d2dd9e479f47f3639"},
+    {file = "boto3-1.35.45-py3-none-any.whl", hash = "sha256:f16c7edfcbbeb0a0c22d67d6ebbfcb332fa78d3ea88275e082260ba04fe65347"},
+    {file = "boto3-1.35.45.tar.gz", hash = "sha256:9f4a081e1940846171b51d903000a04322f1356d53225ce1028fc1760a155a70"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.44,<1.36.0"
+botocore = ">=1.35.45,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -550,13 +550,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.44"
+version = "1.35.45"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.44-py3-none-any.whl", hash = "sha256:55388e80624401d017a9a2b8109afd94814f7e666b53e28fce51375cfa8d9326"},
-    {file = "botocore-1.35.44.tar.gz", hash = "sha256:1fcd97b966ad8a88de4106fe1bd3bbd6d8dadabe99bbd4a6aadcf11cb6c66b39"},
+    {file = "botocore-1.35.45-py3-none-any.whl", hash = "sha256:e07e170975721c94ec1e3bf71a484552ad63e2499f769dd14f9f37375b4993fd"},
+    {file = "botocore-1.35.45.tar.gz", hash = "sha256:9a898bfdd6b0027fee2018711192c15c2716bf6a7096b1168bd8a896df3664a1"},
 ]
 
 [package.dependencies]
@@ -993,73 +993,73 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 
 [[package]]
 name = "coverage"
-version = "7.6.3"
+version = "7.6.4"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "coverage-7.6.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6da42bbcec130b188169107ecb6ee7bd7b4c849d24c9370a0c884cf728d8e976"},
-    {file = "coverage-7.6.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c222958f59b0ae091f4535851cbb24eb57fc0baea07ba675af718fb5302dddb2"},
-    {file = "coverage-7.6.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ab84a8b698ad5a6c365b08061920138e7a7dd9a04b6feb09ba1bfae68346ce6d"},
-    {file = "coverage-7.6.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:70a6756ce66cd6fe8486c775b30889f0dc4cb20c157aa8c35b45fd7868255c5c"},
-    {file = "coverage-7.6.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3c2e6fa98032fec8282f6b27e3f3986c6e05702828380618776ad794e938f53a"},
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@@ -2298,13 +2298,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
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-version = "0.26.0"
+version = "0.26.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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@@ -3364,13 +3364,13 @@ requests-toolbelt = ">=1.0.0,<2.0.0"
 
 [[package]]
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-version = "1.49.7"
+version = "1.50.1"
 description = "Library to easily interface with LLM API providers"
 optional = false
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
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 [package.dependencies]
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 jinja2 = ">=3.1.2,<4.0.0"
 jsonschema = ">=4.22.0,<5.0.0"
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 pydantic = ">=2.0.0,<3.0.0"
 python-dotenv = ">=0.2.0"
 requests = ">=2.31.0,<3.0.0"
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 [[package]]
 name = "mkdocs-material"
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+version = "9.5.42"
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 [package.dependencies]
@@ -4689,7 +4689,6 @@ description = "Nvidia JIT LTO Library"
 optional = true
 python-versions = ">=3"
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 python-versions = ">=3.8"
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 ]
 
 [[package]]
@@ -8674,4 +8673,4 @@ vectordb = ["faiss-cpu", "numpy"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "00dc0d05363d8bc86320d18440956938bb6554c7c861b7abf58c616789874fbc"
+content-hash = "56b550e0c08b8861e2cdd761116d3ec955c9e725bcbfe45881667f73d6cdc49e"
diff --git a/pyproject.toml b/pyproject.toml
index 8b6d8ac26..c067c68c6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,7 +55,7 @@ opentelemetry-sdk = "^1.24.0"
 opentelemetry-exporter-otlp-proto-grpc = "^1.24.0"
 opentelemetry-exporter-otlp-proto-http = "^1.24.0"
 guardrails-hub-types = "^0.0.4"
-guardrails-api-client = "^0.3.13"
+guardrails-api-client = "^0.4.0a1"
 diff-match-patch = "^20230430"
 guardrails-api = ">=0.1.0a1,<0.2.0"
 mlflow = {version = "^2.0.1", optional = true}

From 6ae7f75e82de6b89b67feeb436234d140ccf6006 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Mon, 21 Oct 2024 17:03:07 -0700
Subject: [PATCH 51/71] update validator default on fail behavior from no op to
 exception

---
 guardrails/utils/tokenization_utils.py        |  8 ++----
 guardrails/validator_base.py                  |  8 +++---
 .../schema/test_primitive_schema.py           |  2 +-
 tests/integration_tests/test_guard.py         | 16 ++++++-----
 .../databricks/test_ml_flow_instrumentor.py   |  2 +-
 tests/unit_tests/test_async_guard.py          | 28 +++++++++----------
 tests/unit_tests/test_guard.py                | 22 +++++++--------
 7 files changed, 43 insertions(+), 43 deletions(-)

diff --git a/guardrails/utils/tokenization_utils.py b/guardrails/utils/tokenization_utils.py
index 6dab87cdd..437fdb751 100644
--- a/guardrails/utils/tokenization_utils.py
+++ b/guardrails/utils/tokenization_utils.py
@@ -17,11 +17,9 @@ def replace_til_no_change(input_text, pattern, replacement):
 
 
 def postproc_splits(sentences, separator):
-    """
-    Applies heuristic rules to repair sentence splitting errors.
-    Developed for use as postprocessing for the GENIA sentence
-    splitter on PubMed abstracts, with minor tweaks for
-    full-text documents.
+    """Applies heuristic rules to repair sentence splitting errors. Developed
+    for use as postprocessing for the GENIA sentence splitter on PubMed
+    abstracts, with minor tweaks for full-text documents.
 
     `sentences` should be a string, with line breaks on sentence boundaries.
     Returns a similar string, but more correct.
diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py
index ba86d2989..1425c134b 100644
--- a/guardrails/validator_base.py
+++ b/guardrails/validator_base.py
@@ -49,9 +49,9 @@ def split_sentence_str(chunk: str):
 def split_sentence_word_tokenizers_jl_separator(
     chunk: str, separator: str = "abcdsentenceseperatordcba"
 ):
-    """
-    Use a sentence tokenizer to detect if at least one sentence is present in the chunk.
-    We return the first sentence and the remaining chunks without the first sentence.
+    """Use a sentence tokenizer to detect if at least one sentence is present
+    in the chunk. We return the first sentence and the remaining chunks without
+    the first sentence.
 
     We perform the first step of WordTokenizers.jl's split_sentences function to
     detect possible sentence boundaries before calling the sentence tokenizer.
@@ -142,7 +142,7 @@ def __init__(
         self.accumulated_chunks: List[str] = []
 
         if on_fail is None:
-            on_fail = OnFailAction.NOOP
+            on_fail = OnFailAction.EXCEPTION
         if isinstance(on_fail, OnFailAction):
             self.on_fail_descriptor = on_fail
             self.on_fail_method = None
diff --git a/tests/integration_tests/schema/test_primitive_schema.py b/tests/integration_tests/schema/test_primitive_schema.py
index 566c6dcb0..9d8a7e27b 100644
--- a/tests/integration_tests/schema/test_primitive_schema.py
+++ b/tests/integration_tests/schema/test_primitive_schema.py
@@ -31,7 +31,7 @@ def test_choice_case_happy_path(self):
             ValidatorReference(
                 id="valid-choices",
                 on="$",
-                on_fail=OnFailAction.NOOP,
+                on_fail=OnFailAction.EXCEPTION,
                 kwargs={"choices": ["north", "south", "east", "west"]},
             ),
             ValidatorReference(
diff --git a/tests/integration_tests/test_guard.py b/tests/integration_tests/test_guard.py
index 7fb99b094..f8fb2f8e8 100644
--- a/tests/integration_tests/test_guard.py
+++ b/tests/integration_tests/test_guard.py
@@ -1270,9 +1270,9 @@ def test_guard_i_guard(self):
         guard = Guard(
             name="name-case", description="Checks that a string is in Name Case format."
         ).use_many(
-            RegexMatch(regex="^(?:[A-Z][^\s]*\s?)+$"),
-            ValidLength(1, 100),
-            ValidChoices(["Some Name", "Some Other Name"]),
+            RegexMatch(regex="^(?:[A-Z][^\s]*\s?)+$", on_fail="noop"),
+            ValidLength(1, 100, on_fail="noop"),
+            ValidChoices(["Some Name", "Some Other Name"], on_fail="noop"),
         )
 
         response = guard.parse("Some Name")
@@ -1315,9 +1315,9 @@ def test_ser_deser(self):
         guard = Guard(
             name="name-case", description="Checks that a string is in Name Case format."
         ).use_many(
-            RegexMatch(regex="^(?:[A-Z][^\s]*\s?)+$"),
-            ValidLength(1, 100),
-            ValidChoices(["Some Name", "Some Other Name"]),
+            RegexMatch(regex="^(?:[A-Z][^\s]*\s?)+$", on_fail="noop"),
+            ValidLength(1, 100, on_fail="noop"),
+            ValidChoices(["Some Name", "Some Other Name"], on_fail="noop"),
         )
 
         response = guard.parse("Some Name")
@@ -1379,7 +1379,9 @@ class TestValidatorInitializedOnce:
     def test_guard_init(self, mocker):
         init_spy = mocker.spy(LowerCase, "__init__")
 
-        guard = Guard(validators=[ValidatorReference(id="lower-case", on="$")])
+        guard = Guard(
+            validators=[ValidatorReference(id="lower-case", on="$", onFail="noop")]
+        )
 
         # Validator is not initialized until the guard is used
         assert init_spy.call_count == 0
diff --git a/tests/unit_tests/integrations/databricks/test_ml_flow_instrumentor.py b/tests/unit_tests/integrations/databricks/test_ml_flow_instrumentor.py
index 07177dc24..25bdfd72c 100644
--- a/tests/unit_tests/integrations/databricks/test_ml_flow_instrumentor.py
+++ b/tests/unit_tests/integrations/databricks/test_ml_flow_instrumentor.py
@@ -625,7 +625,7 @@ def test__instrument_validator_validate(self, mocker):
             validator_span=mock_span,  # type: ignore
             validator_name="mock-validator",
             obj_id=id(mock_validator),
-            on_fail_descriptor="noop",
+            on_fail_descriptor="exception",
             result=resp,
             init_kwargs={},
             validation_session_id="unknown",
diff --git a/tests/unit_tests/test_async_guard.py b/tests/unit_tests/test_async_guard.py
index 0fbebbd3a..1c26b8965 100644
--- a/tests/unit_tests/test_async_guard.py
+++ b/tests/unit_tests/test_async_guard.py
@@ -165,12 +165,12 @@ def test_use():
 
     assert isinstance(guard._validators[1], OneLine)
     assert (
-        guard._validators[1].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[1].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[2], LowerCase)
     assert (
-        guard._validators[2].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[2].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[3], TwoWords)
@@ -265,12 +265,12 @@ def test_use_many_instances():
 
     assert isinstance(guard._validators[1], OneLine)
     assert (
-        guard._validators[1].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[1].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[2], LowerCase)
     assert (
-        guard._validators[2].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[2].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[3], TwoWords)
@@ -317,12 +317,12 @@ class TestClass(BaseModel):
 
     assert isinstance(guard._validators[1], OneLine)
     assert (
-        guard._validators[1].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[1].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[2], LowerCase)
     assert (
-        guard._validators[2].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[2].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[3], TwoWords)
@@ -385,7 +385,7 @@ def test_use_many_tuple():
 
     assert isinstance(guard._validators[0], OneLine)
     assert (
-        guard._validators[0].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[0].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[1], EndsWith)
@@ -431,7 +431,7 @@ def test_use_many_tuple():
 
     assert isinstance(guard._validators[1], OneLine)
     assert (
-        guard._validators[1].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[1].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     # Test with an unrecognized "on" parameter, should warn with a UserWarning
@@ -468,11 +468,11 @@ async def test_output_only_success(self):
     async def test_output_only_failure(self):
         guard: AsyncGuard = (
             AsyncGuard()
-            .use(OneLine)
+            .use(OneLine, on_fail=OnFailAction.NOOP)
             .use(
                 LowerCase(on_fail=OnFailAction.FIX), on="output"
             )  # default on="output", still explicitly set
-            .use(TwoWords)
+            .use(TwoWords, on_fail=OnFailAction.NOOP)
             .use(ValidLength, 0, 12, on_fail=OnFailAction.REFRAIN)
         )
 
@@ -509,11 +509,11 @@ async def test_on_many_success(self):
     async def test_on_many_failure(self):
         guard: AsyncGuard = (
             AsyncGuard()
-            .use(OneLine, on="messages")
-            .use(LowerCase, on="messages")
-            .use(UpperCase, on="messages")
+            .use(OneLine, on="messages", on_fail=OnFailAction.NOOP)
+            .use(LowerCase, on="messages", on_fail=OnFailAction.NOOP)
+            .use(UpperCase, on="messages", on_fail=OnFailAction.NOOP)
             .use(LowerCase, on="output", on_fail=OnFailAction.FIX)
-            .use(TwoWords)
+            .use(TwoWords, on_fail=OnFailAction.NOOP)
             .use(ValidLength, 0, 12, on_fail=OnFailAction.REFRAIN)
         )
 
diff --git a/tests/unit_tests/test_guard.py b/tests/unit_tests/test_guard.py
index dc2ac5479..22ab2ed5c 100644
--- a/tests/unit_tests/test_guard.py
+++ b/tests/unit_tests/test_guard.py
@@ -213,12 +213,12 @@ def test_use():
 
     assert isinstance(guard._validators[1], OneLine)
     assert (
-        guard._validators[1].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[1].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[2], LowerCase)
     assert (
-        guard._validators[2].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[2].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[3], TwoWords)
@@ -303,12 +303,12 @@ def test_use_many_instances():
 
     assert isinstance(guard._validators[1], OneLine)
     assert (
-        guard._validators[1].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[1].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[2], LowerCase)
     assert (
-        guard._validators[2].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[2].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[3], TwoWords)
@@ -356,12 +356,12 @@ class TestClass(BaseModel):
 
     assert isinstance(guard._validators[1], OneLine)
     assert (
-        guard._validators[1].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[1].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[2], LowerCase)
     assert (
-        guard._validators[2].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[2].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[3], TwoWords)
@@ -424,7 +424,7 @@ def test_use_many_tuple():
 
     assert isinstance(guard._validators[0], OneLine)
     assert (
-        guard._validators[0].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[0].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     assert isinstance(guard._validators[1], EndsWith)
@@ -470,7 +470,7 @@ def test_use_many_tuple():
 
     assert isinstance(guard._validators[1], OneLine)
     assert (
-        guard._validators[1].on_fail_descriptor == OnFailAction.NOOP
+        guard._validators[1].on_fail_descriptor == OnFailAction.EXCEPTION
     )  # bc this is the default
 
     # Test with an unrecognized "on" parameter, should warn with a UserWarning
@@ -505,11 +505,11 @@ def test_output_only_success(self):
     def test_output_only_failure(self):
         guard: Guard = (
             Guard()
-            .use(OneLine)
+            .use(OneLine, on_fail=OnFailAction.NOOP)
             .use(
                 LowerCase(on_fail=OnFailAction.FIX), on="output"
             )  # default on="output", still explicitly set
-            .use(TwoWords)
+            .use(TwoWords, on_fail=OnFailAction.NOOP)
             .use(ValidLength, 0, 12, on_fail=OnFailAction.REFRAIN)
         )
 
@@ -546,7 +546,7 @@ def test_on_many_failure(self):
             Guard()
             .use(OneLine, on="messages")
             .use(LowerCase, on="output", on_fail=OnFailAction.FIX)
-            .use(TwoWords)
+            .use(TwoWords, on_fail=OnFailAction.NOOP)
             .use(ValidLength, 0, 12, on_fail=OnFailAction.REFRAIN)
         )
 

From 766d9cc1b41e6128b5f8379a6a7b57d588c4d137 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Tue, 22 Oct 2024 10:59:07 -0700
Subject: [PATCH 52/71] update notebooks

---
 docs/examples/chatbot.ipynb                   |  85 +++-----
 docs/examples/data/config.py                  |   6 +-
 docs/examples/extracting_entities.ipynb       |   2 +-
 docs/examples/generate_structured_data.ipynb  |   4 +-
 .../generate_structured_data_cohere.ipynb     | 182 +++++++++---------
 .../guardrails_with_chat_models.ipynb         |  60 +++++-
 .../json_function_calling_tools.ipynb         |   2 +-
 docs/examples/lite_llm_defaults.ipynb         |   2 +-
 8 files changed, 174 insertions(+), 169 deletions(-)

diff --git a/docs/examples/chatbot.ipynb b/docs/examples/chatbot.ipynb
index 5ace1397d..97c943c17 100644
--- a/docs/examples/chatbot.ipynb
+++ b/docs/examples/chatbot.ipynb
@@ -52,14 +52,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/dtam/.pyenv/versions/3.10.4/lib/python3.10/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/060dev/lib/python3.12/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
       "  warnings.warn(\"get_text_range() call with default params will be implicitly redirected to get_text_bounded()\")\n"
      ]
     },
@@ -97,6 +97,7 @@
    ],
    "source": [
     "from guardrails import Guard, docs_utils\n",
+    "from guardrails.errors import ValidationError\n",
     "from rich import print\n",
     "\n",
     "content = docs_utils.read_pdf(\"./data/chase_card_agreement.pdf\")\n",
@@ -113,24 +114,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/dtam/.pyenv/versions/3.10.4/lib/python3.10/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
-      "  warnings.warn(\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "Guard(id='OWR778', name='ChatBotGuard', description=None, validators=[ValidatorReference(id='guardrails/profanity_free', on='$', on_fail='noop', args=None, kwargs={}), ValidatorReference(id='guardrails/toxic_language', on='$', on_fail='noop', args=None, kwargs={'threshold': 0.5, 'validation_method': 'sentence'})], output_schema=ModelSchema(definitions=None, dependencies=None, anchor=None, ref=None, dynamic_ref=None, dynamic_anchor=None, vocabulary=None, comment=None, defs=None, prefix_items=None, items=None, contains=None, additional_properties=None, properties=None, pattern_properties=None, dependent_schemas=None, property_names=None, var_if=None, then=None, var_else=None, all_of=None, any_of=None, one_of=None, var_not=None, unevaluated_items=None, unevaluated_properties=None, multiple_of=None, maximum=None, exclusive_maximum=None, minimum=None, exclusive_minimum=None, max_length=None, min_length=None, pattern=None, max_items=None, min_items=None, unique_items=None, max_contains=None, min_contains=None, max_properties=None, min_properties=None, required=None, dependent_required=None, const=None, enum=None, type=ValidationType(anyof_schema_1_validator=None, anyof_schema_2_validator=None, actual_instance=, any_of_schemas={'SimpleTypes', 'List[SimpleTypes]'}), title=None, description=None, default=None, deprecated=None, read_only=None, write_only=None, examples=None, format=None, content_media_type=None, content_encoding=None, content_schema=None), history=[])"
+       "Guard(id='SG816R', name='ChatBotGuard', description=None, validators=[ValidatorReference(id='guardrails/profanity_free', on='$', on_fail='exception', args=None, kwargs={}), ValidatorReference(id='guardrails/toxic_language', on='$', on_fail='exception', args=None, kwargs={'threshold': 0.5, 'validation_method': 'sentence'})], output_schema=ModelSchema(definitions=None, dependencies=None, anchor=None, ref=None, dynamic_ref=None, dynamic_anchor=None, vocabulary=None, comment=None, defs=None, prefix_items=None, items=None, contains=None, additional_properties=None, properties=None, pattern_properties=None, dependent_schemas=None, property_names=None, var_if=None, then=None, var_else=None, all_of=None, any_of=None, one_of=None, var_not=None, unevaluated_items=None, unevaluated_properties=None, multiple_of=None, maximum=None, exclusive_maximum=None, minimum=None, exclusive_minimum=None, max_length=None, min_length=None, pattern=None, max_items=None, min_items=None, unique_items=None, max_contains=None, min_contains=None, max_properties=None, min_properties=None, required=None, dependent_required=None, const=None, enum=None, type=ValidationType(anyof_schema_1_validator=None, anyof_schema_2_validator=None, actual_instance=, any_of_schemas={'List[SimpleTypes]', 'SimpleTypes'}), title=None, description=None, default=None, deprecated=None, read_only=None, write_only=None, examples=None, format=None, content_media_type=None, content_encoding=None, content_schema=None), history=[])"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -154,7 +147,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -199,14 +192,18 @@
     "def random_response(message, history):\n",
     "    messages = history_to_messages(history)\n",
     "    messages.append({\"role\": \"user\", \"content\": message})\n",
-    "    response = guard(\n",
-    "        model=\"gpt-4o\",\n",
-    "        messages=messages,\n",
-    "        prompt_params={\"document\": content[:6000]},\n",
-    "        temperature=0,\n",
-    "    )\n",
-    "\n",
-    "    return response.validated_output if response.validation_passed else \"I'm sorry, I can't answer that question.\"\n",
+    "    try:\n",
+    "        response = guard(\n",
+    "            model=\"gpt-4o\",\n",
+    "            messages=messages,\n",
+    "            prompt_params={\"document\": content[:6000]},\n",
+    "            temperature=0,\n",
+    "        )\n",
+    "    except Exception as e:\n",
+    "        if isinstance(e, ValidationError):\n",
+    "            return \"I'm sorry, I can't answer that question.\"\n",
+    "        return \"I'm sorry there was a problem, I can't answer that question.\"\n",
+    "    return response.validated_output\n",
     "\n",
     "gr.ChatInterface(random_response).launch()"
    ]
@@ -246,43 +243,11 @@
     {
      "data": {
       "text/html": [
-       "
Raw output: [\"**INT. DETECTIVE'S OFFICE - NIGHT**\\n\\nThe room is dimly lit, papers scattered across the desk, and a\n",
-       "corkboard filled with photos and notes pinned haphazardly. The DETECTIVE, a grizzled man in his late 40s with a \n",
-       "five o'clock shadow, paces back and forth, his face a mask of frustration and anger.\\n\\n**DETECTIVE**\\n(voice \n",
-       "trembling with rage)\\nDamn it!\\n\\nHe slams his fist onto the desk, causing a coffee mug to topple over and spill \n",
-       "its contents. He grabs a file folder, flipping it open only to find it empty. He throws it across the room in a fit\n",
-       "of fury.\\n\\n**DETECTIVE**\\n(under his breath, seething)\\nHow the hell did this happen?\\n\\nHe runs his hands through\n",
-       "his hair, trying to calm himself but failing miserably. He looks at the corkboard, the photos of crime scenes and \n",
-       "suspects now mocking him with their uselessness.\\n\\n**DETECTIVE**\\n(shouting)\\nFuck!\\n\\nHe kicks a chair, sending \n",
-       "it skidding across the floor. He takes a deep breath, trying to regain his composure, but the anger is still \n",
-       "boiling just beneath the surface.\\n\\n**DETECTIVE**\\n(to himself)\\nAll the evidence... gone. Every damn piece.\\n\\nHe\n",
-       "walks over to the window, looking out into the dark, rainy night. The city lights blur through the raindrops on the\n",
-       "glass. He clenches his fists, his knuckles turning white.\\n\\n**DETECTIVE**\\n(whispering)\\nWhoever did this... \n",
-       "they're gonna pay.\\n\\nHe turns back to the room, his eyes now filled with a cold determination. He grabs his coat \n",
-       "from the back of the chair and heads for the door, his mind already racing with plans to track down the \n",
-       "thief.\\n\\n**DETECTIVE**\\n(to himself)\\nThis isn't over. Not by a long shot.\\n\\nHe exits the office, the door \n",
-       "slamming shut behind him, leaving the room in silence except for the steady drip of the spilled coffee.\\n\\n**FADE \n",
-       "OUT.**\"]\n",
+       "
Raw output: ['\"Why does everything have to be such a damn mess all the time?\"']\n",
        "
\n"
       ],
       "text/plain": [
-       "Raw output: \u001b[1m[\u001b[0m\u001b[32m\"**INT. DETECTIVE'S OFFICE - NIGHT**\\n\\nThe room is dimly lit, papers scattered across the desk, and a\u001b[0m\n",
-       "\u001b[32mcorkboard filled with photos and notes pinned haphazardly. The DETECTIVE, a grizzled man in his late 40s with a \u001b[0m\n",
-       "\u001b[32mfive o'clock shadow, paces back and forth, his face a mask of frustration and anger.\\n\\n**DETECTIVE**\\n\u001b[0m\u001b[32m(\u001b[0m\u001b[32mvoice \u001b[0m\n",
-       "\u001b[32mtrembling with rage\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\nDamn it!\\n\\nHe slams his fist onto the desk, causing a coffee mug to topple over and spill \u001b[0m\n",
-       "\u001b[32mits contents. He grabs a file folder, flipping it open only to find it empty. He throws it across the room in a fit\u001b[0m\n",
-       "\u001b[32mof fury.\\n\\n**DETECTIVE**\\n\u001b[0m\u001b[32m(\u001b[0m\u001b[32munder his breath, seething\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\nHow the hell did this happen?\\n\\nHe runs his hands through\u001b[0m\n",
-       "\u001b[32mhis hair, trying to calm himself but failing miserably. He looks at the corkboard, the photos of crime scenes and \u001b[0m\n",
-       "\u001b[32msuspects now mocking him with their uselessness.\\n\\n**DETECTIVE**\\n\u001b[0m\u001b[32m(\u001b[0m\u001b[32mshouting\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\nFuck!\\n\\nHe kicks a chair, sending \u001b[0m\n",
-       "\u001b[32mit skidding across the floor. He takes a deep breath, trying to regain his composure, but the anger is still \u001b[0m\n",
-       "\u001b[32mboiling just beneath the surface.\\n\\n**DETECTIVE**\\n\u001b[0m\u001b[32m(\u001b[0m\u001b[32mto himself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\nAll the evidence... gone. Every damn piece.\\n\\nHe\u001b[0m\n",
-       "\u001b[32mwalks over to the window, looking out into the dark, rainy night. The city lights blur through the raindrops on the\u001b[0m\n",
-       "\u001b[32mglass. He clenches his fists, his knuckles turning white.\\n\\n**DETECTIVE**\\n\u001b[0m\u001b[32m(\u001b[0m\u001b[32mwhispering\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\nWhoever did this... \u001b[0m\n",
-       "\u001b[32mthey're gonna pay.\\n\\nHe turns back to the room, his eyes now filled with a cold determination. He grabs his coat \u001b[0m\n",
-       "\u001b[32mfrom the back of the chair and heads for the door, his mind already racing with plans to track down the \u001b[0m\n",
-       "\u001b[32mthief.\\n\\n**DETECTIVE**\\n\u001b[0m\u001b[32m(\u001b[0m\u001b[32mto himself\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\nThis isn't over. Not by a long shot.\\n\\nHe exits the office, the door \u001b[0m\n",
-       "\u001b[32mslamming shut behind him, leaving the room in silence except for the steady drip of the spilled coffee.\\n\\n**FADE \u001b[0m\n",
-       "\u001b[32mOUT.**\"\u001b[0m\u001b[1m]\u001b[0m\n"
+       "Raw output: \u001b[1m[\u001b[0m\u001b[32m'\"Why does everything have to be such a damn mess all the time?\"'\u001b[0m\u001b[1m]\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -291,11 +256,11 @@
     {
      "data": {
       "text/html": [
-       "
Last validation status: fail\n",
+       "
Last validation status: error\n",
        "
\n"
       ],
       "text/plain": [
-       "Last validation status: fail\n"
+       "Last validation status: error\n"
       ]
      },
      "metadata": {},
@@ -313,7 +278,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "060dev",
    "language": "python",
    "name": "python3"
   },
@@ -327,7 +292,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.4"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/data/config.py b/docs/examples/data/config.py
index d4e6913b7..5a7905f10 100644
--- a/docs/examples/data/config.py
+++ b/docs/examples/data/config.py
@@ -21,11 +21,11 @@
 
 name_case = Guard(
     name="name-case", description="Checks that a string is in Name Case format."
-).use(RegexMatch(regex="^(?:[A-Z][^\s]*\s?)+$"))
+).use(RegexMatch(regex="^(?:[A-Z][^\s]*\s?)+$", on_fail=OnFailAction.NOOP))
 
 all_caps = Guard(
     name="all-caps", description="Checks that a string is all capital."
-).use(RegexMatch(regex="^[A-Z\\s]*$"))
+).use(RegexMatch(regex="^[A-Z\\s]*$", on_fail=OnFailAction.NOOP))
 
 
 @register_validator(name="custom/dynamic-enum", data_type="all")
@@ -67,4 +67,4 @@ def custom_enum_fetcher(*args):
 custom_code_guard = Guard(
     name="custom",
     description="Uses a custom callable init argument for dynamic enum checks",
-).use(DynamicEnum(custom_enum_fetcher))
+).use(DynamicEnum(custom_enum_fetcher, on_fail=OnFailAction.NOOP))
diff --git a/docs/examples/extracting_entities.ipynb b/docs/examples/extracting_entities.ipynb
index 784a27754..c9249cef5 100644
--- a/docs/examples/extracting_entities.ipynb
+++ b/docs/examples/extracting_entities.ipynb
@@ -153,7 +153,7 @@
     "\n",
     "class Fee(BaseModel):\n",
     "    name: str = Field(validators=[LowerCase(on_fail=\"fix\"), TwoWords(on_fail=\"reask\")])\n",
-    "    explanation: str = Field(validators=[OneLine()])\n",
+    "    explanation: str = Field(validators=[OneLine(on_fail=\"noop\")])\n",
     "    value: float = Field(description=\"The fee amount in USD or as a percentage.\")\n",
     "\n",
     "class AccountFee(BaseModel):\n",
diff --git a/docs/examples/generate_structured_data.ipynb b/docs/examples/generate_structured_data.ipynb
index e52d6dc29..1b5485107 100644
--- a/docs/examples/generate_structured_data.ipynb
+++ b/docs/examples/generate_structured_data.ipynb
@@ -80,11 +80,11 @@
     "    user_id: str = Field(description=\"The user's id.\")\n",
     "    user_name: str = Field(\n",
     "        description=\"The user's first name and last name\",\n",
-    "        validators=[TwoWords()]\n",
+    "        validators=[TwoWords(on_fail=\"noop\")]\n",
     "    )\n",
     "    num_orders: int = Field(\n",
     "        description=\"The number of orders the user has placed\",\n",
-    "        validators=[ValidRange(0, 50)]\n",
+    "        validators=[ValidRange(0, 50, on_fail=\"noop\")]\n",
     "    )\n",
     "\n",
     "class Orders(BaseModel):\n",
diff --git a/docs/examples/generate_structured_data_cohere.ipynb b/docs/examples/generate_structured_data_cohere.ipynb
index 9d36c84eb..9fae8d52f 100644
--- a/docs/examples/generate_structured_data_cohere.ipynb
+++ b/docs/examples/generate_structured_data_cohere.ipynb
@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "id": "346e1b5c",
    "metadata": {},
    "outputs": [],
@@ -97,12 +97,12 @@
     "\tuser_id: int = Field(description=\"The user's id.\", validators=[(\"1-indexed\", \"noop\")])\n",
     "\tuser_name: str = Field(\n",
     "\t\tdescription=\"The user's first name and last name\",\n",
-    "\t\tvalidators=[TwoWords()]\n",
+    "\t\tvalidators=[TwoWords(on_fail=\"noop\")]\n",
     "\t)\n",
     "\n",
     "\tnum_orders: int = Field(\n",
     "\t\tdescription=\"The number of orders the user has placed\",\n",
-    "\t\tvalidators=[ValidRange(0, 50)]\n",
+    "\t\tvalidators=[ValidRange(0, 50, on_fail=\"noop\")]\n",
     "\t)\n",
     "\t\n",
     "\n",
@@ -152,7 +152,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/dtam/dev/guardrails/guardrails/validator_base.py:567: UserWarning: Validator with id 1-indexed was not found in the registry!  Ignoring...\n",
+      "/Users/dtam/dev/guardrails/guardrails/validator_base.py:590: UserWarning: Validator with id 1-indexed was not found in the registry!  Ignoring...\n",
       "  warn(f\"Validator with id {name} was not found in the registry!  Ignoring...\")\n",
       "WARNING:guardrails-ai:Validator with id 1-indexed was not found in the registry!  Ignoring...\n",
       "WARNING:guardrails-ai:Invalid arguments! ('1-indexed', 'noop')\n",
@@ -193,7 +193,7 @@
       "text/html": [
        "
Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │\n",
        "    │ │ ┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │\n",
        "    │ │ ┃ Role ┃ Content                                                                                      ┃ │ │\n",
        "    │ │ ┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │\n",
@@ -245,7 +245,7 @@
        "    │ │ │      │                                                                                              │ │ │\n",
        "    │ │ └──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘ │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     \"user_orders\": [                                                                                    │ │\n",
        "    │ │         {                                                                                               │ │\n",
@@ -254,72 +254,72 @@
        "    │ │             \"num_orders\": 12                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 22,                                                                              │ │\n",
-       "    │ │             \"user_name\": \"Alice Johnson\",                                                               │ │\n",
-       "    │ │             \"num_orders\": 5                                                                             │ │\n",
+       "    │ │             \"user_id\": 5,                                                                               │ │\n",
+       "    │ │             \"user_name\": \"Michael Jones\",                                                               │ │\n",
+       "    │ │             \"num_orders\": 18                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 11,                                                                              │ │\n",
-       "    │ │             \"user_name\": \"Bob Williams\",                                                                │ │\n",
-       "    │ │             \"num_orders\": 23                                                                            │ │\n",
+       "    │ │             \"user_id\": 10,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Mary Sue\",                                                                    │ │\n",
+       "    │ │             \"num_orders\": 9                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 6,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"David Jones\",                                                                 │ │\n",
-       "    │ │             \"num_orders\": 14                                                                            │ │\n",
+       "    │ │             \"user_id\": 3,                                                                               │ │\n",
+       "    │ │             \"user_name\": \"David Miller\",                                                                │ │\n",
+       "    │ │             \"num_orders\": 7                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 19,                                                                              │ │\n",
-       "    │ │             \"user_name\": \"Michelle Brown\",                                                              │ │\n",
-       "    │ │             \"num_orders\": 10                                                                            │ │\n",
+       "    │ │             \"user_id\": 15,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Eva Gonzalez\",                                                                │ │\n",
+       "    │ │             \"num_orders\": 15                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 10,                                                                              │ │\n",
-       "    │ │             \"user_name\": \"Michael Miller\",                                                              │ │\n",
-       "    │ │             \"num_orders\": 18                                                                            │ │\n",
+       "    │ │             \"user_id\": 8,                                                                               │ │\n",
+       "    │ │             \"user_name\": \"William Martinez\",                                                            │ │\n",
+       "    │ │             \"num_orders\": 1                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 15,                                                                              │ │\n",
-       "    │ │             \"user_name\": \"Jessica Taylor\",                                                              │ │\n",
-       "    │ │             \"num_orders\": 2                                                                             │ │\n",
+       "    │ │             \"user_id\": 12,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Sophia Lee\",                                                                  │ │\n",
+       "    │ │             \"num_orders\": 10                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 21,                                                                              │ │\n",
-       "    │ │             \"user_name\": \"William Ian\",                                                                 │ │\n",
-       "    │ │             \"num_orders\": 16                                                                            │ │\n",
+       "    │ │             \"user_id\": 6,                                                                               │ │\n",
+       "    │ │             \"user_name\": \"Robert Wilson\",                                                               │ │\n",
+       "    │ │             \"num_orders\": 22                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 16,                                                                              │ │\n",
-       "    │ │             \"user_name\": \"Sophia Martinez\",                                                             │ │\n",
-       "    │ │             \"num_orders\": 7                                                                             │ │\n",
+       "    │ │             \"user_id\": 18,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Albert Taylor\",                                                               │ │\n",
+       "    │ │             \"num_orders\": 3                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 8,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Daniel Park\",                                                                 │ │\n",
-       "    │ │             \"num_orders\": 28                                                                            │ │\n",
+       "    │ │             \"user_id\": 14,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Olivia Davis\",                                                                │ │\n",
+       "    │ │             \"num_orders\": 17                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 14,                                                                              │ │\n",
-       "    │ │             \"user_name\": \"Olivia Robinson\",                                                             │ │\n",
-       "    │ │             \"num_orders\": 4                                                                             │ │\n",
+       "    │ │             \"user_id\": 17,                                                                              │ │\n",
+       "    │ │             \"user_name\": \"Jonathan Smith\",                                                              │ │\n",
+       "    │ │             \"num_orders\": 5                                                                             │ │\n",
        "    │ │         }                                                                                               │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'user_orders': [                                                                                    │ │\n",
        "    │ │         {'user_id': 2, 'user_name': 'Jane Smith', 'num_orders': 12},                                    │ │\n",
-       "    │ │         {'user_id': 22, 'user_name': 'Alice Johnson', 'num_orders': 5},                                 │ │\n",
-       "    │ │         {'user_id': 11, 'user_name': 'Bob Williams', 'num_orders': 23},                                 │ │\n",
-       "    │ │         {'user_id': 6, 'user_name': 'David Jones', 'num_orders': 14},                                   │ │\n",
-       "    │ │         {'user_id': 19, 'user_name': 'Michelle Brown', 'num_orders': 10},                               │ │\n",
-       "    │ │         {'user_id': 10, 'user_name': 'Michael Miller', 'num_orders': 18},                               │ │\n",
-       "    │ │         {'user_id': 15, 'user_name': 'Jessica Taylor', 'num_orders': 2},                                │ │\n",
-       "    │ │         {'user_id': 21, 'user_name': 'William Ian', 'num_orders': 16},                                  │ │\n",
-       "    │ │         {'user_id': 16, 'user_name': 'Sophia Martinez', 'num_orders': 7},                               │ │\n",
-       "    │ │         {'user_id': 8, 'user_name': 'Daniel Park', 'num_orders': 28},                                   │ │\n",
-       "    │ │         {'user_id': 14, 'user_name': 'Olivia Robinson', 'num_orders': 4}                                │ │\n",
+       "    │ │         {'user_id': 5, 'user_name': 'Michael Jones', 'num_orders': 18},                                 │ │\n",
+       "    │ │         {'user_id': 10, 'user_name': 'Mary Sue', 'num_orders': 9},                                      │ │\n",
+       "    │ │         {'user_id': 3, 'user_name': 'David Miller', 'num_orders': 7},                                   │ │\n",
+       "    │ │         {'user_id': 15, 'user_name': 'Eva Gonzalez', 'num_orders': 15},                                 │ │\n",
+       "    │ │         {'user_id': 8, 'user_name': 'William Martinez', 'num_orders': 1},                               │ │\n",
+       "    │ │         {'user_id': 12, 'user_name': 'Sophia Lee', 'num_orders': 10},                                   │ │\n",
+       "    │ │         {'user_id': 6, 'user_name': 'Robert Wilson', 'num_orders': 22},                                 │ │\n",
+       "    │ │         {'user_id': 18, 'user_name': 'Albert Taylor', 'num_orders': 3},                                 │ │\n",
+       "    │ │         {'user_id': 14, 'user_name': 'Olivia Davis', 'num_orders': 17},                                 │ │\n",
+       "    │ │         {'user_id': 17, 'user_name': 'Jonathan Smith', 'num_orders': 5}                                 │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -329,7 +329,7 @@
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Messages \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m──────────────────────────────────────────────\u001b[0m Messages \u001b[48;2;231;223;235m───────────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mRole\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[1;48;2;231;223;235mContent                                                                                     \u001b[0m\u001b[1;48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┃\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
@@ -381,7 +381,7 @@
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m      \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m                                                                                            \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m└──────┴──────────────────────────────────────────────────────────────────────────────────────────────┘\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m Raw LLM Output \u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"user_orders\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -390,72 +390,72 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 12\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 22,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Alice Johnson\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 5\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 5,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Michael Jones\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 18\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 11,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Bob Williams\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 23\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 10,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Mary Sue\",\u001b[0m\u001b[48;2;245;245;220m                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 9\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"David Jones\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 14\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"David Miller\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 7\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 19,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Michelle Brown\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 15,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Eva Gonzalez\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 15\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 10,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Michael Miller\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 18\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"William Martinez\",\u001b[0m\u001b[48;2;245;245;220m                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 1\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 15,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jessica Taylor\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 2\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 12,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Sophia Lee\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 21,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"William Ian\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 16\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Robert Wilson\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 22\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 16,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Sophia Martinez\",\u001b[0m\u001b[48;2;245;245;220m                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 7\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 18,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Albert Taylor\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 3\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Daniel Park\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 28\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 14,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Olivia Davis\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 17\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 14,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Olivia Robinson\",\u001b[0m\u001b[48;2;245;245;220m                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 4\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 17,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jonathan Smith\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 5\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m Validated Output \u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'user_orders': [\u001b[0m\u001b[48;2;240;255;240m                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 2, 'user_name': 'Jane Smith', 'num_orders': 12},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 22, 'user_name': 'Alice Johnson', 'num_orders': 5},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 11, 'user_name': 'Bob Williams', 'num_orders': 23},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 6, 'user_name': 'David Jones', 'num_orders': 14},\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 19, 'user_name': 'Michelle Brown', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 10, 'user_name': 'Michael Miller', 'num_orders': 18},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 15, 'user_name': 'Jessica Taylor', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 21, 'user_name': 'William Ian', 'num_orders': 16},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 16, 'user_name': 'Sophia Martinez', 'num_orders': 7},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 8, 'user_name': 'Daniel Park', 'num_orders': 28},\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 14, 'user_name': 'Olivia Robinson', 'num_orders': 4}\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 5, 'user_name': 'Michael Jones', 'num_orders': 18},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 10, 'user_name': 'Mary Sue', 'num_orders': 9},\u001b[0m\u001b[48;2;240;255;240m                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 3, 'user_name': 'David Miller', 'num_orders': 7},\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 15, 'user_name': 'Eva Gonzalez', 'num_orders': 15},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 8, 'user_name': 'William Martinez', 'num_orders': 1},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 12, 'user_name': 'Sophia Lee', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 6, 'user_name': 'Robert Wilson', 'num_orders': 22},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 18, 'user_name': 'Albert Taylor', 'num_orders': 3},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 14, 'user_name': 'Olivia Davis', 'num_orders': 17},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 17, 'user_name': 'Jonathan Smith', 'num_orders': 5}\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
@@ -475,7 +475,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "litellm",
+   "display_name": "060dev",
    "language": "python",
    "name": "python3"
   },
diff --git a/docs/examples/guardrails_with_chat_models.ipynb b/docs/examples/guardrails_with_chat_models.ipynb
index b669f8e58..d0819af27 100644
--- a/docs/examples/guardrails_with_chat_models.ipynb
+++ b/docs/examples/guardrails_with_chat_models.ipynb
@@ -59,9 +59,49 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/dtam/.pyenv/versions/3.12.3/envs/060dev/lib/python3.12/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
+      "  warnings.warn(\"get_text_range() call with default params will be implicitly redirected to get_text_bounded()\")\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Chase Credit Card Document:\n",
+       "\n",
+       "2/25/23, 7:59 PM about:blank\n",
+       "about:blank 1/4\n",
+       "PRICING INFORMATION\n",
+       "INTEREST RATES AND INTEREST CHARGES\n",
+       "Purchase Annual\n",
+       "Percentage Rate (APR) 0% Intro APR for the first 18 months that your Account is open.\n",
+       "After that, 19.49%. This APR will vary with the market based on the Prim\n",
+       "...\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Chase Credit Card Document:\n",
+       "\n",
+       "\u001b[1;36m2\u001b[0m/\u001b[1;36m25\u001b[0m/\u001b[1;36m23\u001b[0m, \u001b[1;92m7:59\u001b[0m PM about:blank\n",
+       "about:blank \u001b[1;36m1\u001b[0m/\u001b[1;36m4\u001b[0m\n",
+       "PRICING INFORMATION\n",
+       "INTEREST RATES AND INTEREST CHARGES\n",
+       "Purchase Annual\n",
+       "Percentage Rate \u001b[1m(\u001b[0mAPR\u001b[1m)\u001b[0m \u001b[1;36m0\u001b[0m% Intro APR for the first \u001b[1;36m18\u001b[0m months that your Account is open.\n",
+       "After that, \u001b[1;36m19.49\u001b[0m%. This APR will vary with the market based on the Prim\n",
+       "\u001b[33m...\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "import guardrails as gd\n",
     "from rich import print\n",
@@ -232,7 +272,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -245,7 +285,7 @@
     "        \n",
     "            \n",
     "            \n",
-    "            \n",
+    "            \n",
     "            \n",
     "        \n",
     "    \n",
@@ -285,7 +325,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -302,7 +342,7 @@
     "\n",
     "class Fee(BaseModel):\n",
     "    name: str = Field(validators=[LowerCase(on_fail=\"fix\"), TwoWords(on_fail=\"reask\")])\n",
-    "    explanation: str = Field(validators=[OneLine()])\n",
+    "    explanation: str = Field(validators=[OneLine(on_fail=\"noop\")])\n",
     "    value: float = Field(description=\"The fee amount in USD or as a percentage.\")\n",
     "\n",
     "class AccountFee(BaseModel):\n",
@@ -336,7 +376,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -352,7 +392,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -368,7 +408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -1445,7 +1485,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "litellm",
+   "display_name": "060dev",
    "language": "python",
    "name": "python3"
   },
diff --git a/docs/examples/json_function_calling_tools.ipynb b/docs/examples/json_function_calling_tools.ipynb
index 136d7870c..f3fb7f73d 100644
--- a/docs/examples/json_function_calling_tools.ipynb
+++ b/docs/examples/json_function_calling_tools.ipynb
@@ -205,7 +205,7 @@
     "NAME_REGEX = \"^[A-Z][a-z]+\\\\s[A-Z][a-z]+$\"\n",
     "\n",
     "class Delivery(BaseModel):\n",
-    "    custome_name: str= Field(validators=[RegexMatch(regex=NAME_REGEX)], description=\"customer name\")\n",
+    "    custome_name: str= Field(validators=[RegexMatch(regex=NAME_REGEX, on_fail=\"noop\")], description=\"customer name\")\n",
     "    pickup_time: str= Field(description=\"date and time of pickup\")\n",
     "    pickup_location: str= Field(description=\"address of pickup\")\n",
     "    dropoff_time: str= Field(description=\"date and time of dropoff\")\n",
diff --git a/docs/examples/lite_llm_defaults.ipynb b/docs/examples/lite_llm_defaults.ipynb
index b173f9cde..8c8792218 100644
--- a/docs/examples/lite_llm_defaults.ipynb
+++ b/docs/examples/lite_llm_defaults.ipynb
@@ -80,7 +80,7 @@
     "# import os\n",
     "# os.environ[\"OPENAI_API_KEY\"] = \"YOUR_API_KEY\"\n",
     "\n",
-    "guard = Guard().use(RegexMatch(\"95\", match_type=\"search\"))\n",
+    "guard = Guard().use(RegexMatch(\"95\", match_type=\"search\", on_fail=\"noop\"))\n",
     "\n",
     "response = guard(\n",
     "    model=\"gpt-4o\",\n",

From 595ccf5adbe4bbf1a00a0f3ace3c7ad2e15ee073 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Tue, 22 Oct 2024 19:08:58 -0700
Subject: [PATCH 53/71] Installs from private pypi with validator versioning

---
 guardrails/cli/hub/utils.py                 |  52 +++++---
 guardrails/hub/install.py                   |  30 ++++-
 guardrails/hub/validator_package_service.py | 140 ++++++++++----------
 3 files changed, 127 insertions(+), 95 deletions(-)

diff --git a/guardrails/cli/hub/utils.py b/guardrails/cli/hub/utils.py
index 8d7220801..5abe7d2c9 100644
--- a/guardrails/cli/hub/utils.py
+++ b/guardrails/cli/hub/utils.py
@@ -3,17 +3,24 @@
 import re
 import subprocess
 import sys
+
+from typing import Literal
+import logging
+
 from email.parser import BytesHeaderParser
-from typing import List, Literal, Union
+from typing import List, Union
 from pydash.strings import snake_case
 
 from guardrails_hub_types import Manifest
-from guardrails.cli.logger import logger
-
 
 json_format: Literal["json"] = "json"
 string_format: Literal["string"] = "string"
 
+logger = logging.getLogger(__name__)
+
+json_format = "json"
+string_format = "string"
+
 
 def pip_process(
     action: str,
@@ -34,47 +41,50 @@ def pip_process(
         env = dict(os.environ)
         if no_color:
             env["NO_COLOR"] = "true"
-        if not quiet:
-            logger.debug(f"decoding output from pip {action} {package}")
-            output = subprocess.check_output(command, env=env)
-        else:
-            output = subprocess.check_output(
-                command, stderr=subprocess.DEVNULL, env=env
-            )
+
+        result = subprocess.run(
+            command,
+            env=env,
+            capture_output=True,  # Capture both stdout and stderr
+            text=True,  # Automatically decode to strings
+            check=True,  # Automatically raise error on non-zero exit code
+        )
 
         if format == json_format:
-            parsed = BytesHeaderParser().parsebytes(output)
             try:
                 remove_color_codes = re.compile(r"\x1b\[[0-9;]*m")
-                parsed_as_string = re.sub(
-                    remove_color_codes, "", parsed.as_string().strip()
-                )
+                parsed_as_string = re.sub(remove_color_codes, "", result.stdout.strip())
                 return json.loads(parsed_as_string)
             except Exception:
                 logger.debug(
-                    f"JSON parse exception in decoding output from pip \
-{action} {package}. Falling back to accumulating the byte stream",
+                    f"JSON parse exception in decoding output from pip {action}"
+                    "{package}. Falling back to accumulating the byte stream",
                 )
             accumulator = {}
+            parsed = BytesHeaderParser().parsebytes(result.stdout.encode())
             for key, value in parsed.items():
                 accumulator[key] = value
             return accumulator
-        return str(output.decode())
+
+        return result.stdout
+
     except subprocess.CalledProcessError as exc:
         logger.error(
             (
                 f"Failed to {action} {package}\n"
                 f"Exit code: {exc.returncode}\n"
-                f"stdout: {exc.output}"
+                f"stderr: {(exc.stderr or "").strip()}\n"
+                f"stdout: {(exc.stdout or "").strip()}"
             )
         )
-        sys.exit(1)
+        # Re-raise the error or handle it accordingly
+        raise
     except Exception as e:
         logger.error(
-            f"An unexpected exception occurred while try to {action} {package}!",
+            f"An unexpected exception occurred while trying to {action} {package}!",
             e,
         )
-        sys.exit(1)
+        raise
 
 
 def get_site_packages_location() -> str:
diff --git a/guardrails/hub/install.py b/guardrails/hub/install.py
index 677e7c392..7f09b604a 100644
--- a/guardrails/hub/install.py
+++ b/guardrails/hub/install.py
@@ -1,7 +1,10 @@
 from contextlib import contextmanager
+import contextlib
 from string import Template
 from typing import Callable, cast, List
 
+import pkg_resources
+
 from guardrails.hub.validator_package_service import (
     ValidatorPackageService,
     ValidatorModuleType,
@@ -52,9 +55,11 @@ def install(
 
     Examples:
         >>> RegexMatch = install("hub://guardrails/regex_match").RegexMatch
+        >>> RegexMatch = install("hub://guardrails/regex_match~=1.4").RegexMatch
+
 
-        >>> install("hub://guardrails/regex_match")
-        >>> import guardrails.hub.regex_match as regex_match
+        >>> install("hub://guardrails/regex_match>=1.4,==1.*.")
+        >>> from guardrails.hub.regex_match import RegexMatch
     """
 
     verbose_printer = console.print
@@ -62,7 +67,9 @@ def install(
 
     # 1. Validation
     rc_file_exists = RC.exists()
-    module_name = ValidatorPackageService.get_module_name(package_uri)
+    validator_id, validator_version = ValidatorPackageService.get_validator_id(
+        package_uri
+    )
 
     installing_msg = f"Installing {package_uri}..."
     cli_logger.log(
@@ -78,15 +85,15 @@ def install(
     fetch_manifest_msg = "Fetching manifest"
     with loader(fetch_manifest_msg, spinner="bouncingBar"):
         (module_manifest, site_packages) = (
-            ValidatorPackageService.get_manifest_and_site_packages(module_name)
+            ValidatorPackageService.get_manifest_and_site_packages(validator_id)
         )
 
     # 3. Install - Pip Installation of git module
     dl_deps_msg = "Downloading dependencies"
     with loader(dl_deps_msg, spinner="bouncingBar"):
         ValidatorPackageService.install_hub_module(
-            module_manifest,
-            site_packages,
+            validator_id,
+            validator_version=validator_version,
             quiet=quiet,
             upgrade=upgrade,
             logger=cli_logger,
@@ -139,7 +146,16 @@ def install(
     # Print success messages
     cli_logger.info("Installation complete")
 
-    verbose_printer(f"✅Successfully installed {module_name}!\n\n")
+    installed_version_message = ""
+    with contextlib.suppress(Exception):
+        package_name = ValidatorPackageService.get_normalized_package_name(validator_id)
+        installed_version = pkg_resources.get_distribution(package_name).version
+        if installed_version:
+            installed_version_message = f" version {installed_version}"
+
+    verbose_printer(
+        f"✅Successfully installed {validator_id}{installed_version_message}!\n\n"
+    )
     success_message_cli = Template(
         "[bold]Import validator:[/bold]\n"
         "from guardrails.hub import ${export}\n\n"
diff --git a/guardrails/hub/validator_package_service.py b/guardrails/hub/validator_package_service.py
index e90825d27..8431dc9d1 100644
--- a/guardrails/hub/validator_package_service.py
+++ b/guardrails/hub/validator_package_service.py
@@ -1,20 +1,22 @@
 import importlib
 import os
 from pathlib import Path
+import re
 import subprocess
 import sys
 
-from typing import List, Literal
+from typing import List, Literal, Optional
 from types import ModuleType
 from pydash.strings import snake_case
+from packaging.utils import canonicalize_name  # PEP 503
 
-from guardrails.classes.generic.stack import Stack
 from guardrails.logger import logger as guardrails_logger
 
 
 from guardrails.cli.hub.utils import pip_process
 from guardrails_hub_types import Manifest
 from guardrails.cli.server.hub_client import get_validator_manifest
+from guardrails.settings import settings
 
 
 json_format: Literal["json"] = "json"
@@ -91,11 +93,13 @@ def get_validator_from_manifest(manifest: Manifest) -> ModuleType:
         Returns:
             Any: The Validator class from the installed module
         """
-        org_package = ValidatorPackageService.get_org_and_package_dirs(manifest)
-        module_name = manifest.module_name
 
-        _relative_path = ".".join([*org_package, module_name])
-        import_line = f"guardrails.hub.{_relative_path}"
+        validator_id = manifest.id
+        import_path = ValidatorPackageService.get_import_path_from_validator_id(
+            validator_id
+        )
+
+        import_line = f"{import_path}"
 
         # Reload or import the module
         return ValidatorPackageService.reload_module(import_line)
@@ -112,14 +116,15 @@ def get_org_and_package_dirs(
 
     @staticmethod
     def add_to_hub_inits(manifest: Manifest, site_packages: str):
+        validator_id = manifest.id
         org_package = ValidatorPackageService.get_org_and_package_dirs(manifest)
         exports: List[str] = manifest.exports or []
         sorted_exports = sorted(exports, reverse=True)
-        module_name = manifest.module_name
-        relative_path = ".".join([*org_package, module_name])
-        import_line = (
-            f"from guardrails.hub.{relative_path} import {', '.join(sorted_exports)}"
+
+        import_path = ValidatorPackageService.get_import_path_from_validator_id(
+            validator_id
         )
+        import_line = f"from {import_path} import {', '.join(sorted_exports)}"
 
         hub_init_location = os.path.join(
             site_packages, "guardrails", "hub", "__init__.py"
@@ -179,14 +184,29 @@ def get_module_path(package_name):
         return package_path
 
     @staticmethod
-    def get_module_name(package_uri: str):
-        if not package_uri.startswith("hub://"):
+    def get_validator_id(validator_uri: str):
+        if not validator_uri.startswith("hub://"):
             raise InvalidHubInstallURL(
                 "Invalid URI! The package URI must start with 'hub://'"
             )
 
-        module_name = package_uri.replace("hub://", "")
-        return module_name
+        validator_uri_with_version = validator_uri.replace("hub://", "")
+
+        validator_id_version_regex = (
+            r"(?P[\/a-zA-Z0-9\-_]+)(?P.*)"
+        )
+        match = re.match(validator_id_version_regex, validator_uri_with_version)
+        validator_version = None
+
+        if match:
+            validator_id = match.group("validator_id")
+            validator_version = (
+                match.group("version").strip() if match.group("version") else None
+            )
+        else:
+            validator_id = validator_uri_with_version
+
+        return (validator_id, validator_version)
 
     @staticmethod
     def get_install_url(manifest: Manifest) -> str:
@@ -207,18 +227,19 @@ def get_install_url(manifest: Manifest) -> str:
     def run_post_install(
         manifest: Manifest, site_packages: str, logger=guardrails_logger
     ):
-        org_package = ValidatorPackageService.get_org_and_package_dirs(manifest)
+        validator_id = manifest.id
         post_install_script = manifest.post_install
+
         if not post_install_script:
             return
 
-        module_name = manifest.module_name
+        import_path = ValidatorPackageService.get_import_path_from_validator_id(
+            validator_id
+        )
+
         relative_path = os.path.join(
             site_packages,
-            "guardrails",
-            "hub",
-            *org_package,
-            module_name,
+            import_path,
             post_install_script,
         )
 
@@ -255,20 +276,42 @@ def get_hub_directory(manifest: Manifest, site_packages: str) -> str:
         org_package = ValidatorPackageService.get_org_and_package_dirs(manifest)
         return os.path.join(site_packages, "guardrails", "hub", *org_package)
 
+    @staticmethod
+    def get_normalized_package_name(validator_id: str):
+        validator_id_parts = validator_id.split("/")
+        concatanated_package_name = (
+            f"{validator_id_parts[0]}-grhub-{validator_id_parts[1]}"
+        )
+        pep_503_package_name = canonicalize_name(concatanated_package_name)
+        return pep_503_package_name
+
+    @staticmethod
+    def get_import_path_from_validator_id(validator_id):
+        pep_503_package_name = ValidatorPackageService.get_normalized_package_name(
+            validator_id
+        )
+        return pep_503_package_name.replace("-", "_")
+
     @staticmethod
     def install_hub_module(
-        module_manifest: Manifest,
-        site_packages: str,
+        validator_id: str,
+        validator_version: Optional[str] = "",
         quiet: bool = False,
         upgrade: bool = False,
         logger=guardrails_logger,
     ):
-        install_url = ValidatorPackageService.get_install_url(module_manifest)
-        install_directory = ValidatorPackageService.get_hub_directory(
-            module_manifest, site_packages
+        pep_503_package_name = ValidatorPackageService.get_normalized_package_name(
+            validator_id
         )
+        validator_version = validator_version if validator_version else ""
+        full_package_name = f"{pep_503_package_name}{validator_version}"
+
+        guardrails_token = settings.rc.token
 
-        pip_flags = [f"--target={install_directory}", "--no-deps"]
+        pip_flags = [
+            f"--index-url=https://__token__:{guardrails_token}@e4c4zula06.execute-api.us-east-1.amazonaws.com/simple",
+            "--extra-index-url=https://pypi.org/simple",
+        ]
 
         if upgrade:
             pip_flags.append("--upgrade")
@@ -276,46 +319,9 @@ def install_hub_module(
         if quiet:
             pip_flags.append("-q")
 
-        # Install validator module in namespaced directory under guardrails.hub
-        download_output = pip_process("install", install_url, pip_flags, quiet=quiet)
+        # Install from guardrails hub pypi server with public pypi index as fallback
+        download_output = pip_process(
+            "install", full_package_name, pip_flags, quiet=quiet
+        )
         if not quiet:
             logger.info(download_output)
-
-        # Install validator module's dependencies in normal site-packages directory
-        inspect_output = pip_process(
-            "inspect",
-            flags=[f"--path={install_directory}"],
-            format=json_format,
-            quiet=quiet,
-            no_color=True,
-        )
-
-        # throw if inspect_output is a string. Mostly for pyright
-        if isinstance(inspect_output, str):
-            logger.error("Failed to inspect the installed package!")
-            raise FailedPackageInspection
-
-        dependencies = (
-            Stack(*inspect_output.get("installed", []))
-            .at(0, {})
-            .get("metadata", {})  # type: ignore
-            .get("requires_dist", [])  # type: ignore
-        )
-        requirements = list(filter(lambda dep: "extra" not in dep, dependencies))
-        for req in requirements:
-            if "git+" in req:
-                install_spec = req.replace(" ", "")
-                dep_install_output = pip_process("install", install_spec, quiet=quiet)
-                if not quiet:
-                    logger.info(dep_install_output)
-            else:
-                req_info = Stack(*req.split(" "))
-                name = req_info.at(0, "").strip()  # type: ignore
-                versions = req_info.at(1, "").strip("()")  # type: ignore
-                if name:
-                    install_spec = name if not versions else f"{name}{versions}"
-                    dep_install_output = pip_process(
-                        "install", install_spec, quiet=quiet
-                    )
-                    if not quiet:
-                        logger.info(dep_install_output)

From 6d31efc25da3290fef43dea3f2a012392e192898 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Tue, 22 Oct 2024 19:13:35 -0700
Subject: [PATCH 54/71] chore: Fix typo in pip_process function

---
 guardrails/cli/hub/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/guardrails/cli/hub/utils.py b/guardrails/cli/hub/utils.py
index 5abe7d2c9..b4af8283f 100644
--- a/guardrails/cli/hub/utils.py
+++ b/guardrails/cli/hub/utils.py
@@ -58,7 +58,7 @@ def pip_process(
             except Exception:
                 logger.debug(
                     f"JSON parse exception in decoding output from pip {action}"
-                    "{package}. Falling back to accumulating the byte stream",
+                    f"{package}. Falling back to accumulating the byte stream",
                 )
             accumulator = {}
             parsed = BytesHeaderParser().parsebytes(result.stdout.encode())

From 3b781146d07f1f347b7cbf9fcfa0d4fc624a0432 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Tue, 22 Oct 2024 19:40:03 -0700
Subject: [PATCH 55/71] wip: updating tests

---
 guardrails/hub/validator_package_service.py   |  20 ---
 .../hub/test_validator_package_service.py     | 147 +++---------------
 2 files changed, 25 insertions(+), 142 deletions(-)

diff --git a/guardrails/hub/validator_package_service.py b/guardrails/hub/validator_package_service.py
index 8431dc9d1..41518bc3b 100644
--- a/guardrails/hub/validator_package_service.py
+++ b/guardrails/hub/validator_package_service.py
@@ -208,21 +208,6 @@ def get_validator_id(validator_uri: str):
 
         return (validator_id, validator_version)
 
-    @staticmethod
-    def get_install_url(manifest: Manifest) -> str:
-        repo = manifest.repository
-        repo_url = repo.url
-        branch = repo.branch
-
-        git_url = repo_url
-        if not repo_url.startswith("git+"):
-            git_url = f"git+{repo_url}"
-
-        if branch is not None:
-            git_url = f"{git_url}@{branch}"
-
-        return git_url
-
     @staticmethod
     def run_post_install(
         manifest: Manifest, site_packages: str, logger=guardrails_logger
@@ -271,11 +256,6 @@ def run_post_install(
                     """
                 )
 
-    @staticmethod
-    def get_hub_directory(manifest: Manifest, site_packages: str) -> str:
-        org_package = ValidatorPackageService.get_org_and_package_dirs(manifest)
-        return os.path.join(site_packages, "guardrails", "hub", *org_package)
-
     @staticmethod
     def get_normalized_package_name(validator_id: str):
         validator_id_parts = validator_id.split("/")
diff --git a/tests/unit_tests/hub/test_validator_package_service.py b/tests/unit_tests/hub/test_validator_package_service.py
index a407c312b..7f27d9c79 100644
--- a/tests/unit_tests/hub/test_validator_package_service.py
+++ b/tests/unit_tests/hub/test_validator_package_service.py
@@ -1,4 +1,5 @@
 from pathlib import Path
+from typing import cast
 import pytest
 import sys
 from unittest.mock import call, patch, MagicMock
@@ -88,6 +89,7 @@ def test_closes_early_if_already_added(self, mocker):
 
         from guardrails.hub.validator_package_service import ValidatorPackageService
 
+        manifest = cast(Manifest, manifest)
         ValidatorPackageService.add_to_hub_inits(manifest, site_packages)
 
         assert mock_open.call_count == 2
@@ -154,6 +156,7 @@ def test_appends_import_line_if_not_present(self, mocker):
 
         from guardrails.hub.validator_package_service import ValidatorPackageService
 
+        manifest = cast(Manifest, manifest)
         ValidatorPackageService.add_to_hub_inits(manifest, site_packages)
 
         assert mock_open.call_count == 2
@@ -235,6 +238,7 @@ def test_creates_namespace_init_if_not_exists(self, mocker):
 
         from guardrails.hub.validator_package_service import ValidatorPackageService
 
+        manifest = cast(Manifest, manifest)
         ValidatorPackageService.add_to_hub_inits(manifest, site_packages)
 
         assert mock_open.call_count == 2
@@ -335,7 +339,7 @@ class TestRunPostInstall:
         [
             Manifest.from_dict(
                 {
-                    "id": "id",
+                    "id": "guardrails-ai/id",
                     "name": "name",
                     "author": {"name": "me", "email": "me@me.me"},
                     "maintainers": [],
@@ -350,7 +354,7 @@ class TestRunPostInstall:
             ),
             Manifest.from_dict(
                 {
-                    "id": "id",
+                    "id": "guardrails-ai/id",
                     "name": "name",
                     "author": {"name": "me", "email": "me@me.me"},
                     "maintainers": [],
@@ -391,7 +395,7 @@ def test_runs_script_if_exists(self, mocker):
 
         manifest = Manifest.from_dict(
             {
-                "id": "id",
+                "id": "guardrails-ai/id",
                 "name": "name",
                 "author": {"name": "me", "email": "me@me.me"},
                 "maintainers": [],
@@ -406,6 +410,7 @@ def test_runs_script_if_exists(self, mocker):
             }
         )
 
+        manifest = cast(Manifest, manifest)
         ValidatorPackageService.run_post_install(manifest, "./site_packages")
 
         assert mock_subprocess_check_output.call_count == 1
@@ -421,7 +426,7 @@ class TestValidatorPackageService:
     def setup_method(self):
         self.manifest = Manifest.from_dict(
             {
-                "id": "id",
+                "id": "guardrails/id",
                 "name": "name",
                 "author": {"name": "me", "email": "me@me.me"},
                 "maintainers": [],
@@ -466,25 +471,17 @@ def test_get_site_packages_location(self, mock_get_module_path):
         site_packages_path = ValidatorPackageService.get_site_packages_location()
         assert site_packages_path == "/fake/site-packages"
 
-    @patch(
-        "guardrails.hub.validator_package_service.ValidatorPackageService.get_org_and_package_dirs"
-    )
     @patch(
         "guardrails.hub.validator_package_service.ValidatorPackageService.reload_module"
     )
-    def test_get_validator_from_manifest(
-        self, mock_reload_module, mock_get_org_and_package_dirs
-    ):
-        mock_get_org_and_package_dirs.return_value = ["guardrails_ai", "test_package"]
-
+    def test_get_validator_from_manifest(self, mock_reload_module):
         mock_validator_module = MagicMock()
         mock_reload_module.return_value = mock_validator_module
 
-        ValidatorPackageService.get_validator_from_manifest(self.manifest)
+        manifest = cast(Manifest, self.manifest)
+        ValidatorPackageService.get_validator_from_manifest(manifest)
 
-        mock_reload_module.assert_called_once_with(
-            f"guardrails.hub.guardrails_ai.test_package.{self.manifest.module_name}"
-        )
+        mock_reload_module.assert_called_once_with("guardrails_grhub_id")
 
     @pytest.mark.parametrize(
         "manifest,expected",
@@ -492,7 +489,7 @@ def test_get_validator_from_manifest(
             (
                 Manifest.from_dict(
                     {
-                        "id": "id",
+                        "id": "guardrails-ai/id",
                         "name": "name",
                         "author": {"name": "me", "email": "me@me.me"},
                         "maintainers": [],
@@ -510,12 +507,12 @@ def test_get_validator_from_manifest(
             (
                 Manifest.from_dict(
                     {
-                        "id": "id",
+                        "id": "guardrails-ai/id",
                         "name": "name",
                         "author": {"name": "me", "email": "me@me.me"},
                         "maintainers": [],
                         "repository": {"url": "some-repo"},
-                        "namespace": "",
+                        "namespace": "guardrails-ai",
                         "packageName": "test-validator",
                         "moduleName": "test_validator",
                         "description": "description",
@@ -534,98 +531,17 @@ def test_get_org_and_package_dirs(self, manifest, expected):
         assert actual == expected
 
     def test_get_module_name_valid(self):
-        module_name = ValidatorPackageService.get_module_name("hub://test-module")
+        module_name, module_version = ValidatorPackageService.get_validator_id(
+            "hub://test-module>=1.0.0"
+        )
         assert module_name == "test-module"
+        assert module_version == ">=1.0.0"
 
     def test_get_module_name_invalid(self):
         with pytest.raises(InvalidHubInstallURL):
-            ValidatorPackageService.get_module_name("invalid-uri")
-
-    @pytest.mark.parametrize(
-        "manifest,expected",
-        [
-            (
-                Manifest.from_dict(
-                    {
-                        "id": "id",
-                        "name": "name",
-                        "author": {"name": "me", "email": "me@me.me"},
-                        "maintainers": [],
-                        "repository": {"url": "some-repo"},
-                        "namespace": "guardrails-ai",
-                        "packageName": "test-validator",
-                        "moduleName": "validator",
-                        "description": "description",
-                        "exports": ["TestValidator"],
-                        "tags": {},
-                    }
-                ),
-                "git+some-repo",
-            ),
-            (
-                Manifest.from_dict(
-                    {
-                        "id": "id",
-                        "name": "name",
-                        "author": {"name": "me", "email": "me@me.me"},
-                        "maintainers": [],
-                        "repository": {"url": "git+some-repo"},
-                        "namespace": "guardrails-ai",
-                        "packageName": "test-validator",
-                        "moduleName": "validator",
-                        "description": "description",
-                        "exports": ["TestValidator"],
-                        "tags": {},
-                        "post_install": "",
-                    }
-                ),
-                "git+some-repo",
-            ),
-            (
-                Manifest.from_dict(
-                    {
-                        "id": "id",
-                        "name": "name",
-                        "author": {"name": "me", "email": "me@me.me"},
-                        "maintainers": [],
-                        "repository": {"url": "git+some-repo", "branch": "prod"},
-                        "namespace": "guardrails-ai",
-                        "packageName": "test-validator",
-                        "moduleName": "validator",
-                        "description": "description",
-                        "exports": ["TestValidator"],
-                        "tags": {},
-                        "post_install": "",
-                    }
-                ),
-                "git+some-repo@prod",
-            ),
-        ],
-    )
-    def test_get_install_url(self, manifest, expected):
-        actual = ValidatorPackageService.get_install_url(manifest)
-        assert actual == expected
-
-    def test_get_hub_directory(self):
-        hub_directory = ValidatorPackageService.get_hub_directory(
-            self.manifest, self.site_packages
-        )
-        assert (
-            hub_directory
-            == "./.venv/lib/python3.X/site-packages/guardrails/hub/guardrails/test_validator"  # noqa
-        )  # noqa
+            ValidatorPackageService.get_validator_id("invalid-uri")
 
     def test_install_hub_module(self, mocker):
-        mock_get_install_url = mocker.patch(
-            "guardrails.hub.validator_package_service.ValidatorPackageService.get_install_url"
-        )
-        mock_get_install_url.return_value = "mock-install-url"
-
-        mock_get_hub_directory = mocker.patch(
-            "guardrails.hub.validator_package_service.ValidatorPackageService.get_hub_directory"
-        )
-        mock_get_hub_directory.return_value = "mock/install/directory"
-
         mock_pip_process = mocker.patch(
             "guardrails.hub.validator_package_service.pip_process"
         )
@@ -653,7 +569,7 @@ def test_install_hub_module(self, mocker):
 
         manifest = Manifest.from_dict(
             {
-                "id": "id",
+                "id": "guardrails-ai/id",
                 "name": "name",
                 "author": {"name": "me", "email": "me@me.me"},
                 "maintainers": [],
@@ -666,13 +582,10 @@ def test_install_hub_module(self, mocker):
                 "tags": {},
             }
         )
-        site_packages = "./site-packages"
-        ValidatorPackageService.install_hub_module(manifest, site_packages)
+        manifest = cast(Manifest, manifest)
+        ValidatorPackageService.install_hub_module(manifest.id)
 
-        mock_get_install_url.assert_called_once_with(manifest)
-        mock_get_hub_directory.assert_called_once_with(manifest, site_packages)
-
-        assert mock_pip_process.call_count == 5
+        assert mock_pip_process.call_count == 1
         pip_calls = [
             call(
                 "install",
@@ -680,15 +593,5 @@ def test_install_hub_module(self, mocker):
                 ["--target=mock/install/directory", "--no-deps"],
                 quiet=False,
             ),
-            call(
-                "inspect",
-                flags=["--path=mock/install/directory"],
-                format="json",
-                quiet=False,
-                no_color=True,
-            ),
-            call("install", "rstr", quiet=False),
-            call("install", "openai<2", quiet=False),
-            call("install", "pydash>=7.0.6,<8.0.0", quiet=False),
         ]
         mock_pip_process.assert_has_calls(pip_calls)

From 0d1367a6a66d3319edac19054abb6323224c0901 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Tue, 22 Oct 2024 23:04:13 -0700
Subject: [PATCH 56/71] fixed tests

---
 guardrails/hub/validator_package_service.py   |  2 +-
 tests/unit_tests/hub/test_hub_install.py      | 53 +++++++++----------
 .../hub/test_validator_package_service.py     | 38 ++++++++-----
 3 files changed, 50 insertions(+), 43 deletions(-)

diff --git a/guardrails/hub/validator_package_service.py b/guardrails/hub/validator_package_service.py
index 41518bc3b..ee2b87e42 100644
--- a/guardrails/hub/validator_package_service.py
+++ b/guardrails/hub/validator_package_service.py
@@ -289,7 +289,7 @@ def install_hub_module(
         guardrails_token = settings.rc.token
 
         pip_flags = [
-            f"--index-url=https://__token__:{guardrails_token}@e4c4zula06.execute-api.us-east-1.amazonaws.com/simple",
+            f"--index-url=https://__token__:{guardrails_token}@pypi.guardrailsai.com/simple",
             "--extra-index-url=https://pypi.org/simple",
         ]
 
diff --git a/tests/unit_tests/hub/test_hub_install.py b/tests/unit_tests/hub/test_hub_install.py
index 3aea52899..c94c909c7 100644
--- a/tests/unit_tests/hub/test_hub_install.py
+++ b/tests/unit_tests/hub/test_hub_install.py
@@ -18,7 +18,7 @@ class TestInstall:
     def setup_method(self):
         self.manifest = Manifest.from_dict(
             {
-                "id": "id",
+                "id": "guardrails/id",
                 "name": "name",
                 "author": {"name": "me", "email": "me@me.me"},
                 "maintainers": [],
@@ -74,13 +74,13 @@ def test_install_local_models__false(self, mocker, use_remote_inferencing):
         )
 
         install(
-            "hub://guardrails/test-validator",
+            "hub://guardrails/id",
             install_local_models=False,
             install_local_models_confirm=lambda: False,
         )
 
         log_calls = [
-            call(level=5, msg="Installing hub://guardrails/test-validator..."),
+            call(level=5, msg="Installing hub://guardrails/id..."),
             call(
                 level=5,
                 msg="Skipping post install, models will not be downloaded for local "
@@ -88,18 +88,16 @@ def test_install_local_models__false(self, mocker, use_remote_inferencing):
             ),
             call(
                 level=5,
-                msg="✅Successfully installed hub://guardrails/test-validator!\n\nImport validator:\nfrom guardrails.hub import TestValidator\n\nGet more info:\nhttps://hub.guardrailsai.com/validator/id\n",  # noqa
+                msg="✅Successfully installed hub://guardrails/id!\n\nImport validator:\nfrom guardrails.hub import TestValidator\n\nGet more info:\nhttps://hub.guardrailsai.com/validator/guardrails/id\n",  # noqa
             ),  # noqa
         ]
         assert mock_logger_log.call_count == 3
         mock_logger_log.assert_has_calls(log_calls)
 
-        get_manifest_and_site_packages_mock.assert_called_once_with(
-            "guardrails/test-validator"
-        )
+        get_manifest_and_site_packages_mock.assert_called_once_with("guardrails/id")
 
         mock_pip_install_hub_module.assert_called_once_with(
-            self.manifest, self.site_packages, quiet=ANY, upgrade=ANY, logger=ANY
+            self.manifest.id, validator_version=None, quiet=ANY, upgrade=ANY, logger=ANY
         )
         mock_add_to_hub_init.assert_called_once_with(self.manifest, self.site_packages)
 
@@ -117,6 +115,9 @@ def test_install_local_models__true(self, mocker, use_remote_inferencing):
 
         mock_logger_log = mocker.patch("guardrails.hub.install.cli_logger.log")
 
+        pkg_resources = mocker.patch("guardrails.hub.install.pkg_resources")
+        pkg_resources.get_distribution.return_value.version = "1.0.0"
+
         get_manifest_and_site_packages_mock = mocker.patch(
             "guardrails.hub.validator_package_service.ValidatorPackageService.get_manifest_and_site_packages"
         )
@@ -136,31 +137,29 @@ def test_install_local_models__true(self, mocker, use_remote_inferencing):
         )
 
         install(
-            "hub://guardrails/test-validator",
+            "hub://guardrails/id",
             install_local_models=True,
             install_local_models_confirm=lambda: True,
         )
 
         log_calls = [
-            call(level=5, msg="Installing hub://guardrails/test-validator..."),
+            call(level=5, msg="Installing hub://guardrails/id..."),
             call(
                 level=5,
                 msg="Installing models locally!",
             ),
             call(
                 level=5,
-                msg="✅Successfully installed hub://guardrails/test-validator!\n\nImport validator:\nfrom guardrails.hub import TestValidator\n\nGet more info:\nhttps://hub.guardrailsai.com/validator/id\n",  # noqa
+                msg="✅Successfully installed hub://guardrails/id!\n\nImport validator:\nfrom guardrails.hub import TestValidator\n\nGet more info:\nhttps://hub.guardrailsai.com/validator/guardrails/id\n",  # noqa
             ),  # noqa
         ]
         assert mock_logger_log.call_count == 3
         mock_logger_log.assert_has_calls(log_calls)
 
-        get_manifest_and_site_packages_mock.assert_called_once_with(
-            "guardrails/test-validator"
-        )
+        get_manifest_and_site_packages_mock.assert_called_once_with("guardrails/id")
 
         mock_pip_install_hub_module.assert_called_once_with(
-            self.manifest, self.site_packages, quiet=ANY, upgrade=ANY, logger=ANY
+            self.manifest.id, validator_version=None, quiet=ANY, upgrade=ANY, logger=ANY
         )
         mock_add_to_hub_init.assert_called_once_with(self.manifest, self.site_packages)
 
@@ -197,31 +196,29 @@ def test_install_local_models__none(self, mocker, use_remote_inferencing):
         )
 
         install(
-            "hub://guardrails/test-validator",
+            "hub://guardrails/id",
             install_local_models=None,
             install_local_models_confirm=lambda: True,
         )
 
         log_calls = [
-            call(level=5, msg="Installing hub://guardrails/test-validator..."),
+            call(level=5, msg="Installing hub://guardrails/id..."),
             call(
                 level=5,
                 msg="Installing models locally!",
             ),
             call(
                 level=5,
-                msg="✅Successfully installed hub://guardrails/test-validator!\n\nImport validator:\nfrom guardrails.hub import TestValidator\n\nGet more info:\nhttps://hub.guardrailsai.com/validator/id\n",  # noqa
+                msg="✅Successfully installed hub://guardrails/id!\n\nImport validator:\nfrom guardrails.hub import TestValidator\n\nGet more info:\nhttps://hub.guardrailsai.com/validator/guardrails/id\n",  # noqa
             ),  # noqa
         ]
         assert mock_logger_log.call_count == 3
         mock_logger_log.assert_has_calls(log_calls)
 
-        get_manifest_and_site_packages_mock.assert_called_once_with(
-            "guardrails/test-validator"
-        )
+        get_manifest_and_site_packages_mock.assert_called_once_with("guardrails/id")
 
         mock_pip_install_hub_module.assert_called_once_with(
-            self.manifest, self.site_packages, quiet=ANY, upgrade=ANY, logger=ANY
+            self.manifest.id, validator_version=None, quiet=ANY, upgrade=ANY, logger=ANY
         )
         mock_add_to_hub_init.assert_called_once_with(self.manifest, self.site_packages)
 
@@ -258,12 +255,12 @@ def test_happy_path(self, mocker, use_remote_inferencing):
         )
 
         install(
-            "hub://guardrails/test-validator",
+            "hub://guardrails/id",
             install_local_models_confirm=lambda: True,
         )
 
         log_calls = [
-            call(level=5, msg="Installing hub://guardrails/test-validator..."),
+            call(level=5, msg="Installing hub://guardrails/id..."),
             call(
                 level=5,
                 msg="Installing models locally!",  # noqa
@@ -273,12 +270,10 @@ def test_happy_path(self, mocker, use_remote_inferencing):
         assert mock_logger_log.call_count == 3
         mock_logger_log.assert_has_calls(log_calls)
 
-        get_manifest_and_site_packages_mock.assert_called_once_with(
-            "guardrails/test-validator"
-        )
+        get_manifest_and_site_packages_mock.assert_called_once_with("guardrails/id")
 
         mock_pip_install_hub_module.assert_called_once_with(
-            self.manifest, self.site_packages, quiet=ANY, upgrade=ANY, logger=ANY
+            self.manifest.id, validator_version=None, quiet=ANY, upgrade=ANY, logger=ANY
         )
         mock_add_to_hub_init.assert_called_once_with(self.manifest, self.site_packages)
 
@@ -408,7 +403,7 @@ def test_use_remote_endpoint(self, mocker, use_remote_inferencing: bool):
 
         manifest = Manifest.from_dict(
             {
-                "id": "id",
+                "id": "guardrails/test-validator",
                 "name": "name",
                 "author": {"name": "me", "email": "me@me.me"},
                 "maintainers": [],
diff --git a/tests/unit_tests/hub/test_validator_package_service.py b/tests/unit_tests/hub/test_validator_package_service.py
index 7f27d9c79..9e8b10cf3 100644
--- a/tests/unit_tests/hub/test_validator_package_service.py
+++ b/tests/unit_tests/hub/test_validator_package_service.py
@@ -48,7 +48,7 @@ class TestAddToHubInits:
     def test_closes_early_if_already_added(self, mocker):
         manifest = Manifest.from_dict(
             {
-                "id": "id",
+                "id": "guardrails-ai/id",
                 "name": "name",
                 "author": {"name": "me", "email": "me@me.me"},
                 "maintainers": [],
@@ -69,14 +69,18 @@ def test_closes_early_if_already_added(self, mocker):
         mock_open.side_effect = [hub_init_file, ns_init_file]
 
         mock_hub_read = mocker.patch.object(hub_init_file, "read")
-        mock_hub_read.return_value = "from guardrails.hub.guardrails_ai.test_validator.validator import helper, TestValidator"  # noqa
+        mock_hub_read.return_value = (
+            "from guardrails_ai_grhub_id import helper, TestValidator"  # noqa
+        )
 
         hub_seek_spy = mocker.spy(hub_init_file, "seek")
         hub_write_spy = mocker.spy(hub_init_file, "write")
         hub_close_spy = mocker.spy(hub_init_file, "close")
 
         mock_ns_read = mocker.patch.object(ns_init_file, "read")
-        mock_ns_read.return_value = "from guardrails.hub.guardrails_ai.test_validator.validator import helper, TestValidator"  # noqa
+        mock_ns_read.return_value = (
+            "from guardrails_ai_grhub_id import helper, TestValidator"  # noqa
+        )
 
         ns_seek_spy = mocker.spy(ns_init_file, "seek")
         ns_write_spy = mocker.spy(ns_init_file, "write")
@@ -115,7 +119,7 @@ def test_closes_early_if_already_added(self, mocker):
     def test_appends_import_line_if_not_present(self, mocker):
         manifest = Manifest.from_dict(
             {
-                "id": "id",
+                "id": "guardrails-ai/id",
                 "name": "name",
                 "author": {"name": "me", "email": "me@me.me"},
                 "maintainers": [],
@@ -176,7 +180,7 @@ def test_appends_import_line_if_not_present(self, mocker):
         hub_write_calls = [
             call("\n"),
             call(
-                "from guardrails.hub.guardrails_ai.test_validator.validator import TestValidator"  # noqa
+                "from guardrails_ai_grhub_id import TestValidator"  # noqa
             ),
         ]
         hub_write_spy.assert_has_calls(hub_write_calls)
@@ -194,14 +198,14 @@ def test_appends_import_line_if_not_present(self, mocker):
         assert mock_ns_read.call_count == 1
         assert ns_write_spy.call_count == 1
         ns_write_spy.assert_called_once_with(
-            "from guardrails.hub.guardrails_ai.test_validator.validator import TestValidator"  # noqa
+            "from guardrails_ai_grhub_id import TestValidator"  # noqa
         )
         assert ns_close_spy.call_count == 1
 
     def test_creates_namespace_init_if_not_exists(self, mocker):
         manifest = Manifest.from_dict(
             {
-                "id": "id",
+                "id": "guardrails-ai/id",
                 "name": "name",
                 "author": {"name": "me", "email": "me@me.me"},
                 "maintainers": [],
@@ -222,7 +226,7 @@ def test_creates_namespace_init_if_not_exists(self, mocker):
         mock_open.side_effect = [hub_init_file, ns_init_file]
 
         mock_hub_read = mocker.patch.object(hub_init_file, "read")
-        mock_hub_read.return_value = "from guardrails.hub.guardrails_ai.test_validator.validator import TestValidator"  # noqa
+        mock_hub_read.return_value = "from guardrails_ai_grhub_id import TestValidator"  # noqa
 
         mock_ns_read = mocker.patch.object(ns_init_file, "read")
         mock_ns_read.return_value = ""
@@ -256,7 +260,7 @@ def test_creates_namespace_init_if_not_exists(self, mocker):
         assert mock_ns_read.call_count == 0
         assert ns_write_spy.call_count == 1
         ns_write_spy.assert_called_once_with(
-            "from guardrails.hub.guardrails_ai.test_validator.validator import TestValidator"  # noqa
+            "from guardrails_ai_grhub_id import TestValidator"  # noqa
         )
         assert ns_close_spy.call_count == 1
 
@@ -417,7 +421,7 @@ def test_runs_script_if_exists(self, mocker):
         mock_subprocess_check_output.assert_called_once_with(
             [
                 mock_sys_executable,
-                "./site_packages/guardrails/hub/guardrails_ai/test_validator/validator/post_install.py",  # noqa
+                "./site_packages/guardrails_ai_grhub_id/post_install.py",  # noqa
             ]
         )
 
@@ -512,7 +516,7 @@ def test_get_validator_from_manifest(self, mock_reload_module):
                         "author": {"name": "me", "email": "me@me.me"},
                         "maintainers": [],
                         "repository": {"url": "some-repo"},
-                        "namespace": "guardrails-ai",
+                        "namespace": "",
                         "packageName": "test-validator",
                         "moduleName": "test_validator",
                         "description": "description",
@@ -545,6 +549,11 @@ def test_install_hub_module(self, mocker):
         mock_pip_process = mocker.patch(
             "guardrails.hub.validator_package_service.pip_process"
         )
+        mock_settings = mocker.patch(
+            "guardrails.hub.validator_package_service.settings"
+        )
+        mock_settings.rc.token = "mock-token"
+
         inspect_report = {
             "installed": [
                 {
@@ -589,8 +598,11 @@ def test_install_hub_module(self, mocker):
         pip_calls = [
             call(
                 "install",
-                "mock-install-url",
-                ["--target=mock/install/directory", "--no-deps"],
+                "guardrails-ai-grhub-id",
+                [
+                    "--index-url=https://__token__:mock-token@pypi.guardrailsai.com/simple",
+                    "--extra-index-url=https://pypi.org/simple",
+                ],
                 quiet=False,
             ),
         ]

From b8d4d18977ea155d990497f57bd4f69357156817 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Wed, 23 Oct 2024 09:55:35 -0700
Subject: [PATCH 57/71] fix f-string syntax error

---
 guardrails/cli/hub/utils.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/guardrails/cli/hub/utils.py b/guardrails/cli/hub/utils.py
index b4af8283f..0ab34a5cb 100644
--- a/guardrails/cli/hub/utils.py
+++ b/guardrails/cli/hub/utils.py
@@ -73,8 +73,8 @@ def pip_process(
             (
                 f"Failed to {action} {package}\n"
                 f"Exit code: {exc.returncode}\n"
-                f"stderr: {(exc.stderr or "").strip()}\n"
-                f"stdout: {(exc.stdout or "").strip()}"
+                f"stderr: {(exc.stderr or '').strip()}\n"
+                f"stdout: {(exc.stdout or '').strip()}"
             )
         )
         # Re-raise the error or handle it accordingly

From 5b4d6b8a097af8f2fe81d6f90a25220b8fddebb0 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Wed, 23 Oct 2024 13:56:24 -0700
Subject: [PATCH 58/71] fixed uninstall, list validators cli cmds, and tests

---
 guardrails/cli/hub/list.py                 |  5 +-
 guardrails/cli/hub/uninstall.py            | 58 +++++++-------------
 guardrails/cli/hub/utils.py                | 13 +----
 tests/unit_tests/cli/hub/test_install.py   | 51 ++++++++---------
 tests/unit_tests/cli/hub/test_list.py      |  2 +-
 tests/unit_tests/cli/hub/test_uninstall.py | 64 ++++++++++++----------
 6 files changed, 83 insertions(+), 110 deletions(-)

diff --git a/guardrails/cli/hub/list.py b/guardrails/cli/hub/list.py
index 2dcf0cd3d..8f18dff92 100644
--- a/guardrails/cli/hub/list.py
+++ b/guardrails/cli/hub/list.py
@@ -2,7 +2,6 @@
 import re
 
 from guardrails.cli.hub.hub import hub_command
-from guardrails.cli.hub.utils import get_site_packages_location
 from guardrails.hub_telemetry.hub_tracing import trace
 from .console import console
 
@@ -11,7 +10,9 @@
 @trace(name="guardrails-cli/hub/list")
 def list():
     """List all installed validators."""
-    site_packages = get_site_packages_location()
+    from guardrails.hub.validator_package_service import ValidatorPackageService
+
+    site_packages = ValidatorPackageService.get_site_packages_location()
     hub_init_file = os.path.join(site_packages, "guardrails", "hub", "__init__.py")
 
     installed_validators = []
diff --git a/guardrails/cli/hub/uninstall.py b/guardrails/cli/hub/uninstall.py
index bd3722701..8d298b885 100644
--- a/guardrails/cli/hub/uninstall.py
+++ b/guardrails/cli/hub/uninstall.py
@@ -1,5 +1,4 @@
 import os
-import shutil
 import sys
 from typing import List, Literal
 
@@ -10,9 +9,7 @@
 from guardrails.cli.server.hub_client import get_validator_manifest
 from guardrails_hub_types import Manifest
 
-from guardrails.cli.hub.utils import get_site_packages_location
-from guardrails.cli.hub.utils import get_org_and_package_dirs
-from guardrails.cli.hub.utils import get_hub_directory
+from guardrails.cli.hub.utils import pip_process
 from guardrails.hub_telemetry.hub_tracing import trace
 
 from .console import console
@@ -32,46 +29,28 @@ def remove_line(file_path: str, line_content: str):
 
 
 def remove_from_hub_inits(manifest: Manifest, site_packages: str):
-    org_package = get_org_and_package_dirs(manifest)
+    from guardrails.hub.validator_package_service import ValidatorPackageService
+
     exports: List[str] = manifest.exports or []
     sorted_exports = sorted(exports, reverse=True)
-    module_name = manifest.module_name
-    relative_path = ".".join([*org_package, module_name])
-    import_line = (
-        f"from guardrails.hub.{relative_path} import {', '.join(sorted_exports)}"
+
+    validator_id = manifest.id
+    import_path = ValidatorPackageService.get_import_path_from_validator_id(
+        validator_id
     )
+    import_line = f"from {import_path} import {', '.join(sorted_exports)}"
 
     # Remove import line from main __init__.py
     hub_init_location = os.path.join(site_packages, "guardrails", "hub", "__init__.py")
     remove_line(hub_init_location, import_line)
 
-    # Remove import line from namespace __init__.py
-    namespace = org_package[0]
-    namespace_init_location = os.path.join(
-        site_packages, "guardrails", "hub", namespace, "__init__.py"
-    )
-    lines = remove_line(namespace_init_location, import_line)
-
-    # remove namespace pkg if namespace __init__.py is empty
-    if (len(lines) == 0) and (namespace != "hub"):
-        logger.info(f"Removing namespace package {namespace} as it is now empty")
-        try:
-            shutil.rmtree(os.path.join(site_packages, "guardrails", "hub", namespace))
-        except Exception as e:
-            logger.error(f"Error removing namespace package {namespace}")
-            logger.error(e)
-            sys.exit(1)
-
-
-def uninstall_hub_module(manifest: Manifest, site_packages: str):
-    uninstall_directory = get_hub_directory(manifest, site_packages)
-    logger.info(f"Removing directory {uninstall_directory}")
-    try:
-        shutil.rmtree(uninstall_directory)
-    except Exception as e:
-        logger.error("Error removing directory")
-        logger.error(e)
-        sys.exit(1)
+
+def uninstall_hub_module(manifest: Manifest):
+    from guardrails.hub.validator_package_service import ValidatorPackageService
+
+    validator_id = manifest.id
+    package_name = ValidatorPackageService.get_normalized_package_name(validator_id)
+    pip_process("uninstall", package_name, flags=["-y"], quiet=True)
 
 
 @hub_command.command()
@@ -82,6 +61,9 @@ def uninstall(
     ),
 ):
     """Uninstall a validator from the Hub."""
+    from guardrails.hub.validator_package_service import ValidatorPackageService
+
+    print(f"ValidatorPackageService: {ValidatorPackageService}")
     if not package_uri.startswith("hub://"):
         logger.error("Invalid URI!")
         sys.exit(1)
@@ -98,11 +80,11 @@ def uninstall(
     # Prep
     with console.status("Fetching manifest", spinner="bouncingBar"):
         module_manifest = get_validator_manifest(module_name)
-        site_packages = get_site_packages_location()
+        site_packages = ValidatorPackageService.get_site_packages_location()
 
     # Uninstall
     with console.status("Removing module", spinner="bouncingBar"):
-        uninstall_hub_module(module_manifest, site_packages)
+        uninstall_hub_module(module_manifest)
 
     # Cleanup
     with console.status("Cleaning up", spinner="bouncingBar"):
diff --git a/guardrails/cli/hub/utils.py b/guardrails/cli/hub/utils.py
index 0ab34a5cb..5714f32d8 100644
--- a/guardrails/cli/hub/utils.py
+++ b/guardrails/cli/hub/utils.py
@@ -58,7 +58,7 @@ def pip_process(
             except Exception:
                 logger.debug(
                     f"JSON parse exception in decoding output from pip {action}"
-                    f"{package}. Falling back to accumulating the byte stream",
+                    f" {package}. Falling back to accumulating the byte stream",
                 )
             accumulator = {}
             parsed = BytesHeaderParser().parsebytes(result.stdout.encode())
@@ -77,20 +77,13 @@ def pip_process(
                 f"stdout: {(exc.stdout or '').strip()}"
             )
         )
-        # Re-raise the error or handle it accordingly
-        raise
+        sys.exit(1)
     except Exception as e:
         logger.error(
             f"An unexpected exception occurred while trying to {action} {package}!",
             e,
         )
-        raise
-
-
-def get_site_packages_location() -> str:
-    output = pip_process("show", "pip", format=json_format)
-    pip_location = output["Location"]  # type: ignore
-    return pip_location
+        sys.exit(1)
 
 
 def get_org_and_package_dirs(manifest: Manifest) -> List[str]:
diff --git a/tests/unit_tests/cli/hub/test_install.py b/tests/unit_tests/cli/hub/test_install.py
index 5c9a749e2..d69103573 100755
--- a/tests/unit_tests/cli/hub/test_install.py
+++ b/tests/unit_tests/cli/hub/test_install.py
@@ -1,4 +1,4 @@
-from unittest.mock import ANY, call
+from unittest.mock import ANY, MagicMock, call
 from typer.testing import CliRunner
 from guardrails.cli.hub.install import hub_command
 
@@ -140,25 +140,27 @@ def test_no_package_string_format(self, mocker):
 
         mock_sys_executable = mocker.patch("guardrails.cli.hub.utils.sys.executable")
 
-        mock_subprocess_check_output = mocker.patch(
-            "guardrails.cli.hub.utils.subprocess.check_output"
-        )
-        mock_subprocess_check_output.return_value = str.encode("string output")
+        mock_subprocess_run = mocker.patch("guardrails.cli.hub.utils.subprocess.run")
+        subprocess_result_mock = MagicMock()
+        subprocess_result_mock.stdout = "string output"
+        mock_subprocess_run.return_value = subprocess_result_mock
 
         from guardrails.cli.hub.utils import pip_process
 
         response = pip_process("inspect", flags=["--path=./install-here"])
 
-        assert mock_logger_debug.call_count == 2
+        assert mock_logger_debug.call_count == 1
         debug_calls = [
             call("running pip inspect --path=./install-here "),
-            call("decoding output from pip inspect "),
         ]
         mock_logger_debug.assert_has_calls(debug_calls)
 
-        mock_subprocess_check_output.assert_called_once_with(
+        mock_subprocess_run.assert_called_once_with(
             [mock_sys_executable, "-m", "pip", "inspect", "--path=./install-here"],
             env={},
+            capture_output=True,
+            text=True,
+            check=True,
         )
 
         assert response == "string output"
@@ -169,10 +171,11 @@ def test_json_format(self, mocker):
 
         mock_sys_executable = mocker.patch("guardrails.cli.hub.utils.sys.executable")
 
-        mock_subprocess_check_output = mocker.patch(
-            "guardrails.cli.hub.utils.subprocess.check_output"
-        )
-        mock_subprocess_check_output.return_value = str.encode("json output")
+        mock_subprocess_run = mocker.patch("guardrails.cli.hub.utils.subprocess.run")
+        subprocess_result_mock = MagicMock()
+        subprocess_result_mock.stdout = "json outout"
+
+        mock_subprocess_run.return_value = subprocess_result_mock
 
         class MockBytesHeaderParser:
             def parsebytes(self, *args):
@@ -186,18 +189,21 @@ def parsebytes(self, *args):
 
         response = pip_process("show", "pip", format="json")
 
-        assert mock_logger_debug.call_count == 3
+        assert mock_logger_debug.call_count == 2
         debug_calls = [
             call("running pip show  pip"),
-            call("decoding output from pip show pip"),
             call(
                 "JSON parse exception in decoding output from pip show pip. Falling back to accumulating the byte stream"  # noqa
             ),
         ]
         mock_logger_debug.assert_has_calls(debug_calls)
 
-        mock_subprocess_check_output.assert_called_once_with(
-            [mock_sys_executable, "-m", "pip", "show", "pip"], env={}
+        mock_subprocess_run.assert_called_once_with(
+            [mock_sys_executable, "-m", "pip", "show", "pip"],
+            env={},
+            capture_output=True,
+            text=True,
+            check=True,
         )
 
         assert response == {"output": "json"}
@@ -271,16 +277,3 @@ def test_install_with_upgrade_flag(self, mocker):
         )
 
         assert result.exit_code == 0
-
-
-def test_get_site_packages_location(mocker):
-    mock_pip_process = mocker.patch("guardrails.cli.hub.utils.pip_process")
-    mock_pip_process.return_value = {"Location": "/site-packages"}
-
-    from guardrails.cli.hub.utils import get_site_packages_location
-
-    response = get_site_packages_location()
-
-    mock_pip_process.assert_called_once_with("show", "pip", format="json")
-
-    assert response == "/site-packages"
diff --git a/tests/unit_tests/cli/hub/test_list.py b/tests/unit_tests/cli/hub/test_list.py
index 5c40c831e..d569dea8e 100644
--- a/tests/unit_tests/cli/hub/test_list.py
+++ b/tests/unit_tests/cli/hub/test_list.py
@@ -13,7 +13,7 @@ class TestListCommand:
     @pytest.fixture(autouse=True)
     def setup(self, mocker):
         mocker.patch(
-            "guardrails.cli.hub.utils.get_site_packages_location",
+            "guardrails.hub.validator_package_service.ValidatorPackageService.get_manifest_and_site_packages",
             return_value="/test/site-packages",
         )
 
diff --git a/tests/unit_tests/cli/hub/test_uninstall.py b/tests/unit_tests/cli/hub/test_uninstall.py
index aef3db760..f1779938d 100644
--- a/tests/unit_tests/cli/hub/test_uninstall.py
+++ b/tests/unit_tests/cli/hub/test_uninstall.py
@@ -5,46 +5,35 @@
 from guardrails_hub_types import Manifest
 from guardrails.cli.hub.uninstall import remove_from_hub_inits
 
-manifest_mock = Manifest(
-    encoder="some_encoder",
-    id="module_id",
-    name="test_module",
-    author={"name": "Author Name", "email": "author@example.com"},
-    maintainers=[{"name": "Maintainer Name", "email": "maintainer@example.com"}],
-    repository={"url": "https://github.com/example/repo"},
-    namespace="guardrails",
-    package_name="test_package",
-    description="Test module",
-    module_name="test_module",
-    exports=["Validator", "Helper"],
+manifest_mock = Manifest.from_dict(
+    {
+        "id": "guardrails/test_package",
+        "name": "test_module",
+        "author": {"name": "Author Name", "email": "author@example.com"},
+        "maintainers": [{"name": "Maintainer Name", "email": "maintainer@example.com"}],
+        "repository": {"url": "https://github.com/example/repo"},
+        "packageName": "test_package",
+        "moduleName": "test_module",
+        "namespace": "guardrails",
+        "description": "Test module",
+        "exports": ["Validator", "Helper"],
+    }
 )
 
 
 def test_remove_from_hub_inits(mocker):
-    mocker.patch(
-        "guardrails.cli.hub.uninstall.get_org_and_package_dirs",
-        return_value=["guardrails", "test_package"],
-    )
     mock_remove_line = mocker.patch("guardrails.cli.hub.uninstall.remove_line")
-    mock_remove_dirs = mocker.patch("shutil.rmtree")
 
     remove_from_hub_inits(manifest_mock, "/site-packages")
 
     expected_calls = [
         call(
             "/site-packages/guardrails/hub/__init__.py",
-            "from guardrails.hub.guardrails.test_package.test_module import "
-            "Validator, Helper",
-        ),
-        call(
-            "/site-packages/guardrails/hub/guardrails/__init__.py",
-            "from guardrails.hub.guardrails.test_package.test_module import "
-            "Validator, Helper",
+            "from guardrails_grhub_test_package import " "Validator, Helper",
         ),
     ]
 
     mock_remove_line.assert_has_calls(expected_calls, any_order=True)
-    mock_remove_dirs.assert_called_once_with("/site-packages/guardrails/hub/guardrails")
 
 
 def test_uninstall_invalid_uri(mocker):
@@ -81,10 +70,7 @@ def test_uninstall_valid_uri(mocker):
         "guardrails.cli.hub.uninstall.get_validator_manifest",
         return_value=manifest_mock,
     )
-    mocker.patch(
-        "guardrails.cli.hub.uninstall.get_site_packages_location",
-        return_value="/site-packages",
-    )
+
     mock_uninstall_hub_module = mocker.patch(
         "guardrails.cli.hub.uninstall.uninstall_hub_module"
     )
@@ -93,9 +79,27 @@ def test_uninstall_valid_uri(mocker):
     )
     mocker.patch("guardrails.cli.hub.uninstall.console")
 
+    validator_package_service_mock = mocker.patch(
+        "guardrails.hub.validator_package_service.ValidatorPackageService",
+    )
+    validator_package_service_mock.get_site_packages_location.return_value = (
+        "/site-packages"
+    )
+
     from guardrails.cli.hub.uninstall import uninstall
 
     uninstall("hub://guardrails/test-validator")
 
-    mock_uninstall_hub_module.assert_called_once_with(manifest_mock, "/site-packages")
+    mock_uninstall_hub_module.assert_called_once_with(manifest_mock)
     mock_remove_from_hub_inits.assert_called_once_with(manifest_mock, "/site-packages")
+
+
+def test_uninstall_hub_module(mocker):
+    mock_pip_process = mocker.patch("guardrails.cli.hub.uninstall.pip_process")
+    from guardrails.cli.hub.uninstall import uninstall_hub_module
+
+    uninstall_hub_module(manifest_mock)
+
+    mock_pip_process.assert_called_once_with(
+        "uninstall", "guardrails-grhub-test-package", flags=["-y"], quiet=True
+    )

From 106cc86e59a01cd43153acfbb027670e36f993b1 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Wed, 23 Oct 2024 13:58:27 -0700
Subject: [PATCH 59/71] removed unused methods from cli hub utils

---
 guardrails/cli/hub/utils.py | 15 ---------------
 1 file changed, 15 deletions(-)

diff --git a/guardrails/cli/hub/utils.py b/guardrails/cli/hub/utils.py
index 5714f32d8..c3f1b924a 100644
--- a/guardrails/cli/hub/utils.py
+++ b/guardrails/cli/hub/utils.py
@@ -9,9 +9,7 @@
 
 from email.parser import BytesHeaderParser
 from typing import List, Union
-from pydash.strings import snake_case
 
-from guardrails_hub_types import Manifest
 
 json_format: Literal["json"] = "json"
 string_format: Literal["string"] = "string"
@@ -84,16 +82,3 @@ def pip_process(
             e,
         )
         sys.exit(1)
-
-
-def get_org_and_package_dirs(manifest: Manifest) -> List[str]:
-    org_name = manifest.namespace
-    package_name = manifest.package_name
-    org = snake_case(org_name if len(org_name) > 1 else "")
-    package = snake_case(package_name if len(package_name) > 1 else package_name)
-    return list(filter(None, [org, package]))
-
-
-def get_hub_directory(manifest: Manifest, site_packages: str) -> str:
-    org_package = get_org_and_package_dirs(manifest)
-    return os.path.join(site_packages, "guardrails", "hub", *org_package)

From f73adf73e57389b7306016861596a4a65b6d7437 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Wed, 23 Oct 2024 14:46:21 -0700
Subject: [PATCH 60/71] Removed writes to org namespaced init files during
 install, removed unused methods

---
 guardrails/hub/validator_package_service.py   | 33 -------------
 .../hub/test_validator_package_service.py     | 47 -------------------
 2 files changed, 80 deletions(-)

diff --git a/guardrails/hub/validator_package_service.py b/guardrails/hub/validator_package_service.py
index ee2b87e42..f54ccdbc9 100644
--- a/guardrails/hub/validator_package_service.py
+++ b/guardrails/hub/validator_package_service.py
@@ -7,7 +7,6 @@
 
 from typing import List, Literal, Optional
 from types import ModuleType
-from pydash.strings import snake_case
 from packaging.utils import canonicalize_name  # PEP 503
 
 from guardrails.logger import logger as guardrails_logger
@@ -104,20 +103,9 @@ def get_validator_from_manifest(manifest: Manifest) -> ModuleType:
         # Reload or import the module
         return ValidatorPackageService.reload_module(import_line)
 
-    @staticmethod
-    def get_org_and_package_dirs(
-        manifest: Manifest,
-    ) -> List[str]:
-        org_name = manifest.namespace
-        package_name = manifest.package_name
-        org = snake_case(org_name if len(org_name) > 1 else "")
-        package = snake_case(package_name if len(package_name) > 1 else package_name)
-        return list(filter(None, [org, package]))
-
     @staticmethod
     def add_to_hub_inits(manifest: Manifest, site_packages: str):
         validator_id = manifest.id
-        org_package = ValidatorPackageService.get_org_and_package_dirs(manifest)
         exports: List[str] = manifest.exports or []
         sorted_exports = sorted(exports, reverse=True)
 
@@ -141,27 +129,6 @@ def add_to_hub_inits(manifest: Manifest, site_packages: str):
                 hub_init.write(import_line)
                 hub_init.close()
 
-        namespace = org_package[0]
-        namespace_init_location = os.path.join(
-            site_packages, "guardrails", "hub", namespace, "__init__.py"
-        )
-        if os.path.isfile(namespace_init_location):
-            with open(namespace_init_location, "a+") as namespace_init:
-                namespace_init.seek(0, 0)
-                content = namespace_init.read()
-                if import_line in content:
-                    namespace_init.close()
-                else:
-                    namespace_init.seek(0, 2)
-                    if len(content) > 0:
-                        namespace_init.write("\n")
-                    namespace_init.write(import_line)
-                    namespace_init.close()
-        else:
-            with open(namespace_init_location, "w") as namespace_init:
-                namespace_init.write(import_line)
-                namespace_init.close()
-
     @staticmethod
     def get_module_path(package_name):
         try:
diff --git a/tests/unit_tests/hub/test_validator_package_service.py b/tests/unit_tests/hub/test_validator_package_service.py
index 9e8b10cf3..12030ba34 100644
--- a/tests/unit_tests/hub/test_validator_package_service.py
+++ b/tests/unit_tests/hub/test_validator_package_service.py
@@ -487,53 +487,6 @@ def test_get_validator_from_manifest(self, mock_reload_module):
 
         mock_reload_module.assert_called_once_with("guardrails_grhub_id")
 
-    @pytest.mark.parametrize(
-        "manifest,expected",
-        [
-            (
-                Manifest.from_dict(
-                    {
-                        "id": "guardrails-ai/id",
-                        "name": "name",
-                        "author": {"name": "me", "email": "me@me.me"},
-                        "maintainers": [],
-                        "repository": {"url": "some-repo"},
-                        "namespace": "guardrails-ai",
-                        "packageName": "test-validator",
-                        "moduleName": "test_validator",
-                        "description": "description",
-                        "exports": ["TestValidator"],
-                        "tags": {},
-                    }
-                ),
-                ["guardrails_ai", "test_validator"],
-            ),
-            (
-                Manifest.from_dict(
-                    {
-                        "id": "guardrails-ai/id",
-                        "name": "name",
-                        "author": {"name": "me", "email": "me@me.me"},
-                        "maintainers": [],
-                        "repository": {"url": "some-repo"},
-                        "namespace": "",
-                        "packageName": "test-validator",
-                        "moduleName": "test_validator",
-                        "description": "description",
-                        "exports": ["TestValidator"],
-                        "tags": {},
-                    }
-                ),
-                ["test_validator"],
-            ),
-        ],
-    )
-    def test_get_org_and_package_dirs(self, manifest, expected):
-        from guardrails.hub.validator_package_service import ValidatorPackageService
-
-        actual = ValidatorPackageService.get_org_and_package_dirs(manifest)
-        assert actual == expected
-
     def test_get_module_name_valid(self):
         module_name, module_version = ValidatorPackageService.get_validator_id(
             "hub://test-module>=1.0.0"

From c0dfcce6552eb511edf9cf5663b5c99479d48d6b Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Wed, 23 Oct 2024 17:36:21 -0700
Subject: [PATCH 61/71] fix tests associated with removal of namespace init
 file

---
 .../hub/test_validator_package_service.py     | 86 ++-----------------
 1 file changed, 6 insertions(+), 80 deletions(-)

diff --git a/tests/unit_tests/hub/test_validator_package_service.py b/tests/unit_tests/hub/test_validator_package_service.py
index 12030ba34..7fe7129a3 100644
--- a/tests/unit_tests/hub/test_validator_package_service.py
+++ b/tests/unit_tests/hub/test_validator_package_service.py
@@ -64,9 +64,8 @@ def test_closes_early_if_already_added(self, mocker):
         site_packages = "./site-packages"
 
         hub_init_file = MockFile()
-        ns_init_file = MockFile()
         mock_open = mocker.patch("guardrails.hub.validator_package_service.open")
-        mock_open.side_effect = [hub_init_file, ns_init_file]
+        mock_open.side_effect = [hub_init_file]
 
         mock_hub_read = mocker.patch.object(hub_init_file, "read")
         mock_hub_read.return_value = (
@@ -77,29 +76,14 @@ def test_closes_early_if_already_added(self, mocker):
         hub_write_spy = mocker.spy(hub_init_file, "write")
         hub_close_spy = mocker.spy(hub_init_file, "close")
 
-        mock_ns_read = mocker.patch.object(ns_init_file, "read")
-        mock_ns_read.return_value = (
-            "from guardrails_ai_grhub_id import helper, TestValidator"  # noqa
-        )
-
-        ns_seek_spy = mocker.spy(ns_init_file, "seek")
-        ns_write_spy = mocker.spy(ns_init_file, "write")
-        ns_close_spy = mocker.spy(ns_init_file, "close")
-
-        mock_is_file = mocker.patch(
-            "guardrails.hub.validator_package_service.os.path.isfile"
-        )
-        mock_is_file.return_value = True
-
         from guardrails.hub.validator_package_service import ValidatorPackageService
 
         manifest = cast(Manifest, manifest)
         ValidatorPackageService.add_to_hub_inits(manifest, site_packages)
 
-        assert mock_open.call_count == 2
+        assert mock_open.call_count == 1
         open_calls = [
             call("./site-packages/guardrails/hub/__init__.py", "a+"),
-            call("./site-packages/guardrails/hub/guardrails_ai/__init__.py", "a+"),
         ]
         mock_open.assert_has_calls(open_calls)
 
@@ -108,14 +92,6 @@ def test_closes_early_if_already_added(self, mocker):
         assert hub_write_spy.call_count == 0
         assert hub_close_spy.call_count == 1
 
-        mock_is_file.assert_called_once_with(
-            "./site-packages/guardrails/hub/guardrails_ai/__init__.py"
-        )
-        assert ns_seek_spy.call_count == 1
-        assert mock_ns_read.call_count == 1
-        assert ns_write_spy.call_count == 0
-        assert ns_close_spy.call_count == 1
-
     def test_appends_import_line_if_not_present(self, mocker):
         manifest = Manifest.from_dict(
             {
@@ -135,9 +111,8 @@ def test_appends_import_line_if_not_present(self, mocker):
         site_packages = "./site-packages"
 
         hub_init_file = MockFile()
-        ns_init_file = MockFile()
         mock_open = mocker.patch("guardrails.hub.validator_package_service.open")
-        mock_open.side_effect = [hub_init_file, ns_init_file]
+        mock_open.side_effect = [hub_init_file]
 
         mock_hub_read = mocker.patch.object(hub_init_file, "read")
         mock_hub_read.return_value = "from guardrails.hub.other_org.other_validator.validator import OtherValidator"  # noqa
@@ -146,27 +121,14 @@ def test_appends_import_line_if_not_present(self, mocker):
         hub_write_spy = mocker.spy(hub_init_file, "write")
         hub_close_spy = mocker.spy(hub_init_file, "close")
 
-        mock_ns_read = mocker.patch.object(ns_init_file, "read")
-        mock_ns_read.return_value = ""
-
-        ns_seek_spy = mocker.spy(ns_init_file, "seek")
-        ns_write_spy = mocker.spy(ns_init_file, "write")
-        ns_close_spy = mocker.spy(ns_init_file, "close")
-
-        mock_is_file = mocker.patch(
-            "guardrails.hub.validator_package_service.os.path.isfile"
-        )
-        mock_is_file.return_value = True
-
         from guardrails.hub.validator_package_service import ValidatorPackageService
 
         manifest = cast(Manifest, manifest)
         ValidatorPackageService.add_to_hub_inits(manifest, site_packages)
 
-        assert mock_open.call_count == 2
+        assert mock_open.call_count == 1
         open_calls = [
             call("./site-packages/guardrails/hub/__init__.py", "a+"),
-            call("./site-packages/guardrails/hub/guardrails_ai/__init__.py", "a+"),
         ]
         mock_open.assert_has_calls(open_calls)
 
@@ -187,21 +149,6 @@ def test_appends_import_line_if_not_present(self, mocker):
 
         assert hub_close_spy.call_count == 1
 
-        mock_is_file.assert_called_once_with(
-            "./site-packages/guardrails/hub/guardrails_ai/__init__.py"
-        )
-
-        assert ns_seek_spy.call_count == 2
-        ns_seek_calls = [call(0, 0), call(0, 2)]
-        ns_seek_spy.assert_has_calls(ns_seek_calls)
-
-        assert mock_ns_read.call_count == 1
-        assert ns_write_spy.call_count == 1
-        ns_write_spy.assert_called_once_with(
-            "from guardrails_ai_grhub_id import TestValidator"  # noqa
-        )
-        assert ns_close_spy.call_count == 1
-
     def test_creates_namespace_init_if_not_exists(self, mocker):
         manifest = Manifest.from_dict(
             {
@@ -221,20 +168,12 @@ def test_creates_namespace_init_if_not_exists(self, mocker):
         site_packages = "./site-packages"
 
         hub_init_file = MockFile()
-        ns_init_file = MockFile()
         mock_open = mocker.patch("guardrails.hub.validator_package_service.open")
-        mock_open.side_effect = [hub_init_file, ns_init_file]
+        mock_open.side_effect = [hub_init_file]
 
         mock_hub_read = mocker.patch.object(hub_init_file, "read")
         mock_hub_read.return_value = "from guardrails_ai_grhub_id import TestValidator"  # noqa
 
-        mock_ns_read = mocker.patch.object(ns_init_file, "read")
-        mock_ns_read.return_value = ""
-
-        ns_seek_spy = mocker.spy(ns_init_file, "seek")
-        ns_write_spy = mocker.spy(ns_init_file, "write")
-        ns_close_spy = mocker.spy(ns_init_file, "close")
-
         mock_is_file = mocker.patch(
             "guardrails.hub.validator_package_service.os.path.isfile"
         )
@@ -245,25 +184,12 @@ def test_creates_namespace_init_if_not_exists(self, mocker):
         manifest = cast(Manifest, manifest)
         ValidatorPackageService.add_to_hub_inits(manifest, site_packages)
 
-        assert mock_open.call_count == 2
+        assert mock_open.call_count == 1
         open_calls = [
             call("./site-packages/guardrails/hub/__init__.py", "a+"),
-            call("./site-packages/guardrails/hub/guardrails_ai/__init__.py", "w"),
         ]
         mock_open.assert_has_calls(open_calls)
 
-        mock_is_file.assert_called_once_with(
-            "./site-packages/guardrails/hub/guardrails_ai/__init__.py"
-        )
-
-        assert ns_seek_spy.call_count == 0
-        assert mock_ns_read.call_count == 0
-        assert ns_write_spy.call_count == 1
-        ns_write_spy.assert_called_once_with(
-            "from guardrails_ai_grhub_id import TestValidator"  # noqa
-        )
-        assert ns_close_spy.call_count == 1
-
 
 class TestReloadModule:
     @patch("guardrails.hub.validator_package_service.importlib")

From 76f6acbc03521056b627c6a5e88b9ca85555e639 Mon Sep 17 00:00:00 2001
From: David Tam 
Date: Fri, 25 Oct 2024 16:18:20 -0700
Subject: [PATCH 62/71] update for litellm dont pass reask messages to llms

---
 guardrails/llm_providers.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py
index fda296d03..1c826191c 100644
--- a/guardrails/llm_providers.py
+++ b/guardrails/llm_providers.py
@@ -204,8 +204,7 @@ def _invoke_llm(
         )
 
         # these are gr only and should not be getting passed to llms
-        kwargs.pop("reask_prompt", None)
-        kwargs.pop("reask_instructions", None)
+        kwargs.pop("reask_messages", None)
 
         response = completion(
             model=model,
@@ -663,8 +662,7 @@ async def invoke_llm(
         )
 
         # these are gr only and should not be getting passed to llms
-        kwargs.pop("reask_prompt", None)
-        kwargs.pop("reask_instructions", None)
+        kwargs.pop("reask_messages", None)
 
         response = await acompletion(
             *args,

From f2a71381f40f9971a44787bbd1ec705b164a6b03 Mon Sep 17 00:00:00 2001
From: zsimjee 
Date: Fri, 25 Oct 2024 16:30:30 -0700
Subject: [PATCH 63/71] Update pyproject.toml

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index c067c68c6..5ef333292 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "guardrails-ai"
-version = "0.6.0-alpha1"
+version = "0.6.0-alpha2"
 description = "Adding guardrails to large language models."
 authors = ["Guardrails AI "]
 license = "Apache License 2.0"

From a82a412d37d0f242781c14f4d6f9abd8116ff30b Mon Sep 17 00:00:00 2001
From: Alejandro Esquivel 
Date: Mon, 28 Oct 2024 15:33:43 -0700
Subject: [PATCH 64/71] Update guardrails/cli/hub/uninstall.py

---
 guardrails/cli/hub/uninstall.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/guardrails/cli/hub/uninstall.py b/guardrails/cli/hub/uninstall.py
index 8d298b885..5fdcd5755 100644
--- a/guardrails/cli/hub/uninstall.py
+++ b/guardrails/cli/hub/uninstall.py
@@ -63,7 +63,6 @@ def uninstall(
     """Uninstall a validator from the Hub."""
     from guardrails.hub.validator_package_service import ValidatorPackageService
 
-    print(f"ValidatorPackageService: {ValidatorPackageService}")
     if not package_uri.startswith("hub://"):
         logger.error("Invalid URI!")
         sys.exit(1)

From 586cf805f024423a74dea956e8115cf117d405d0 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Mon, 28 Oct 2024 22:07:51 -0700
Subject: [PATCH 65/71] remove regex pypi package dependency

---
 poetry.lock    | 194 +++++++++++++++++++++++++------------------------
 pyproject.toml |   1 -
 2 files changed, 98 insertions(+), 97 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index fc01a2bfd..d22b349ac 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -4689,6 +4689,7 @@ description = "Nvidia JIT LTO Library"
 optional = true
 python-versions = ">=3"
 files = [
+    {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4abe7fef64914ccfa909bc2ba39739670ecc9e820c83ccc7a6ed414122599b83"},
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"},
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:fd9020c501d27d135f983c6d3e244b197a7ccad769e34df53a42e276b0e25fa1"},
 ]
@@ -6410,104 +6411,105 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "regex"
-version = "2023.12.25"
+version = "2024.9.11"
 description = "Alternative regular expression module, to replace re."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "regex-2023.12.25-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0694219a1d54336fd0445ea382d49d36882415c0134ee1e8332afd1529f0baa5"},
-    {file = "regex-2023.12.25-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b014333bd0217ad3d54c143de9d4b9a3ca1c5a29a6d0d554952ea071cff0f1f8"},
-    {file = "regex-2023.12.25-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d865984b3f71f6d0af64d0d88f5733521698f6c16f445bb09ce746c92c97c586"},
-    {file = "regex-2023.12.25-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1e0eabac536b4cc7f57a5f3d095bfa557860ab912f25965e08fe1545e2ed8b4c"},
-    {file = "regex-2023.12.25-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c25a8ad70e716f96e13a637802813f65d8a6760ef48672aa3502f4c24ea8b400"},
-    {file = "regex-2023.12.25-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a9b6d73353f777630626f403b0652055ebfe8ff142a44ec2cf18ae470395766e"},
-    {file = "regex-2023.12.25-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a9cc99d6946d750eb75827cb53c4371b8b0fe89c733a94b1573c9dd16ea6c9e4"},
-    {file = "regex-2023.12.25-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:88d1f7bef20c721359d8675f7d9f8e414ec5003d8f642fdfd8087777ff7f94b5"},
-    {file = "regex-2023.12.25-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:cb3fe77aec8f1995611f966d0c656fdce398317f850d0e6e7aebdfe61f40e1cd"},
-    {file = "regex-2023.12.25-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:7aa47c2e9ea33a4a2a05f40fcd3ea36d73853a2aae7b4feab6fc85f8bf2c9704"},
-    {file = "regex-2023.12.25-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:df26481f0c7a3f8739fecb3e81bc9da3fcfae34d6c094563b9d4670b047312e1"},
-    {file = "regex-2023.12.25-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:c40281f7d70baf6e0db0c2f7472b31609f5bc2748fe7275ea65a0b4601d9b392"},
-    {file = "regex-2023.12.25-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:d94a1db462d5690ebf6ae86d11c5e420042b9898af5dcf278bd97d6bda065423"},
-    {file = "regex-2023.12.25-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:ba1b30765a55acf15dce3f364e4928b80858fa8f979ad41f862358939bdd1f2f"},
-    {file = "regex-2023.12.25-cp310-cp310-win32.whl", hash = "sha256:150c39f5b964e4d7dba46a7962a088fbc91f06e606f023ce57bb347a3b2d4630"},
-    {file = "regex-2023.12.25-cp310-cp310-win_amd64.whl", hash = "sha256:09da66917262d9481c719599116c7dc0c321ffcec4b1f510c4f8a066f8768105"},
-    {file = "regex-2023.12.25-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:1b9d811f72210fa9306aeb88385b8f8bcef0dfbf3873410413c00aa94c56c2b6"},
-    {file = "regex-2023.12.25-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d902a43085a308cef32c0d3aea962524b725403fd9373dea18110904003bac97"},
-    {file = "regex-2023.12.25-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d166eafc19f4718df38887b2bbe1467a4f74a9830e8605089ea7a30dd4da8887"},
-    {file = "regex-2023.12.25-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c7ad32824b7f02bb3c9f80306d405a1d9b7bb89362d68b3c5a9be53836caebdb"},
-    {file = "regex-2023.12.25-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:636ba0a77de609d6510235b7f0e77ec494d2657108f777e8765efc060094c98c"},
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-    {file = "regex-2023.12.25-cp311-cp311-win_amd64.whl", hash = "sha256:7d2af3f6b8419661a0c421584cfe8aaec1c0e435ce7e47ee2a97e344b98f794f"},
-    {file = "regex-2023.12.25-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:8a0ccf52bb37d1a700375a6b395bff5dd15c50acb745f7db30415bae3c2b0715"},
-    {file = "regex-2023.12.25-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:c3c4a78615b7762740531c27cf46e2f388d8d727d0c0c739e72048beb26c8a9d"},
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+    {file = "regex-2024.9.11.tar.gz", hash = "sha256:6c188c307e8433bcb63dc1915022deb553b4203a70722fc542c363bf120a01fd"},
 ]
 
 [[package]]
@@ -8673,4 +8675,4 @@ vectordb = ["faiss-cpu", "numpy"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "56b550e0c08b8861e2cdd761116d3ec955c9e725bcbfe45881667f73d6cdc49e"
+content-hash = "1c8cc76a34f8a9108ec28cc17f6b709afc20be43e7400eebbb69f37fa38efc89"
diff --git a/pyproject.toml b/pyproject.toml
index 5ef333292..7daff31e7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,7 +23,6 @@ pydantic = ">=2.0.0, <3.0"
 typer = {extras = ["all"],  version = ">=0.9.0, <0.13"}
 griffe = "^0.36.9"
 tenacity = ">=8.1.0"
-regex = "^2023.10.3"
 rstr = "^3.2.2"
 typing-extensions = "^4.8.0"
 python-dateutil = "^2.8.2"

From cd371598793ee2a1925c40e69895d9c483d4a623 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Mon, 28 Oct 2024 22:42:15 -0700
Subject: [PATCH 66/71] bumped version to 0.6.0-alpha3

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 7daff31e7..57406bbd4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "guardrails-ai"
-version = "0.6.0-alpha2"
+version = "0.6.0-alpha3"
 description = "Adding guardrails to large language models."
 authors = ["Guardrails AI "]
 license = "Apache License 2.0"

From d8fd51aa42374c50f718cd8328af7abd34521e73 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Tue, 29 Oct 2024 13:36:21 -0700
Subject: [PATCH 67/71] bump version to 0.6.0-alpha4

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 57406bbd4..38b441c10 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "guardrails-ai"
-version = "0.6.0-alpha3"
+version = "0.6.0-alpha4"
 description = "Adding guardrails to large language models."
 authors = ["Guardrails AI "]
 license = "Apache License 2.0"

From 91077a948b42cbc001af7f0524019373c7a77fb6 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Mon, 4 Nov 2024 16:31:44 -0800
Subject: [PATCH 68/71] temp workaround to raise errors on on pip processes

---
 guardrails/cli/hub/utils.py                 | 81 +++++++++++++++++++++
 guardrails/hub/validator_package_service.py | 44 +++++++++--
 2 files changed, 118 insertions(+), 7 deletions(-)

diff --git a/guardrails/cli/hub/utils.py b/guardrails/cli/hub/utils.py
index c3f1b924a..84c085c1e 100644
--- a/guardrails/cli/hub/utils.py
+++ b/guardrails/cli/hub/utils.py
@@ -20,6 +20,87 @@
 string_format = "string"
 
 
+class PipProcessError(Exception):
+    action: str
+    package: str
+    stderr: str = ""
+    stdout: str = ""
+    returncode: int = 1
+
+    def __init__(
+        self,
+        action: str,
+        package: str,
+        stderr: str = "",
+        stdout: str = "",
+        returncode: int = 1,
+    ):
+        self.action = action
+        self.package = package
+        self.stderr = stderr
+        self.stdout = stdout
+        self.returncode = returncode
+        message = (
+            f"PipProcessError: {action} on '{package}' failed with"
+            "return code {returncode}.\n"
+            f"Stdout:\n{stdout}\n"
+            f"Stderr:\n{stderr}"
+        )
+        super().__init__(message)
+
+
+def pip_process_with_custom_exception(
+    action: str,
+    package: str = "",
+    flags: List[str] = [],
+    format: Union[Literal["string"], Literal["json"]] = string_format,
+    quiet: bool = False,
+    no_color: bool = False,
+) -> Union[str, dict]:
+    try:
+        if not quiet:
+            logger.debug(f"running pip {action} {' '.join(flags)} {package}")
+        command = [sys.executable, "-m", "pip", action]
+        command.extend(flags)
+        if package:
+            command.append(package)
+
+        env = dict(os.environ)
+        if no_color:
+            env["NO_COLOR"] = "true"
+
+        result = subprocess.run(
+            command,
+            env=env,
+            capture_output=True,  # Capture both stdout and stderr
+            text=True,  # Automatically decode to strings
+            check=True,  # Automatically raise error on non-zero exit code
+        )
+
+        if format == json_format:
+            try:
+                remove_color_codes = re.compile(r"\x1b\[[0-9;]*m")
+                parsed_as_string = re.sub(remove_color_codes, "", result.stdout.strip())
+                return json.loads(parsed_as_string)
+            except Exception:
+                logger.debug(
+                    f"JSON parse exception in decoding output from pip {action}"
+                    f" {package}. Falling back to accumulating the byte stream",
+                )
+            accumulator = {}
+            parsed = BytesHeaderParser().parsebytes(result.stdout.encode())
+            for key, value in parsed.items():
+                accumulator[key] = value
+            return accumulator
+
+        return result.stdout
+
+    except subprocess.CalledProcessError as exc:
+        raise PipProcessError(action, package, exc.stderr, exc.stdout, exc.returncode)
+    except Exception as e:
+        raise PipProcessError(action, package, stderr=str(e), stdout="", returncode=1)
+
+
 def pip_process(
     action: str,
     package: str = "",
diff --git a/guardrails/hub/validator_package_service.py b/guardrails/hub/validator_package_service.py
index f54ccdbc9..ecbdb3b40 100644
--- a/guardrails/hub/validator_package_service.py
+++ b/guardrails/hub/validator_package_service.py
@@ -12,7 +12,7 @@
 from guardrails.logger import logger as guardrails_logger
 
 
-from guardrails.cli.hub.utils import pip_process
+from guardrails.cli.hub.utils import PipProcessError, pip_process_with_custom_exception
 from guardrails_hub_types import Manifest
 from guardrails.cli.server.hub_client import get_validator_manifest
 from guardrails.settings import settings
@@ -251,7 +251,6 @@ def install_hub_module(
             validator_id
         )
         validator_version = validator_version if validator_version else ""
-        full_package_name = f"{pep_503_package_name}{validator_version}"
 
         guardrails_token = settings.rc.token
 
@@ -267,8 +266,39 @@ def install_hub_module(
             pip_flags.append("-q")
 
         # Install from guardrails hub pypi server with public pypi index as fallback
-        download_output = pip_process(
-            "install", full_package_name, pip_flags, quiet=quiet
-        )
-        if not quiet:
-            logger.info(download_output)
+
+        try:
+            full_package_name = f"{pep_503_package_name}[validators]{validator_version}"
+            download_output = pip_process_with_custom_exception(
+                "install", full_package_name, pip_flags, quiet=quiet
+            )
+            if not quiet:
+                logger.info(download_output)
+        except PipProcessError:
+            try:
+                full_package_name = f"{pep_503_package_name}{validator_version}"
+                download_output = pip_process_with_custom_exception(
+                    "install", full_package_name, pip_flags, quiet=quiet
+                )
+                if not quiet:
+                    logger.info(download_output)
+            except PipProcessError as e:
+                action = e.action
+                package = e.package
+                stderr = e.stderr
+                stdout = e.stdout
+                returncode = e.returncode
+                logger.error(
+                    (
+                        f"Failed to {action} {package}\n"
+                        f"Exit code: {returncode}\n"
+                        f"stderr: {(stderr or '').strip()}\n"
+                        f"stdout: {(stdout or '').strip()}"
+                    )
+                )
+            except Exception as e:
+                logger.error(
+                    "An unexpected exception occurred while "
+                    f"installing {validator_id}: ",
+                    e,
+                )

From 943d0c7417368dedd832ed993874c17a8d3aa587 Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Tue, 5 Nov 2024 15:42:13 -0800
Subject: [PATCH 69/71] raise errors on install failures to avoid placing
 import statement

---
 guardrails/hub/validator_package_service.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/guardrails/hub/validator_package_service.py b/guardrails/hub/validator_package_service.py
index ecbdb3b40..c3478b3a3 100644
--- a/guardrails/hub/validator_package_service.py
+++ b/guardrails/hub/validator_package_service.py
@@ -296,9 +296,11 @@ def install_hub_module(
                         f"stdout: {(stdout or '').strip()}"
                     )
                 )
+                raise
             except Exception as e:
                 logger.error(
                     "An unexpected exception occurred while "
                     f"installing {validator_id}: ",
                     e,
                 )
+                raise

From 1d9f7dd3fd5597b2209183cf396482c4d034e02e Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Tue, 5 Nov 2024 18:20:01 -0800
Subject: [PATCH 70/71] update version to 0.6.0

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 38b441c10..6e9d5a8f3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "guardrails-ai"
-version = "0.6.0-alpha4"
+version = "0.6.0"
 description = "Adding guardrails to large language models."
 authors = ["Guardrails AI "]
 license = "Apache License 2.0"

From 02f5c21ec7e881be98551311f8c412b96a40965a Mon Sep 17 00:00:00 2001
From: Alejandro 
Date: Wed, 6 Nov 2024 14:00:57 -0800
Subject: [PATCH 71/71] updated installation tests to reflect change of
 behavior during exceptions in pip install subprocess

---
 .../hub/test_validator_package_service.py     | 93 ++++++++++++++++++-
 1 file changed, 91 insertions(+), 2 deletions(-)

diff --git a/tests/unit_tests/hub/test_validator_package_service.py b/tests/unit_tests/hub/test_validator_package_service.py
index 7fe7129a3..93bfacf34 100644
--- a/tests/unit_tests/hub/test_validator_package_service.py
+++ b/tests/unit_tests/hub/test_validator_package_service.py
@@ -5,6 +5,7 @@
 from unittest.mock import call, patch, MagicMock
 
 from guardrails_hub_types import Manifest
+from guardrails.cli.hub.utils import PipProcessError
 from guardrails.hub.validator_package_service import (
     FailedToLocateModule,
     ValidatorPackageService,
@@ -424,9 +425,97 @@ def test_get_module_name_invalid(self):
         with pytest.raises(InvalidHubInstallURL):
             ValidatorPackageService.get_validator_id("invalid-uri")
 
+    def test_install_hub_module_when_exception(self, mocker):
+        mock_pip_process = mocker.patch(
+            "guardrails.hub.validator_package_service.pip_process_with_custom_exception"
+        )
+        mock_settings = mocker.patch(
+            "guardrails.hub.validator_package_service.settings"
+        )
+        mock_settings.rc.token = "mock-token"
+
+        mock_pip_process.side_effect = [Exception()]
+
+        manifest = Manifest.from_dict(
+            {
+                "id": "guardrails-ai/id",
+                "name": "name",
+                "author": {"name": "me", "email": "me@me.me"},
+                "maintainers": [],
+                "repository": {"url": "some-repo"},
+                "namespace": "guardrails-ai",
+                "packageName": "test-validator",
+                "moduleName": "validator",
+                "description": "description",
+                "exports": ["TestValidator"],
+                "tags": {},
+            }
+        )
+        manifest = cast(Manifest, manifest)
+
+        with pytest.raises(Exception):
+            ValidatorPackageService.install_hub_module(manifest.id)
+
+        assert mock_pip_process.call_count == 1
+
+    def test_install_hub_module_when_no_validators_extras(self, mocker):
+        mock_pip_process = mocker.patch(
+            "guardrails.hub.validator_package_service.pip_process_with_custom_exception"
+        )
+        mock_settings = mocker.patch(
+            "guardrails.hub.validator_package_service.settings"
+        )
+        mock_settings.rc.token = "mock-token"
+
+        mock_pip_process.side_effect = [
+            PipProcessError("install", "guardrails-ai-grhub-id"),
+            "Sucessfully installed guardrails-ai-grhub-id",
+        ]
+
+        manifest = Manifest.from_dict(
+            {
+                "id": "guardrails-ai/id",
+                "name": "name",
+                "author": {"name": "me", "email": "me@me.me"},
+                "maintainers": [],
+                "repository": {"url": "some-repo"},
+                "namespace": "guardrails-ai",
+                "packageName": "test-validator",
+                "moduleName": "validator",
+                "description": "description",
+                "exports": ["TestValidator"],
+                "tags": {},
+            }
+        )
+        manifest = cast(Manifest, manifest)
+        ValidatorPackageService.install_hub_module(manifest.id)
+
+        assert mock_pip_process.call_count == 2
+        pip_calls = [
+            call(
+                "install",
+                "guardrails-ai-grhub-id[validators]",
+                [
+                    "--index-url=https://__token__:mock-token@pypi.guardrailsai.com/simple",
+                    "--extra-index-url=https://pypi.org/simple",
+                ],
+                quiet=False,
+            ),
+            call(
+                "install",
+                "guardrails-ai-grhub-id",
+                [
+                    "--index-url=https://__token__:mock-token@pypi.guardrailsai.com/simple",
+                    "--extra-index-url=https://pypi.org/simple",
+                ],
+                quiet=False,
+            ),
+        ]
+        mock_pip_process.assert_has_calls(pip_calls)
+
     def test_install_hub_module(self, mocker):
         mock_pip_process = mocker.patch(
-            "guardrails.hub.validator_package_service.pip_process"
+            "guardrails.hub.validator_package_service.pip_process_with_custom_exception"
         )
         mock_settings = mocker.patch(
             "guardrails.hub.validator_package_service.settings"
@@ -477,7 +566,7 @@ def test_install_hub_module(self, mocker):
         pip_calls = [
             call(
                 "install",
-                "guardrails-ai-grhub-id",
+                "guardrails-ai-grhub-id[validators]",
                 [
                     "--index-url=https://__token__:mock-token@pypi.guardrailsai.com/simple",
                     "--extra-index-url=https://pypi.org/simple",