diff --git a/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/_response_accumulator.py b/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/_response_accumulator.py index 0d38160ed..0fba59a0d 100644 --- a/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/_response_accumulator.py +++ b/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/_response_accumulator.py @@ -1,106 +1,76 @@ +"""Response accumulator module for processing Bedrock service responses.""" + from __future__ import annotations -import json import logging -import re -from json import JSONDecodeError -from typing import Any, Iterator, Mapping, Tuple, TypeVar +from typing import Any, Dict, Mapping, TypeVar -from opentelemetry import trace as trace_api from opentelemetry.trace import Span, Status, StatusCode, Tracer -from opentelemetry.util.types import AttributeValue -from openinference.instrumentation import Message, get_llm_input_message_attributes -from openinference.instrumentation.bedrock.utils import _finish +from openinference.instrumentation import ( + get_output_attributes, +) +from openinference.instrumentation.bedrock.attribute_extractor import AttributeExtractor +from openinference.instrumentation.bedrock.span_manager import SpanManager from openinference.semconv.trace import ( DocumentAttributes, - MessageAttributes, OpenInferenceSpanKindValues, SpanAttributes, - ToolCallAttributes, ) -_AnyT = TypeVar("_AnyT") +_AnyT = TypeVar("_AnyT") # Type variable for generic return type logger = logging.getLogger(__name__) -logger.addHandler(logging.StreamHandler()) - - -def fix_loose_json_string(s: str) -> list[dict[str, Any]]: - loose_str = s.strip() - if loose_str.startswith("[") and loose_str.endswith("]"): - loose_str = loose_str[1:-1] - - # Find each dict-like string inside - obj_strings = re.findall(r"\{.*?\}", loose_str) - - fixed_objects = [] - for obj_str in obj_strings: - # Convert key=value to "key": "value" - obj_fixed = re.sub(r"(\w+)=", r'"\1":', obj_str) - - # Add quotes around values that aren't already quoted - obj_fixed = re.sub(r':\s*([^"{},\[\]]+)', r': "\1"', obj_fixed) - - # Make sure it's valid JSON - obj_fixed = obj_fixed.replace("'", '"') - - try: - fixed_obj = json.loads(obj_fixed) - fixed_objects.append(fixed_obj) - except json.JSONDecodeError: - continue - return fixed_objects - - -def sanitize_json_input(bad_json_str: str) -> str: - # Escape single backslashes that are NOT part of known escape sequences - # This will turn: \B -> \\B, \1 -> \\1, etc., but leave \n, \u1234, etc. - def escape_bad_backslashes(match: Any) -> Any: - return match.group(0).replace("\\", "\\\\") - - # This matches backslashes not followed by valid escape chars - invalid_escape_re = re.compile(r'\\(?!["\\/bfnrtu])') - cleaned = invalid_escape_re.sub(escape_bad_backslashes, bad_json_str) - return cleaned -def safe_json_loads(json_str: str) -> Any: - try: - return json.loads(json_str) - except JSONDecodeError: - return json.loads(sanitize_json_input(json_str)) +class _ResponseAccumulator: + """ + Accumulates and processes responses from Bedrock service. + This class handles the processing of trace events, creating spans for different + types of events, and managing the lifecycle of these spans. + """ -class _ResponseAccumulator: def __init__( self, span: Span, tracer: Tracer, request: Mapping[str, Any], idx: int = 0 ) -> None: + """ + Initialize the ResponseAccumulator. + + Args: + span (Span): The parent span for tracing. + tracer (Tracer): The tracer instance. + request (Mapping[str, Any]): The request parameters. + idx (int, optional): Index for the accumulator. Defaults to 0. + """ self._span = span self._request_parameters = request self.tracer = tracer self._is_finished: bool = False - self.trace_values: dict[str, Any] = dict() - self.chain_spans: dict[str, Span] = dict() - self.trace_inputs_flags: dict[str, dict[str, bool]] = dict() + + # Initialize span manager + self.span_manager = SpanManager(span, tracer, request) + + # Track model invocation inputs for matching with outputs + self.model_inputs: dict[str, dict[str, Any]] = {} def __call__(self, obj: _AnyT) -> _AnyT: + """ + Process an object received from the Bedrock service. + + Args: + obj (_AnyT): The object to process. + + Returns: + _AnyT: The processed object. + """ try: - span = self._span if isinstance(obj, dict): - if "chunk" in obj: - if "bytes" in obj["chunk"]: - output_text = obj["chunk"]["bytes"].decode("utf-8") - span.set_attribute(SpanAttributes.OUTPUT_VALUE, output_text) - elif "trace" in obj: - self._process_trace_event(obj["trace"]["trace"]) + self._process_dict_object(obj) elif isinstance(obj, (StopIteration, StopAsyncIteration)): self._finish_tracing() elif isinstance(obj, BaseException): - self._finish_chain_spans() - span.record_exception(obj) - span.set_status(Status(StatusCode.ERROR, str(obj))) - span.end() + self._handle_exception(obj) except Exception as e: logger.exception(e) self._span.record_exception(e) @@ -109,568 +79,230 @@ def __call__(self, obj: _AnyT) -> _AnyT: raise e return obj - def _get_attributes_from_usage( - self, usage: dict[str, Any] - ) -> Iterator[Tuple[str, AttributeValue]]: - if input_tokens := usage.get("inputTokens"): - yield SpanAttributes.LLM_TOKEN_COUNT_PROMPT, input_tokens - if output_tokens := usage.get("outputTokens"): - yield SpanAttributes.LLM_TOKEN_COUNT_COMPLETION, output_tokens - if (input_tokens := usage.get("inputTokens")) and ( - output_tokens := usage.get("outputTokens") - ): - yield SpanAttributes.LLM_TOKEN_COUNT_TOTAL, input_tokens + output_tokens - - def _get_messages_object(self, input_text: str) -> list[Message]: - messages = list() - input_messages = safe_json_loads(input_text) - if system_message := input_messages.get("system"): - messages.append(Message(content=system_message, role="system")) - - for message in input_messages.get("messages", []): - role = message.get("role") - if content := message.get("content"): - parsed_contents = fix_loose_json_string(content) or [content] - for parsed_content in parsed_contents: - message_content = content - if isinstance(parsed_content, dict): - if parsed_content_type := parsed_content.get("type"): - message_content = parsed_content.get(parsed_content_type) - messages.append(Message(content=message_content, role=role)) - return messages - - def _get_attributes_from_model_invocation_input_data( - self, input_text: str - ) -> Iterator[Tuple[str, Any]]: - try: - for k, v in get_llm_input_message_attributes( - self._get_messages_object(input_text) - ).items(): - yield k, v - except Exception: - messages = [Message(role="assistant", content=input_text)] - for k, v in get_llm_input_message_attributes(messages).items(): - yield k, v - - def _get_attributes_from_model_invocation_input( - self, trace_data: dict[str, Any] - ) -> Iterator[Tuple[str, AttributeValue]]: - model_invocation_input_parameters = trace_data.get("modelInvocationInput") - if not model_invocation_input_parameters: - return - if input_text := model_invocation_input_parameters.get("text"): - yield SpanAttributes.INPUT_VALUE, input_text - yield from self._get_attributes_from_model_invocation_input_data(input_text) - if foundation_model := model_invocation_input_parameters.get("foundationModel"): - yield SpanAttributes.LLM_MODEL_NAME, foundation_model - if inference_configuration := model_invocation_input_parameters.get( - "inferenceConfiguration" - ): - yield SpanAttributes.LLM_INVOCATION_PARAMETERS, json.dumps(inference_configuration) - - def _get_attributes_from_message( - self, message: dict[str, Any], role: str - ) -> Iterator[Tuple[str, Any]]: - if message.get("type") == "text": - yield f"{MESSAGE_CONTENT}", message.get("text") - yield f"{MESSAGE_ROLE}", role - if message.get("type") == "tool_use": - tool_prefix = f"{MESSAGE_TOOL_CALLS}.0" - yield f"{tool_prefix}.{TOOL_CALL_ID}", message.get("id") - yield f"{tool_prefix}.{TOOL_CALL_FUNCTION_NAME}", message.get("name") - yield ( - f"{tool_prefix}.{TOOL_CALL_FUNCTION_ARGUMENTS_JSON}", - json.dumps(message.get("input")), - ) - yield f"{MESSAGE_ROLE}", "tool" - - def _get_attributes_from_model_invocation_output_params( - self, model_output: dict[str, Any] - ) -> Iterator[Tuple[str, AttributeValue]]: - if raw_response := model_output.get("rawResponse"): - if output_text := raw_response.get("content"): - try: - yield OUTPUT_VALUE, output_text - data = json.loads(str(output_text)) - yield LLM_MODEL_NAME, data.get("model") - for idx, content in enumerate(data.get("content") or []): - for key, value in self._get_attributes_from_message( - content, content.get("role", "assistant") - ): - yield f"{LLM_OUTPUT_MESSAGES}.{idx}.{key}", value - except Exception: - yield f"{LLM_OUTPUT_MESSAGES}.{0}.{MESSAGE_CONTENT}", output_text - yield f"{LLM_OUTPUT_MESSAGES}.{0}.{MESSAGE_ROLE}", "assistant" - if output_text := model_output.get("parsedResponse", {}).get("text"): - # This block will be executed for Post Processing trace - yield OUTPUT_VALUE, output_text - - if output_text := model_output.get("parsedResponse", {}).get("rationale"): - # This block will be executed for Pre Processing trace - yield OUTPUT_VALUE, output_text - - def _get_attributes_from_model_invocation_output( - self, trace_data: dict[str, Any] - ) -> Iterator[Tuple[str, AttributeValue]]: - model_invocation_output_parameters = trace_data.get("modelInvocationOutput") or {} - - if metadata := model_invocation_output_parameters.get("metadata"): - yield from self._get_attributes_from_usage(metadata.get("usage")) - - if inference_configuration := model_invocation_output_parameters.get( - "inferenceConfiguration" - ): - yield LLM_INVOCATION_PARAMETERS, inference_configuration - yield from self._get_attributes_from_model_invocation_output_params( - model_invocation_output_parameters - ) - - def _get_attributes_from_code_interpreter_input( - self, code_input: dict[str, Any] - ) -> Iterator[Tuple[str, Any]]: - yield OPENINFERENCE_SPAN_KIND, OpenInferenceSpanKindValues.TOOL.value - yield TOOL_NAME, "code_interpreter" - yield ( - TOOL_CALL_FUNCTION_ARGUMENTS_JSON, - json.dumps({"code": code_input.get("code", ""), "files": code_input.get("files", "")}), - ) - yield TOOL_DESCRIPTION, "Executes code and returns results" - yield ( - TOOL_PARAMETERS, - json.dumps({"code": {"type": "string", "description": "Code to execute"}}), - ) - yield SpanAttributes.INPUT_VALUE, code_input.get("code", "") - yield ( - SpanAttributes.METADATA, - json.dumps( - { - "invocation_type": "code_execution", - "execution_context": code_input.get("context", {}), - } - ), - ) - - def _get_attributes_from_knowledge_base_lookup_input( - self, kb_data: dict[str, Any] - ) -> Iterator[Tuple[str, Any]]: - metadata = { - "invocation_type": "knowledge_base_lookup", - "knowledge_base_id": kb_data.get("knowledgeBaseId"), - } - yield SpanAttributes.METADATA, json.dumps(metadata) - yield SpanAttributes.INPUT_VALUE, kb_data.get("text") - - def _get_attributes_from_action_group_invocation_input( - self, action_input: dict[str, Any] - ) -> Iterator[Tuple[str, AttributeValue]]: - yield OPENINFERENCE_SPAN_KIND, OpenInferenceSpanKindValues.TOOL.value - - prefix = f"{LLM_INPUT_MESSAGES}.{0}.{MESSAGE_TOOL_CALLS}.0" - yield f"{prefix}.{TOOL_CALL_FUNCTION_NAME}", action_input.get("function", "") - yield ( - f"{prefix}.{TOOL_CALL_FUNCTION_ARGUMENTS_JSON}", - json.dumps( - { - "name": action_input.get("function", ""), - "arguments": action_input.get("parameters", {}), - } - ), - ) - yield f"{LLM_INPUT_MESSAGES}.{0}.{MESSAGE_ROLE}", "assistant" - yield TOOL_NAME, action_input.get("function", "") - yield TOOL_DESCRIPTION, action_input.get("description", "") - yield TOOL_PARAMETERS, json.dumps(action_input.get("parameters", [])) - yield ( - TOOL_CALL_FUNCTION_ARGUMENTS_JSON, - json.dumps( - { - "name": action_input.get("function", ""), - "arguments": action_input.get("parameters", {}), - } - ), - ) - yield TOOL_CALL_FUNCTION_NAME, action_input.get("function", "") - yield ( - SpanAttributes.LLM_INVOCATION_PARAMETERS, - json.dumps( - { - "invocation_type": "action_group_invocation", - "action_group_name": action_input.get("actionGroupName"), - "execution_type": action_input.get("executionType"), - "invocation_id": action_input.get("invocationId"), - "verb": action_input.get("verb"), - } - ), - ) - - def _get_attributes_from_code_interpreter_output( - self, code_invocation_output: dict[str, Any] - ) -> Iterator[Tuple[str, AttributeValue]]: - if output_text := code_invocation_output.get("executionOutput"): - yield SpanAttributes.OUTPUT_VALUE, output_text - if execution_error := code_invocation_output.get("executionError"): - yield SpanAttributes.OUTPUT_VALUE, execution_error - if code_invocation_output.get("executionTimeout"): - yield SpanAttributes.OUTPUT_VALUE, "Execution Timeout Error" - if files := code_invocation_output.get("files"): - yield f"{LLM_OUTPUT_MESSAGES}.0.{MESSAGE_CONTENT}", json.dumps(files) - yield f"{LLM_OUTPUT_MESSAGES}.0.{MESSAGE_ROLE}", "tool" - - def _get_attributes_from_knowledge_base_lookup_output( - self, knowledge_base_lookup_output: dict[str, Any] - ) -> Iterator[Tuple[str, AttributeValue]]: - retrieved_refs = knowledge_base_lookup_output.get("retrievedReferences", []) - for i, ref in enumerate(retrieved_refs): - if document_id := ref.get("metadata", {}).get("x-amz-bedrock-kb-chunk-id", ""): - yield f"{RETRIEVAL_DOCUMENTS}.{i}.{DOCUMENT_ID}", document_id - - if document_content := ref.get("content", {}).get("text"): - yield f"{RETRIEVAL_DOCUMENTS}.{i}.{DOCUMENT_CONTENT}", document_content - - if document_score := ref.get("score", 0.0): - yield f"{RETRIEVAL_DOCUMENTS}.{i}.{DOCUMENT_SCORE}", document_score - metadata = json.dumps( - { - "location": ref.get("location", {}), - "metadata": ref.get("metadata", {}), - "type": ref.get("content", {}).get("type"), - } - ) - yield f"{RETRIEVAL_DOCUMENTS}.{i}.{DOCUMENT_METADATA}", metadata - - def _get_attributes_from_action_group_invocation_output( - self, tool_output: dict[str, Any] - ) -> Iterator[Tuple[str, Any]]: - yield SpanAttributes.OUTPUT_VALUE, tool_output.get("text") - - def _get_event_type(self, trace_data: dict[str, Any]) -> str: + def _process_dict_object(self, obj: Dict[str, Any]) -> None: """ - Identifies the type of trace event from the provided trace data. - - This method checks the trace data for specific event types such as - 'preProcessingTrace', 'orchestrationTrace', 'postProcessingTrace', - or 'failureTrace'. If a matching event type is found, it is returned. - Otherwise, the method returns `None`. + Process a dictionary object received from the Bedrock service. Args: - trace_data (dict[str, Any]): The trace data containing information - about the event. + obj (dict): The dictionary object to process. + """ + if "chunk" in obj: + if "bytes" in obj["chunk"]: + output_text = obj["chunk"]["bytes"].decode("utf-8") + self._span.set_attributes(get_output_attributes(output_text)) + elif "trace" in obj: + self._process_trace_event(obj["trace"]["trace"]) + + def _handle_exception(self, obj: BaseException) -> None: + """ + Handle an exception object. - Returns: - str | None: The identified event type if found, otherwise `None`. + Args: + obj (BaseException): The exception to handle. """ + self.span_manager.handle_exception(obj) - trace_events = [ - "preProcessingTrace", - "orchestrationTrace", - "postProcessingTrace", - "failureTrace", - ] - for trace_event in trace_events: - if trace_event in trace_data: - return trace_event - return "" - - def _get_attributes_from_invocation_input( - self, trace_data: dict[str, Any] - ) -> Iterator[Tuple[str, Any]]: - if invocation_input := trace_data.get("invocationInput"): - if "actionGroupInvocationInput" in invocation_input: - yield OPENINFERENCE_SPAN_KIND, OpenInferenceSpanKindValues.TOOL.value - yield from self._get_attributes_from_action_group_invocation_input( - invocation_input["actionGroupInvocationInput"] - ) - if "codeInterpreterInvocationInput" in invocation_input: - yield OPENINFERENCE_SPAN_KIND, OpenInferenceSpanKindValues.TOOL.value - yield from self._get_attributes_from_code_interpreter_input( - invocation_input["codeInterpreterInvocationInput"] - ) - if "knowledgeBaseLookupInput" in invocation_input: - yield OPENINFERENCE_SPAN_KIND, OpenInferenceSpanKindValues.RETRIEVER.value - yield from self._get_attributes_from_knowledge_base_lookup_input( - invocation_input["knowledgeBaseLookupInput"] - ) - - def _get_attributes_from_observation( - self, trace_data: dict[str, Any] - ) -> Iterator[Tuple[str, Any]]: - if observation := trace_data.get("observation"): - if "actionGroupInvocationOutput" in observation: - yield from self._get_attributes_from_action_group_invocation_output( - observation["actionGroupInvocationOutput"] - ) - if "codeInterpreterInvocationOutput" in observation: - yield from self._get_attributes_from_code_interpreter_output( - observation["codeInterpreterInvocationOutput"] - ) - if "knowledgeBaseLookupOutput" in observation: - yield from self._get_attributes_from_knowledge_base_lookup_output( - observation["knowledgeBaseLookupOutput"] - ) - - def _get_attributes_from_pre_and_post_processing_trace( - self, trace_data: dict[str, Any], trace_event: str + def _handle_model_invocation_input_trace( + self, trace_data: dict[str, Any], trace_event: str, trace_id: str ) -> None: """ - Processes pre-processing and post-processing trace events. - - This method validates and stores `modelInvocationInput` and `modelInvocationOutput` - events for the specified trace type. If both events are present, it delegates - the request to create child spans for the trace. + Handle a model invocation input trace. Args: - trace_data (dict[str, Any]): The trace data containing information about - the event to be processed. - trace_event (str): The type of trace event (e.g., preProcessingTrace, - postProcessingTrace). - - Returns: - None + trace_data (dict[str, Any]): The trace data. + trace_event (str): The trace event type. + trace_id (str): The trace ID. """ - self.trace_values.setdefault(trace_event, {}) - if "modelInvocationInput" in trace_data: - self.trace_values[trace_event]["modelInvocationInput"] = trace_data - if "modelInvocationOutput" in trace_data: - self.trace_values[trace_event]["modelInvocationOutput"] = trace_data - self._create_model_invocation_span(trace_data, trace_event) - - if "rationale" in trace_data: - preprocessing_span = self._initialize_chain_span(trace_event) - if rationale_text := trace_data.get("rationale", {}).get("text"): - preprocessing_span.set_attribute(SpanAttributes.OUTPUT_VALUE, rationale_text) - - def _add_model_invocation_attributes_to_parent_span( - self, trace_event: str, event_type: str - ) -> None: - self.trace_inputs_flags.setdefault(trace_event, {}) - model_output = self.trace_values[trace_event].get(event_type, {}).get(event_type) - if model_output and not self.trace_inputs_flags.get(trace_event, {}).get("has_input_value"): - parent_trace = self._initialize_chain_span(trace_event) - try: - for message in self._get_messages_object(model_output.get("text")): - if message.get("role") == "user" and (input_value := message.get("content")): - parent_trace.set_attribute(INPUT_VALUE, input_value) - self.trace_inputs_flags[trace_event]["has_input_value"] = True - break - except Exception: - parent_trace.set_attribute(INPUT_VALUE, model_output.get("text")) - self.trace_inputs_flags[trace_event]["has_input_value"] = True - - def _add_invocation_attributes_to_parent_span( - self, trace_event: str, trace_data: dict[str, Any] - ) -> None: - self.trace_inputs_flags.setdefault(trace_event, {}) - if self.trace_inputs_flags.get(trace_event, {}).get("has_input_value"): - return - parent_trace = self._initialize_chain_span(trace_event) - if invocation_input := trace_data.get("invocationInput"): - if input_value := invocation_input.get("actionGroupInvocationInput", {}).get("text"): - parent_trace.set_attribute(INPUT_VALUE, input_value) - self.trace_inputs_flags[trace_event]["has_input_value"] = True + model_span = self.span_manager.create_child_span( + trace_id=trace_id, name="LLM", span_kind=OpenInferenceSpanKindValues.LLM + ) - if input_value := invocation_input.get("codeInterpreterInvocationInput", {}).get( - "code" - ): - parent_trace.set_attribute(INPUT_VALUE, input_value) - self.trace_inputs_flags[trace_event]["has_input_value"] = True + # Store the model invocation input for later matching with output + model_invocation_input = trace_data.get("modelInvocationInput", {}) + request_attributes = AttributeExtractor.get_attributes_from_model_invocation_input( + model_invocation_input + ) + if model_span: + model_span.set_attributes(request_attributes) - if input_value := invocation_input.get("knowledgeBaseLookupInput", {}).get("text"): - parent_trace.set_attribute(INPUT_VALUE, input_value) - self.trace_inputs_flags[trace_event]["has_input_value"] = True + # Add input attributes to the parent span + self.span_manager.add_model_invocation_attributes_to_parent_span( + trace_id, model_invocation_input + ) - def _set_parent_trace_output(self, trace_event: str, event_type: str) -> None: - parent_trace = self._initialize_chain_span(trace_event) - model_output = self.trace_values[trace_event][event_type].get(event_type) + def _handle_model_invocation_output_trace( + self, trace_data: dict[str, Any], trace_event: str, trace_id: str + ) -> None: + """ + Handle a model invocation output trace. - if output_text := model_output.get("parsedResponse", {}).get("text"): - # This block will be executed for Post Processing trace - parent_trace.set_attribute(OUTPUT_VALUE, output_text) + Args: + trace_data (dict[str, Any]): The trace data. + trace_event (str): The trace event type. + trace_id (str): The trace ID. + """ + # Get the model invocation output + model_invocation_output = trace_data.get("modelInvocationOutput", {}) + model_span = self.span_manager.get_child_span(trace_id=trace_id) + request_attributes = AttributeExtractor.get_attributes_from_model_invocation_output( + model_invocation_output + ) + if model_span: + model_span.set_attributes(request_attributes) + model_span.set_status(Status(StatusCode.OK)) - if output_text := model_output.get("parsedResponse", {}).get("rationale"): - # This block will be executed for Pre Processing trace - parent_trace.set_attribute(OUTPUT_VALUE, output_text) + # Set output on the parent span + self.span_manager.set_parent_trace_output(trace_id, model_invocation_output) - def _create_model_invocation_span(self, trace_data: dict[str, Any], trace_event: str) -> None: + def _handle_invocation_input_trace( + self, trace_data: dict[str, Any], trace_event: str, trace_id: str + ) -> None: """ - Creates child traces for preProcessing, orchestration, and postProcessing LLM traces. - - This function sets attributes for the child traces and assigns the input and output values - to the corresponding group traces. + Handle an invocation input trace. Args: - trace_data (dict[str, Any]): The trace data containing information about the - model invocation. - trace_event (str): The type of trace event (e.g., preProcessingTrace, - orchestrationTrace, etc.). - - Returns: - None + trace_data (dict[str, Any]): The trace data. + trace_event (str): The trace event type. + trace_id (str): The trace ID. """ - if "modelInvocationOutput" not in trace_data: - return - parent_trace = self._initialize_chain_span(trace_event) - with self.tracer.start_as_current_span( - name="LLM", context=trace_api.set_span_in_context(parent_trace) - ) as model_invocation_span: - request_attributes = dict( - self._get_attributes_from_model_invocation_input( - self.trace_values[trace_event]["modelInvocationInput"] - ) - ) - model_invocation_span.set_attributes(request_attributes) - response_attributes = dict( - self._get_attributes_from_model_invocation_output( - self.trace_values[trace_event]["modelInvocationOutput"] - ) - ) - model_invocation_span.set_attributes(response_attributes) - model_invocation_span.set_attribute( - OPENINFERENCE_SPAN_KIND, OpenInferenceSpanKindValues.LLM.value - ) - model_invocation_span.set_status(Status(StatusCode.OK)) - self._add_model_invocation_attributes_to_parent_span( - trace_event, "modelInvocationInput" - ) - self._set_parent_trace_output(trace_event, "modelInvocationOutput") - self.trace_values[trace_event] = dict() - def _create_invocation_span(self, trace_data: dict[str, Any], trace_event: str) -> None: - orchestration_trace_values = self.trace_values[trace_event] - if "observation" not in trace_data or not orchestration_trace_values.get("invocationInput"): - return - invocation_input_trace = orchestration_trace_values["invocationInput"].get( - "invocationInput" - ) - with self.tracer.start_as_current_span( - name=invocation_input_trace.get("invocationType").lower(), - context=trace_api.set_span_in_context(self._initialize_chain_span(trace_event)), - ) as invocation_span: - request_attributes = dict( - self._get_attributes_from_invocation_input( - orchestration_trace_values["invocationInput"] - ) - ) - invocation_span.set_attributes(request_attributes) - response_attributes = dict( - self._get_attributes_from_observation(orchestration_trace_values["observation"]) + # Get the invocation input + invocation_input = trace_data.get("invocationInput", {}) + if "agentCollaboratorInvocationInput" in invocation_input: + agent_collaborator_name = invocation_input.get( + "agentCollaboratorInvocationInput", {} + ).get("agentCollaboratorName", "") + invocation_span = self.span_manager.create_chain_span( + trace_id=f"{trace_id}_agent", + trace_event=trace_event, + trace_name=f"{invocation_input.get('invocationType', '').lower()}" + f"[{agent_collaborator_name}]", + span_kind=OpenInferenceSpanKindValues.AGENT, ) - invocation_span.set_attributes(response_attributes) - self._add_invocation_attributes_to_parent_span( - trace_event, orchestration_trace_values["invocationInput"] + else: + invocation_span = self.span_manager.create_child_span( + trace_id=trace_id, + name=invocation_input.get("invocationType", "").lower(), + span_kind=OpenInferenceSpanKindValues.TOOL, ) - invocation_span.set_status(Status(StatusCode.OK)) + attributes = AttributeExtractor.get_attributes_from_invocation_input(invocation_input) + if invocation_span and attributes is not None: + invocation_span.set_attributes(attributes) - def _get_attributes_from_orchestration_trace( - self, trace_data: dict[str, Any], trace_event: str - ) -> Any: - events = [ - "invocationInput", - "modelInvocationInput", - "modelInvocationOutput", - "observation", - "rationale", - ] - self.trace_values.setdefault(trace_event, dict()) - for event in events: - if event not in trace_data: - continue - self.trace_values[trace_event][event] = trace_data - self._create_invocation_span(trace_data, trace_event) - self._create_model_invocation_span(trace_data, trace_event) - if final_response := trace_data.get("observation", {}).get("finalResponse"): - orchestration_span = self._initialize_chain_span(trace_event) - orchestration_span.set_attribute(OUTPUT_VALUE, final_response.get("text")) - orchestration_span.set_status(Status(StatusCode.OK)) - self.trace_values[trace_event] = {} - - def _initialize_chain_span(self, trace_type: str) -> Span: - """ - Initializes or retrieves a chain span for the given trace type. + # Add input attributes to the parent span + self.span_manager.add_invocation_attributes_to_parent_span(trace_id, invocation_input) - This function ensures that a group span (chain span) is created for the specified - trace type if it does not already exist. If the chain span is already created, - it retrieves and returns the existing span. + def _handle_observation_trace( + self, trace_data: dict[str, Any], trace_event: str, trace_id: str + ) -> None: + """ + Handle an observation trace. Args: - trace_type (str): The type of trace for which the chain span is being initialized. + trace_data (dict[str, Any]): The trace data. + trace_event (str): The trace event type. + trace_id (str): The trace ID. + """ + # Get the observation + observation = trace_data.get("observation", {}) + parent_span = self.span_manager.get_chain_span(trace_id) + if "agentCollaboratorInvocationOutput" in observation: + invocation_span = self.span_manager.get_chain_span(f"{trace_id}_agent") + else: + invocation_span = self.span_manager.get_child_span(trace_id) + if invocation_span: + attributes = AttributeExtractor.get_attributes_from_observation(observation) + if attributes is not None: + invocation_span.set_attributes(attributes) + invocation_span.set_status(Status(StatusCode.OK)) + # Check for final response + if parent_span and (final_response := observation.get("finalResponse")): + parent_span.set_attributes(get_output_attributes(final_response.get("text", ""))) + parent_span.set_status(Status(StatusCode.OK)) + return - Returns: - Span: The initialized or retrieved chain span for the given trace type. + def _handle_rationale_trace( + self, trace_data: dict[str, Any], trace_event: str, trace_id: str + ) -> None: """ - if trace_type not in self.chain_spans: - self.chain_spans[trace_type] = self.tracer.start_span( - name=trace_type, - attributes={OPENINFERENCE_SPAN_KIND: OpenInferenceSpanKindValues.CHAIN.value}, - context=trace_api.set_span_in_context(self._span), - ) - return self.chain_spans[trace_type] + Handle a rationale trace. + + Args: + trace_data (dict[str, Any]): The trace data. + trace_event (str): The trace event type. + trace_id (str): The trace ID. + """ + # Initialize the parent chain span if it doesn't exist + parent_span = self.span_manager.get_chain_span(trace_id) + # Add output attributes to the parent span + if parent_span and (rationale_text := trace_data.get("rationale", {}).get("text", "")): + parent_span.set_attributes(get_output_attributes(rationale_text)) + parent_span.set_status(Status(StatusCode.OK)) def _process_trace_event(self, trace_data: dict[str, Any]) -> None: """ - Processes a trace event and delegates it to the appropriate handler - based on the event type. + Process a trace event and delegate it to the appropriate handler based on event type. - This function identifies the type of trace event (e.g., preProcessingTrace, - postProcessingTrace, orchestrationTrace, etc.) and invokes the corresponding - method to handle the trace data. It updates the trace values and attributes - for the event accordingly. + This method extracts the trace event type, generates a trace ID, and routes the event + to the appropriate handler method based on the content of the event data. Args: - trace_data (dict[str, Any]): The trace data containing information - about the event to be processed. - - Returns: - None + trace_data (dict[str, Any]): The trace data containing information about the event. """ - trace_event = self._get_event_type(trace_data) - if trace_event in ["preProcessingTrace", "postProcessingTrace"]: - self._get_attributes_from_pre_and_post_processing_trace( - trace_data.get(trace_event) or {}, trace_event - ) - elif trace_event == "orchestrationTrace": - self._get_attributes_from_orchestration_trace( - trace_data.get(trace_event) or {}, trace_event - ) + trace_event = AttributeExtractor.get_event_type(trace_data) + if not trace_event: + return + + # Extract trace ID + trace_id = self.span_manager.extract_trace_id(trace_data) + trace_id = f"{trace_event}-{'-'.join(trace_id.split('-')[:5])}" + # Uncomment for debugging + # print(trace_id_old, trace_id) + # Get the event data + event_data = trace_data.get(trace_event, {}) + + # Handle different trace types + if "modelInvocationInput" in event_data: + self.span_manager.adjust_parent(trace_event) + self.span_manager.create_chain_span(trace_id, trace_event) + self._handle_model_invocation_input_trace(event_data, trace_event, trace_id) + + if "modelInvocationOutput" in event_data: + self.span_manager.adjust_parent(trace_event) + self.span_manager.create_chain_span(trace_id, trace_event) + self._handle_model_invocation_output_trace(event_data, trace_event, trace_id) + + if "invocationInput" in event_data: + self.span_manager.adjust_parent(trace_event) + self.span_manager.create_chain_span(trace_id, trace_event) + self._handle_invocation_input_trace(event_data, trace_event, trace_id) + + if "observation" in event_data: + self.span_manager.adjust_parent(trace_event) + self.span_manager.create_chain_span(trace_id, trace_event) + self._handle_observation_trace(event_data, trace_event, trace_id) + + if "rationale" in event_data: + self.span_manager.adjust_parent(trace_event) + self.span_manager.create_chain_span(trace_id, trace_event) + self._handle_rationale_trace(event_data, trace_event, trace_id) def _finish_tracing(self) -> None: + """ + Finish tracing by ending all spans. + """ if self._is_finished: return - self._finish_chain_spans() - _finish(self._span, None, self._request_parameters) + + # Use span manager to finish tracing + self.span_manager.finish_tracing() self._is_finished = True - def _finish_chain_spans(self) -> None: - for chain_span in self.chain_spans.values(): - chain_span.set_status(Status(StatusCode.OK)) - chain_span.end() - - -OPENINFERENCE_SPAN_KIND = SpanAttributes.OPENINFERENCE_SPAN_KIND -OUTPUT_VALUE = SpanAttributes.OUTPUT_VALUE -TOOL_NAME = SpanAttributes.TOOL_NAME -TOOL_DESCRIPTION = SpanAttributes.TOOL_DESCRIPTION -TOOL_PARAMETERS = SpanAttributes.TOOL_PARAMETERS - -INPUT_VALUE = SpanAttributes.INPUT_VALUE -METADATA = SpanAttributes.METADATA -LLM_TOKEN_COUNT_PROMPT = SpanAttributes.LLM_TOKEN_COUNT_PROMPT -LLM_TOKEN_COUNT_COMPLETION = SpanAttributes.LLM_TOKEN_COUNT_COMPLETION -LLM_TOKEN_COUNT_TOTAL = SpanAttributes.LLM_TOKEN_COUNT_TOTAL -LLM_PROVIDER = SpanAttributes.LLM_PROVIDER -LLM_SYSTEM = SpanAttributes.LLM_SYSTEM -LLM_MODEL_NAME = SpanAttributes.LLM_MODEL_NAME -LLM_INVOCATION_PARAMETERS = SpanAttributes.LLM_INVOCATION_PARAMETERS -TOOL_CALL_FUNCTION_NAME = ToolCallAttributes.TOOL_CALL_FUNCTION_NAME -TOOL_CALL_ID = ToolCallAttributes.TOOL_CALL_ID -TOOL_CALL_FUNCTION_ARGUMENTS_JSON = ToolCallAttributes.TOOL_CALL_FUNCTION_ARGUMENTS_JSON -LLM_INPUT_MESSAGES = SpanAttributes.LLM_INPUT_MESSAGES -LLM_OUTPUT_MESSAGES = SpanAttributes.LLM_OUTPUT_MESSAGES -RETRIEVAL_DOCUMENTS = SpanAttributes.RETRIEVAL_DOCUMENTS -MESSAGE_CONTENT = MessageAttributes.MESSAGE_CONTENT -MESSAGE_ROLE = MessageAttributes.MESSAGE_ROLE -MESSAGE_TOOL_CALLS = MessageAttributes.MESSAGE_TOOL_CALLS + +# Constants DOCUMENT_ID = DocumentAttributes.DOCUMENT_ID DOCUMENT_CONTENT = DocumentAttributes.DOCUMENT_CONTENT DOCUMENT_SCORE = DocumentAttributes.DOCUMENT_SCORE DOCUMENT_METADATA = DocumentAttributes.DOCUMENT_METADATA +RETRIEVAL_DOCUMENTS = SpanAttributes.RETRIEVAL_DOCUMENTS diff --git a/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/attribute_extractor.py b/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/attribute_extractor.py new file mode 100644 index 000000000..357affb72 --- /dev/null +++ b/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/attribute_extractor.py @@ -0,0 +1,691 @@ +"""Attribute extractor module for extracting attributes from Bedrock trace data.""" + +from __future__ import annotations + +import json +import logging +from typing import Any, Dict, Optional + +from opentelemetry.util.types import AttributeValue + +from openinference.instrumentation import ( + Message, + TokenCount, + ToolCall, + ToolCallFunction, + get_input_attributes, + get_llm_attributes, + get_llm_input_message_attributes, + get_llm_output_message_attributes, + get_llm_token_count_attributes, + get_output_attributes, + get_span_kind_attributes, + get_tool_attributes, +) +from openinference.instrumentation.bedrock.utils.json_utils import ( + fix_loose_json_string, + safe_json_loads, +) +from openinference.semconv.trace import ( + DocumentAttributes, + OpenInferenceSpanKindValues, + SpanAttributes, +) + +logger = logging.getLogger(__name__) + + +class AttributeExtractor: + """ + Extracts attributes from Bedrock trace data. + + This class provides methods to extract and process attributes from various types of + trace data generated by Amazon Bedrock services. It handles different types of inputs + and outputs, including model invocations, tool calls, knowledge base lookups, and more. + """ + + @classmethod + def get_messages_object(cls, input_text: str) -> Any: + """ + Parse input text into a list of Message objects. + + Args: + input_text (str): The input text to parse. + + Returns: + list[Message]: A list of parsed Message objects. + """ + messages = list() + try: + input_messages = safe_json_loads(input_text) + if system_message := input_messages.get("system"): + messages.append(Message(content=system_message, role="system")) + + for message in input_messages.get("messages", []): + role = message.get("role", "") + if content := message.get("content"): + parsed_contents = fix_loose_json_string(content) or [content] + for parsed_content in parsed_contents: + message_content = content + if isinstance(parsed_content, dict): + if parsed_content_type := parsed_content.get("type"): + message_content = parsed_content.get(parsed_content_type, "") + messages.append(Message(content=message_content, role=role)) + except Exception: + return [Message(content=input_text, role="assistant")] + return messages + + @classmethod + def get_attributes_from_message(cls, message: Dict[str, Any], role: str) -> Optional[Message]: + """ + Extract attributes from a message dictionary. + + Args: + message (dict[str, Any]): The message dictionary. + role (str): The role of the message. + + Returns: + Message | None: A Message object if attributes can be extracted, None otherwise. + """ + if message.get("type") == "text": + return Message(content=message.get("text", ""), role=role) + if message.get("type") == "tool_use": + tool_call_function = ToolCallFunction( + name=message.get("name", ""), arguments=message.get("input", {}) + ) + tool_calls = [ToolCall(id=message.get("id", ""), function=tool_call_function)] + return Message(tool_call_id=message.get("id", ""), role="tool", tool_calls=tool_calls) + return None + + @classmethod + def get_output_messages(cls, model_output: dict[str, Any]) -> Any: + """ + Extract output messages from model output. + + Args: + model_output (dict[str, Any]): The model output dictionary. + + Returns: + list[Message] | None: A list of Message objects if messages can be extracted, + None otherwise. + """ + messages = list() + if raw_response := model_output.get("rawResponse"): + if output_text := raw_response.get("content"): + try: + data = json.loads(str(output_text)) + for content in data.get("content") or []: + if message := cls.get_attributes_from_message( + content, content.get("role", "assistant") + ): + messages.append(message) + except Exception: + messages.append(Message(content=str(output_text), role="assistant")) + return messages + + @classmethod + def get_attributes_from_model_invocation_input( + cls, model_invocation_input: dict[str, Any] + ) -> dict[str, Any]: + """ + Extract attributes from model invocation input. + + This method processes the model invocation input to extract relevant attributes + such as the model name, invocation parameters, and input messages. It combines + these attributes with LLM-specific attributes and span kind attributes. + + Args: + model_invocation_input (dict[str, Any]): The model invocation input dictionary. + + Returns: + dict[str, Any]: A dictionary of extracted attributes. + """ + llm_attributes = {} + + # Get input text + input_text = "" + if model_invocation_input and "text" in model_invocation_input: + input_text = model_invocation_input["text"] + + # Get model name and invocation parameters + if model_name := AttributeExtractor.get_model_name(model_invocation_input or {}, {}): + llm_attributes["model_name"] = model_name + + if invocation_parameters := AttributeExtractor.get_invocation_parameters( + model_invocation_input or {}, {} + ): + llm_attributes["invocation_parameters"] = invocation_parameters + + # Get input and output messages + llm_attributes["input_messages"] = AttributeExtractor.get_messages_object(input_text) + + # Set attributes + return { + **get_llm_attributes(**llm_attributes), # type: ignore + **get_span_kind_attributes(OpenInferenceSpanKindValues.LLM), + **get_input_attributes(input_text), + } + + @classmethod + def get_attributes_from_model_invocation_output( + cls, model_invocation_output: dict[str, Any] + ) -> dict[str, Any]: + """ + Extract attributes from model invocation output. + + This method processes the model invocation output to extract relevant attributes + such as the model name, invocation parameters, output messages, and token counts. + It combines these attributes with LLM-specific attributes and output attributes. + + Args: + model_invocation_output (dict[str, Any]): The model invocation output dictionary. + + Returns: + dict[str, Any]: A dictionary of extracted attributes. + """ + llm_attributes = {} + if model_name := AttributeExtractor.get_model_name({}, model_invocation_output or {}): + llm_attributes["model_name"] = model_name + + if invocation_parameters := AttributeExtractor.get_invocation_parameters( + {}, model_invocation_output or {} + ): + llm_attributes["invocation_parameters"] = invocation_parameters + + # Get input and output messages + llm_attributes["output_messages"] = AttributeExtractor.get_output_messages( + model_invocation_output or {} + ) + + # Set attributes + request_attributes = { + **get_llm_attributes(**llm_attributes), # type: ignore + **get_llm_token_count_attributes( + AttributeExtractor.get_token_counts(model_invocation_output or {}) + ), + } + # Set output value + if output_value := AttributeExtractor.get_output_value(model_invocation_output or {}): + request_attributes = {**request_attributes, **get_output_attributes(output_value)} + return request_attributes + + @classmethod + def get_attributes_from_code_interpreter_input( + cls, code_input: dict[str, Any] + ) -> dict[str, Any]: + """ + Extract attributes from code interpreter input. + + Args: + code_input (dict[str, Any]): The code interpreter input dictionary. + + Returns: + dict[str, Any]: A dictionary of extracted attributes. + """ + tool_call_function = ToolCallFunction( + name="code_interpreter", + arguments={"code": code_input.get("code", ""), "files": code_input.get("files", "")}, + ) + tool_calls = [ToolCall(id="default", function=tool_call_function)] + messages = [Message(tool_call_id="default", role="tool", tool_calls=tool_calls)] + name = "code_interpreter" + description = "Executes code and returns results" + parameters = json.dumps({"code": {"type": "string", "description": "Code to execute"}}) + metadata = json.dumps( + { + "invocation_type": "code_execution", + "execution_context": code_input.get("context", {}), + } + ) + return { + **get_input_attributes(code_input.get("code", "")), + **get_span_kind_attributes(OpenInferenceSpanKindValues.TOOL), + **get_llm_input_message_attributes(messages), + **get_tool_attributes(name=name, description=description, parameters=parameters), + **{"metadata": metadata}, + } + + @classmethod + def get_attributes_from_knowledge_base_lookup_input( + cls, kb_data: dict[str, Any] + ) -> dict[str, Any]: + """ + Extract attributes from knowledge base lookup input. + + Args: + kb_data (dict[str, Any]): The knowledge base lookup input dictionary. + + Returns: + dict[str, Any]: A dictionary of extracted attributes. + """ + metadata = { + "invocation_type": "knowledge_base_lookup", + "knowledge_base_id": kb_data.get("knowledgeBaseId"), + } + return { + **get_input_attributes(kb_data.get("text", "")), + **get_span_kind_attributes(OpenInferenceSpanKindValues.RETRIEVER), + **{"metadata": json.dumps(metadata)}, + } + + @classmethod + def get_attributes_from_action_group_invocation_input( + cls, action_input: dict[str, Any] + ) -> dict[str, Any]: + """ + Extract attributes from action group invocation input. + + Args: + action_input (dict[str, Any]): The action group invocation input dictionary. + + Returns: + dict[str, Any]: A dictionary of extracted attributes. + """ + name = action_input.get("function", "") + tool_call_function = ToolCallFunction( + name=name, arguments=action_input.get("parameters", {}) + ) + tool_calls = [ToolCall(id="default", function=tool_call_function)] + messages = [Message(tool_call_id="default", role="tool", tool_calls=tool_calls)] + description = action_input.get("description", "") + parameters = json.dumps(action_input.get("parameters", [])) + llm_invocation_parameters = { + "invocation_type": "action_group_invocation", + "action_group_name": action_input.get("actionGroupName"), + "execution_type": action_input.get("executionType"), + } + if invocation_id := action_input.get("invocationId"): + llm_invocation_parameters["invocation_id"] = invocation_id + if verb := action_input.get("verb"): + llm_invocation_parameters["verb"] = verb + return { + **get_span_kind_attributes(OpenInferenceSpanKindValues.TOOL), + **get_llm_input_message_attributes(messages), + **get_tool_attributes(name=name, description=description, parameters=parameters), + **{"metadata": json.dumps(llm_invocation_parameters)}, + } + + @classmethod + def get_attributes_from_agent_collaborator_invocation_input( + cls, collaborator_input: dict[str, Any] + ) -> dict[str, Any]: + """ + Extract attributes from agent collaborator invocation input. + + Args: + collaborator_input (dict[str, Any]): The agent collaborator invocation input dictionary. + + Returns: + dict[str, Any]: A dictionary of extracted attributes. + """ + input_data = collaborator_input.get("input", {}) + input_type = input_data.get("type", "TEXT") + + # Extract content based on input type + content = "" + if input_type == "TEXT": + content = input_data.get("text", "") + elif input_type == "RETURN_CONTROL": + if return_control_results := input_data.get("returnControlResults"): + content = json.dumps(return_control_results) + + # Create message + messages = [Message(content=content, role="assistant")] + + # Create metadata + metadata = { + "invocation_type": "agent_collaborator_invocation", + "agent_collaborator_name": collaborator_input.get("agentCollaboratorName"), + "agent_collaborator_alias_arn": collaborator_input.get("agentCollaboratorAliasArn"), + "input_type": input_type, + } + + return { + **get_span_kind_attributes(OpenInferenceSpanKindValues.AGENT), + **get_input_attributes(content), + **get_llm_input_message_attributes(messages), + **{"metadata": json.dumps(metadata)}, + } + + @classmethod + def get_attributes_from_code_interpreter_output( + cls, code_invocation_output: dict[str, Any] + ) -> Dict[str, AttributeValue]: + """ + Extract attributes from code interpreter output. + + Args: + code_invocation_output (dict[str, Any]): The code interpreter output dictionary. + + Returns: + Dict[str, AttributeValue]: A dictionary of extracted attributes. + """ + output_value = None + files = None + + if output_text := code_invocation_output.get("executionOutput"): + output_value = output_text + elif execution_error := code_invocation_output.get("executionError"): + output_value = execution_error + elif code_invocation_output.get("executionTimeout"): + output_value = "Execution Timeout Error" + elif files := code_invocation_output.get("files"): + output_value = json.dumps(files) + + content = json.dumps(files) if files else str(output_value) if output_value else "" + messages = [Message(role="tool", content=content)] + return { + **get_output_attributes(output_value), + **get_llm_output_message_attributes(messages), + } + + @classmethod + def get_attributes_from_agent_collaborator_invocation_output( + cls, collaborator_output: dict[str, Any] + ) -> Dict[str, AttributeValue]: + """ + Extract attributes from agent collaborator invocation output. + + Args: + collaborator_output (dict[str, Any]): The agent collaborator invocation + output dictionary. + + Returns: + Dict[str, AttributeValue]: A dictionary of extracted attributes. + """ + output_data = collaborator_output.get("output", {}) + output_type = output_data.get("type", "TEXT") + + # Extract content based on output type + output_value = "" + if output_type == "TEXT": + output_value = output_data.get("text", "") + elif output_type == "RETURN_CONTROL": + if return_control_payload := output_data.get("returnControlPayload"): + output_value = json.dumps(return_control_payload) + + # Create message + messages = [Message(role="assistant", content=output_value)] + + # Create metadata + metadata = { + "agent_collaborator_name": collaborator_output.get("agentCollaboratorName"), + "agent_collaborator_alias_arn": collaborator_output.get("agentCollaboratorAliasArn"), + "output_type": output_type, + } + + return { + **get_output_attributes(output_value), + **get_llm_output_message_attributes(messages), + **{"metadata": json.dumps(metadata)}, + } + + @classmethod + def get_attributes_from_knowledge_base_lookup_output( + cls, knowledge_base_lookup_output: dict[str, Any] + ) -> Dict[str, AttributeValue]: + """ + Extract attributes from knowledge base lookup output. + + Args: + knowledge_base_lookup_output (dict[str, Any]): The knowledge base lookup + output dictionary. + + Returns: + Dict[str, AttributeValue]: A dictionary of extracted attributes. + """ + retrieved_refs = knowledge_base_lookup_output.get("retrievedReferences", []) + attributes = dict() + for i, ref in enumerate(retrieved_refs): + base_key = f"{RETRIEVAL_DOCUMENTS}.{i}" + if document_id := ref.get("metadata", {}).get("x-amz-bedrock-kb-chunk-id", ""): + attributes[f"{base_key}.{DOCUMENT_ID}"] = document_id + + if document_content := ref.get("content", {}).get("text"): + attributes[f"{base_key}.{DOCUMENT_CONTENT}"] = document_content + + if document_score := ref.get("score", 0.0): + attributes[f"{base_key}.{DOCUMENT_SCORE}"] = document_score + metadata = json.dumps( + { + "location": ref.get("location", {}), + "metadata": ref.get("metadata", {}), + "type": ref.get("content", {}).get("type"), + } + ) + attributes[f"{base_key}.{DOCUMENT_METADATA}"] = metadata + return attributes + + @classmethod + def get_event_type(cls, trace_data: dict[str, Any]) -> str: + """ + Identifies the type of trace event from the provided trace data. + + Args: + trace_data (dict[str, Any]): The trace data containing information + about the event. + + Returns: + str: The identified event type if found, otherwise an empty string. + """ + trace_events = [ + "preProcessingTrace", + "orchestrationTrace", + "postProcessingTrace", + "failureTrace", + ] + for trace_event in trace_events: + if trace_event in trace_data: + return trace_event + return "" + + @classmethod + def get_attributes_from_invocation_input( + cls, invocation_input: dict[str, Any] + ) -> Optional[dict[str, Any]]: + """ + Extract attributes from invocation input. + + Args: + invocation_input (dict[str, Any]): The trace data dictionary. + + Returns: + dict[str, Any] | None: A dictionary of extracted attributes if available, + None otherwise. + """ + if "actionGroupInvocationInput" in invocation_input: + return cls.get_attributes_from_action_group_invocation_input( + invocation_input["actionGroupInvocationInput"] + ) + if "codeInterpreterInvocationInput" in invocation_input: + return cls.get_attributes_from_code_interpreter_input( + invocation_input["codeInterpreterInvocationInput"] + ) + if "knowledgeBaseLookupInput" in invocation_input: + return cls.get_attributes_from_knowledge_base_lookup_input( + invocation_input["knowledgeBaseLookupInput"] + ) + if "agentCollaboratorInvocationInput" in invocation_input: + return cls.get_attributes_from_agent_collaborator_invocation_input( + invocation_input["agentCollaboratorInvocationInput"] + ) + return None + + @classmethod + def get_attributes_from_observation( + cls, observation: dict[str, Any] + ) -> Dict[str, AttributeValue]: + """ + Extract attributes from observation data. + + Args: + observation (dict[str, Any]): The trace data dictionary. + + Returns: + Dict[str, AttributeValue]: A dictionary of extracted attributes. + """ + if "actionGroupInvocationOutput" in observation: + tool_output = observation["actionGroupInvocationOutput"] + return get_output_attributes(tool_output.get("text", "")) + if "codeInterpreterInvocationOutput" in observation: + return cls.get_attributes_from_code_interpreter_output( + observation["codeInterpreterInvocationOutput"] + ) + if "knowledgeBaseLookupOutput" in observation: + return cls.get_attributes_from_knowledge_base_lookup_output( + observation["knowledgeBaseLookupOutput"] + ) + if "agentCollaboratorInvocationOutput" in observation: + return cls.get_attributes_from_agent_collaborator_invocation_output( + observation["agentCollaboratorInvocationOutput"] + ) + return {} + + @classmethod + def get_model_name( + cls, input_params: dict[str, Any], output_params: dict[str, Any] + ) -> str | None: + """ + Get the model name from input or output parameters. + + Args: + input_params (dict[str, Any]): The input parameters. + output_params (dict[str, Any]): The output parameters. + + Returns: + str | None: The model name if found, None otherwise. + """ + if model_name := input_params.get("foundationModel"): + return str(model_name) + if raw_response := output_params.get("rawResponse"): + if output_text := raw_response.get("content"): + try: + data = json.loads(str(output_text)) + model = data.get("model") + if model is not None: + return str(model) + except Exception as e: + logger.debug(str(e)) + return None + + @classmethod + def get_invocation_parameters( + cls, input_params: dict[str, Any], output_params: dict[str, Any] + ) -> str | None: + """ + Get the invocation parameters from input or output parameters. + + Args: + input_params (dict[str, Any]): The input parameters. + output_params (dict[str, Any]): The output parameters. + + Returns: + str | None: The invocation parameters as a JSON string if found, None otherwise. + """ + if inference_configuration := input_params.get("inferenceConfiguration"): + return json.dumps(inference_configuration) + if inference_configuration := output_params.get("inferenceConfiguration"): + return json.dumps(inference_configuration) + return None + + @classmethod + def get_token_counts(cls, output_params: dict[str, Any]) -> TokenCount | None: + """ + Get token counts from output parameters. + + Args: + output_params (dict[str, Any]): The output parameters. + + Returns: + TokenCount | None: A TokenCount object if token counts are found, None otherwise. + """ + if not output_params.get("metadata", {}): + return None + if usage := output_params.get("metadata", {}).get("usage"): + completion, prompt, total = 0, 0, 0 + + if input_tokens := usage.get("inputTokens"): + prompt = input_tokens + if output_tokens := usage.get("outputTokens"): + completion = output_tokens + if (input_tokens := usage.get("inputTokens")) and ( + output_tokens := usage.get("outputTokens") + ): + total = input_tokens + output_tokens + return TokenCount(prompt=prompt, completion=completion, total=total) + return None + + @classmethod + def get_output_value(cls, output_params: dict[str, Any]) -> str | None: + """ + Get the output value from output parameters. + + Args: + output_params (dict[str, Any]): The output parameters. + + Returns: + str | None: The output value if found, None otherwise. + """ + if raw_response := output_params.get("rawResponse"): + if output_text := raw_response.get("content"): + return str(output_text) + + parsed_response = output_params.get("parsedResponse", {}) + if output_text := parsed_response.get("text"): + # This block will be executed for Post Processing trace + return str(output_text) + if output_text := parsed_response.get("rationale"): + # This block will be executed for Pre Processing trace + return str(output_text) + return None + + @classmethod + def get_parent_input_attributes_from_invocation_input( + cls, invocation_input: Dict[str, Any] + ) -> Any: + """ + Extract parent input attributes from invocation input. + + This method extracts input attributes from various types of invocation inputs + (action group, code interpreter, knowledge base lookup, agent collaborator) + to be set on the parent span. + + Args: + invocation_input (dict[str, Any]): The invocation input dictionary. + + Returns: + Optional[dict[str, AttributeValue]]: A dictionary of input attributes if available, + None otherwise. + """ + if action_group := invocation_input.get("actionGroupInvocationInput", {}): + if input_value := action_group.get("text", ""): + return get_input_attributes(input_value) + + if code_interpreter := invocation_input.get("codeInterpreterInvocationInput", {}): + if input_value := code_interpreter.get("code", ""): + return get_input_attributes(input_value) + + if kb_lookup := invocation_input.get("knowledgeBaseLookupInput", {}): + if input_value := kb_lookup.get("text", ""): + return get_input_attributes(input_value) + + if agent_collaborator := invocation_input.get("agentCollaboratorInvocationInput", {}): + if input_data := agent_collaborator.get("input", {}): + if input_type := input_data.get("type"): + if input_type == "TEXT": + if input_value := input_data.get("text", ""): + return get_input_attributes(input_value) + elif input_type == "RETURN_CONTROL": + if return_control_results := input_data.get("returnControlResults"): + input_value = json.dumps(return_control_results) + return get_input_attributes(input_value) + + return None + + +# Constants +DOCUMENT_ID = DocumentAttributes.DOCUMENT_ID +DOCUMENT_CONTENT = DocumentAttributes.DOCUMENT_CONTENT +DOCUMENT_SCORE = DocumentAttributes.DOCUMENT_SCORE +DOCUMENT_METADATA = DocumentAttributes.DOCUMENT_METADATA +RETRIEVAL_DOCUMENTS = SpanAttributes.RETRIEVAL_DOCUMENTS diff --git a/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/span_manager.py b/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/span_manager.py new file mode 100644 index 000000000..58d0712f8 --- /dev/null +++ b/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/span_manager.py @@ -0,0 +1,371 @@ +"""Span manager module for managing OpenTelemetry spans in Bedrock instrumentation.""" + +from __future__ import annotations + +import logging +from typing import Any, Mapping, Optional + +from opentelemetry import trace as trace_api +from opentelemetry.trace import Span, Status, StatusCode, Tracer + +from openinference.instrumentation import ( + get_input_attributes, + get_output_attributes, + get_span_kind_attributes, +) +from openinference.instrumentation.bedrock.attribute_extractor import AttributeExtractor +from openinference.instrumentation.bedrock.utils import _finish +from openinference.semconv.trace import OpenInferenceSpanKindValues + +logger = logging.getLogger(__name__) + + +class SpanManager: + """ + Manages spans for trace events in Bedrock instrumentation. + + This class is responsible for creating, tracking, and managing the lifecycle of spans + for different types of trace events. It maintains a hierarchy of spans including chain + spans (parent spans) and child spans, and provides methods to interact with these spans. + """ + + def __init__(self, parent_span: Span, tracer: Tracer, request_parameters: Mapping[str, Any]): + """ + Initialize the SpanManager. + + Args: + parent_span (Span): The parent span. + tracer (Tracer): The tracer instance. + request_parameters (Mapping[str, Any]): The request parameters. + """ + self.parent_span = parent_span + self.tracer = tracer + self.request_parameters = request_parameters + + # Current parent span reference - always a chain span + self.current_parent_span = parent_span + self.parent_trace_id = "default" + + # Enhanced data structure for both chain and child spans + self.chain_spans: dict[str, dict[str, Any]] = { + self.parent_trace_id: { + "spanType": "CHAIN", + "traceId": self.parent_trace_id, + "parentSpan": None, + "event": "", + "parent_trace_id": self.parent_trace_id, + "currentSpan": self.current_parent_span, + "setInput": True, + "setOutput": False, + } + } # Chain spans (CHAIN type) + self.child_spans: dict[str, dict[str, Any]] = {} # Child spans (LLM, AGENT, TOOL etc.) + self.raw_chain_spans: list[Span] = [] # Tracks span lifecycle state + self.raw_child_spans: list[Span] = [] + self.is_finished: bool = False + + def create_chain_span( + self, + trace_id: str, + trace_event: str, + parent_span: Optional[Span] = None, + trace_name: Optional[str] = None, + span_kind: OpenInferenceSpanKindValues = OpenInferenceSpanKindValues.CHAIN, + ) -> Any: + """ + Initialize a chain span with enhanced metadata structure. + + Args: + trace_id (str): The trace ID. + trace_event (str): The trace event type. + parent_span (Span, optional): The parent span. Defaults to self.parent_span. + trace_name (str): The kind of span. Defaults to OpenInferenceSpanKindValues.CHAIN. + span_kind (str): The kind of span. Defaults to OpenInferenceSpanKindValues.CHAIN. + Returns: + Span: The initialized chain span. + """ + if trace_id not in self.chain_spans: + # Use provided parent_span or default to the initial parent_span + parent = parent_span if parent_span is not None else self.current_parent_span + name = trace_name if trace_name else trace_event + # Create the span + span = self.tracer.start_span( + name=name, + context=trace_api.set_span_in_context(parent), + attributes=get_span_kind_attributes( + span_kind + if isinstance(span_kind, OpenInferenceSpanKindValues) + else OpenInferenceSpanKindValues.CHAIN + ), + ) + self.raw_chain_spans.append(span) + # Store with enhanced metadata + self.chain_spans[trace_id] = { + "spanType": "CHAIN", + "event": trace_event, + "traceId": trace_id, + "parentSpan": parent, + "parent_trace_id": self.parent_trace_id, + "currentSpan": span, + "setInput": False, + "setOutput": False, + } + self.parent_trace_id = trace_id + # Update current parent span reference + self.current_parent_span = span + else: + self.current_parent_span = self.chain_spans[trace_id]["currentSpan"] + return self.chain_spans[trace_id]["currentSpan"] + + def create_child_span( + self, trace_id: str, name: str, span_kind: OpenInferenceSpanKindValues + ) -> Any: + """ + Create a child span with the specified parent. + + Args: + trace_id (str): The trace ID. + name (str): The name of the span. + span_kind (str): The kind of span. + + Returns: + Span: The created child span. + """ + # Get the parent span from chain_spans + parent_span = self.current_parent_span + + # Create the child span + span = self.tracer.start_span( + name=name, + context=trace_api.set_span_in_context(parent_span), + attributes=get_span_kind_attributes( + span_kind + if isinstance(span_kind, OpenInferenceSpanKindValues) + else OpenInferenceSpanKindValues.TOOL + ), + ) + self.raw_child_spans.append(span) + # Store with enhanced metadata (same structure as chain_spans) + self.child_spans[trace_id] = { + "spanType": span_kind, + "event": name, + "traceId": trace_id, + "parentSpan": parent_span, + "currentSpan": span, + "parentId": self.parent_trace_id, # Store parent ID for easier navigation + } + return self.child_spans[trace_id]["currentSpan"] + + def get_chain_span(self, trace_id: str) -> Optional[Span]: + """ + Get a chain span by trace ID. + + Args: + trace_id (str): The trace ID. + + Returns: + Span: The chain span. + """ + return self.chain_spans.get(trace_id, {}).get("currentSpan") + + def has_input_set_to_parent(self) -> Optional[bool]: + """ + Check if input has been set to the parent span. + + Returns: + bool: True if input has been set, False otherwise. + """ + return self.chain_spans[self.parent_trace_id].get("setInput") + + def get_child_span(self, trace_id: str) -> Optional[Span]: + """ + Get a child span by trace ID. + + Args: + trace_id (str): The trace ID. + + Returns: + Span: The child span. + """ + return self.child_spans.get(trace_id, {}).get("currentSpan") + + def add_model_invocation_attributes_to_parent_span( + self, trace_id: str, model_invocation_input: dict[str, Any] + ) -> None: + """ + Add model invocation attributes to the parent span. + + This method extracts user messages from the model invocation input and sets them + as input attributes on the parent span. It only sets the attributes if they haven't + been set already. + + Args: + trace_id (str): The trace ID. + model_invocation_input (dict[str, Any]): The model invocation input. + """ + if self.has_input_set_to_parent(): + return + try: + text = model_invocation_input.get("text", "") + for message in AttributeExtractor.get_messages_object(text): + if message.get("role") == "user" and (input_value := message.get("content")): + self.current_parent_span.set_attributes(get_input_attributes(input_value)) + self.chain_spans[self.parent_trace_id]["setInput"] = True + break + except Exception: + self.current_parent_span.set_attributes( + get_input_attributes(model_invocation_input.get("text", "")) + ) + + def add_invocation_attributes_to_parent_span( + self, trace_id: str, invocation_input: dict[str, Any] + ) -> None: + """ + Add invocation attributes to the parent span. + + This method extracts input attributes from the invocation input and sets them + on the parent span. It only sets the attributes if they haven't been set already. + + Args: + trace_id (str): The trace ID. + invocation_input (dict[str, Any]): The invocation input. + """ + if self.chain_spans[self.parent_trace_id]["setInput"] or not self.current_parent_span: + return + self.current_parent_span.set_attributes( + AttributeExtractor.get_parent_input_attributes_from_invocation_input(invocation_input) + ) + self.chain_spans[self.parent_trace_id]["setInput"] = True + + def set_parent_trace_output(self, trace_id: str, model_output: dict[str, Any]) -> None: + """ + Set the output value for the parent trace. + + This method extracts output text from the model output and sets it as output + attributes on the parent span. It handles both regular text output and rationale + output from pre-processing traces. + + Args: + trace_id (str): The trace ID. + model_output (dict[str, Any]): The model output. + """ + parent_span = self.get_chain_span(trace_id) + if not parent_span: + return + + parsed_response = model_output.get("parsedResponse", {}) + + if output_text := parsed_response.get("text", ""): + # This block will be executed for Post Processing trace + parent_span.set_attributes(get_output_attributes(output_text)) + + if output_text := parsed_response.get("rationale", ""): + # This block will be executed for Pre Processing trace + parent_span.set_attributes(get_output_attributes(output_text)) + + def finish_tracing(self) -> None: + """ + Finish tracing by ending all spans. + """ + if self.is_finished: + return + + # Finish all spans + self.finish_chain_spans() + self.finish_child_spans() + _finish(self.parent_span, None, self.request_parameters) + self.is_finished = True + + def finish_chain_spans(self) -> None: + """ + Finish all chain spans. + """ + for chain_span in self.raw_chain_spans[::-1]: + chain_span.set_status(Status(StatusCode.OK)) + chain_span.end() + + def finish_child_spans(self) -> None: + """ + Finish all child spans. + """ + for child_span in self.raw_child_spans[::-1]: + if child_span: + child_span.set_status(Status(StatusCode.OK)) + child_span.end() + + def adjust_parent(self, trace_event: str) -> None: + """ + Adjust the parent span based on the trace event. + + Args: + trace_event (str): The trace event type. + """ + if event := self.chain_spans[self.parent_trace_id]["event"]: + if not event == trace_event: + self.current_parent_span = self.chain_spans[self.parent_trace_id]["parentSpan"] + self.parent_trace_id = self.chain_spans[self.parent_trace_id]["parent_trace_id"] + + def extract_trace_id(self, trace_data: dict[str, Any]) -> Any: + """ + Extract a unique trace ID from trace data. + + This method attempts to find a trace ID in various locations within the trace data. + It checks the main event data, model invocation input/output, invocation input, + observation data, and rationale data. If no trace ID is found, it generates a unique + ID based on the event type and current span counts. + + Args: + trace_data (dict[str, Any]): The trace data containing trace information. + + Returns: + str: A unique trace ID extracted from the data or generated if none exists. + """ + trace_event = AttributeExtractor.get_event_type(trace_data) + event_data = trace_data.get(trace_event, {}) + + # Try to get trace ID from the trace data + if "traceId" in event_data: + return event_data["traceId"] + + # For model invocation traces + if "modelInvocationInput" in event_data: + model_input = event_data["modelInvocationInput"] + if "traceId" in model_input: + return model_input["traceId"] + + if "modelInvocationOutput" in event_data: + model_output = event_data["modelInvocationOutput"] + if "traceId" in model_output: + return model_output["traceId"] + + # For invocation input traces + if "invocationInput" in event_data: + invocation_input = event_data["invocationInput"] + if "traceId" in invocation_input: + return invocation_input["traceId"] + + # For observation traces + if "observation" in event_data: + observation = event_data["observation"] + if "traceId" in observation: + return observation["traceId"] + if "rationale" in event_data: + rationale = event_data["rationale"] + if "traceId" in rationale: + return rationale["traceId"] + + # Generate a unique ID if none found + return f"{trace_event}_{len(self.chain_spans) + len(self.child_spans)}" + + def handle_exception(self, exception: BaseException) -> None: + """ + Handle an exception. + + Args: + exception (BaseException): The exception to handle. + """ + self.finish_chain_spans() + self.finish_child_spans() + self.parent_span.record_exception(exception) + self.parent_span.set_status(Status(StatusCode.ERROR, str(exception))) + self.parent_span.end() diff --git a/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/utils/json_utils.py b/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/utils/json_utils.py new file mode 100644 index 000000000..5911a08f8 --- /dev/null +++ b/python/instrumentation/openinference-instrumentation-bedrock/src/openinference/instrumentation/bedrock/utils/json_utils.py @@ -0,0 +1,75 @@ +import json +import logging +import re +from json import JSONDecodeError +from typing import Any + +logger = logging.getLogger(__name__) + + +def fix_loose_json_string(s: str) -> list[dict[str, Any]]: + """ + Converts a loosely formatted JSON string into a list of dictionaries. + + Args: + s (str): The loosely formatted JSON string. + + Returns: + list[dict[str, Any]]: A list of dictionaries parsed from the string. + """ + loose_str = s.strip() + if loose_str.startswith("[") and loose_str.endswith("]"): + loose_str = loose_str[1:-1] + + obj_strings = re.findall(r"\{.*?\}", loose_str) + fixed_objects = [] + + for obj_str in obj_strings: + obj_fixed = re.sub(r"(\w+)=", r'"\1":', obj_str) + obj_fixed = re.sub(r':\s*([^"{},\[\]]+)', r': "\1"', obj_fixed) + obj_fixed = obj_fixed.replace("'", '"') + + try: + fixed_obj = json.loads(obj_fixed) + fixed_objects.append(fixed_obj) + except json.JSONDecodeError: + logger.debug(f"Failed to decode JSON object: {obj_fixed}") + continue + + return fixed_objects + + +def sanitize_json_input(bad_json_str: str) -> str: + """ + Cleans a JSON string by escaping invalid backslashes. + + Args: + bad_json_str (str): The JSON string with potential invalid backslashes. + + Returns: + str: The sanitized JSON string. + """ + + def escape_bad_backslashes(match: Any) -> Any: + return match.group(0).replace("\\", "\\\\") + + invalid_escape_re = re.compile(r'\\(?!["\\/bfnrtu])') + cleaned = invalid_escape_re.sub(escape_bad_backslashes, bad_json_str) + return cleaned + + +def safe_json_loads(json_str: str) -> Any: + """ + Safely loads a JSON string, attempting to sanitize it if initial loading fails. + + Args: + json_str (str): The JSON string to load. + + Returns: + Any: The loaded JSON object. + """ + try: + return json.loads(json_str) + except JSONDecodeError as e: + logger.debug(f"JSONDecodeError encountered: {e}. Attempting to sanitize input.") + return json.loads(sanitize_json_input(json_str)) diff --git a/python/instrumentation/openinference-instrumentation-bedrock/tests/openinference/instrumentation/bedrock/cassettes/test_multi_agent_collaborator.yaml b/python/instrumentation/openinference-instrumentation-bedrock/tests/openinference/instrumentation/bedrock/cassettes/test_multi_agent_collaborator.yaml new file mode 100644 index 000000000..664c6d0e7 --- /dev/null +++ b/python/instrumentation/openinference-instrumentation-bedrock/tests/openinference/instrumentation/bedrock/cassettes/test_multi_agent_collaborator.yaml @@ -0,0 +1,1166 @@ +interactions: +- request: + body: '{"inputText": "Find the sum of 1, 2, 3, 4, 5, 6, 7, 8, 9, and 10.", "enableTrace": + true}' + headers: {} + method: POST + uri: https://bedrock-agent-runtime.us-east-1.amazonaws.com/agents/2X9SRVPLWB/agentAliases/KUXISKYLTT/sessions/123456/text + response: + body: + string: !!binary | + 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a/python/instrumentation/openinference-instrumentation-bedrock/tests/openinference/instrumentation/bedrock/test_invoke_agent_instrumentor.py b/python/instrumentation/openinference-instrumentation-bedrock/tests/openinference/instrumentation/bedrock/test_invoke_agent_instrumentor.py index e2ca50aea..f5d20ba49 100644 --- a/python/instrumentation/openinference-instrumentation-bedrock/tests/openinference/instrumentation/bedrock/test_invoke_agent_instrumentor.py +++ b/python/instrumentation/openinference-instrumentation-bedrock/tests/openinference/instrumentation/bedrock/test_invoke_agent_instrumentor.py @@ -1,3 +1,4 @@ +from collections import Counter from typing import Any import boto3 @@ -71,13 +72,13 @@ def test_tool_calls_with_input_params( assert len(spans) == 5 span_names = [span.name for span in spans] assert span_names == [ + "orchestrationTrace", "LLM", "action_group", "LLM", - "orchestrationTrace", "bedrock_agent.invoke_agent", ] - llm_span = [span for span in spans if span.name == "LLM"][0] + llm_span = [span for span in spans if span.name == "LLM"][-1] llm_span_attributes = dict(llm_span.attributes or {}) tool_prefix = f"{SpanAttributes.LLM_OUTPUT_MESSAGES}.1.{MessageAttributes.MESSAGE_TOOL_CALLS}.0" tool_function_key = f"{tool_prefix}.{ToolCallAttributes.TOOL_CALL_FUNCTION_NAME}" @@ -123,13 +124,13 @@ def test_tool_calls_without_input_params( assert len(spans) == 5 span_names = [span.name for span in spans] assert span_names == [ + "orchestrationTrace", "LLM", "action_group", "LLM", - "orchestrationTrace", "bedrock_agent.invoke_agent", ] - llm_span = [span for span in spans if span.name == "LLM"][0] + llm_span = [span for span in spans if span.name == "LLM"][-1] llm_span_attributes = dict(llm_span.attributes or {}) tool_prefix = f"{SpanAttributes.LLM_OUTPUT_MESSAGES}.1.{MessageAttributes.MESSAGE_TOOL_CALLS}.0" tool_function_key = f"{tool_prefix}.{ToolCallAttributes.TOOL_CALL_FUNCTION_NAME}" @@ -171,21 +172,21 @@ def test_knowledge_base_results( assert len(events) == 10 span_names = [span.name for span in spans] assert span_names == [ + "orchestrationTrace", "LLM", "knowledge_base", "LLM", - "orchestrationTrace", "bedrock_agent.invoke_agent", ] assert len(spans) == 5 - llm_span = [span for span in spans if span.name == "LLM"][0] + llm_span = [span for span in spans if span.name == "LLM"][-1] llm_span_attributes = dict(llm_span.attributes or {}) tool_prefix = f"{SpanAttributes.LLM_OUTPUT_MESSAGES}.1.{MessageAttributes.MESSAGE_TOOL_CALLS}.0" tool_function_key = f"{tool_prefix}.{ToolCallAttributes.TOOL_CALL_FUNCTION_NAME}" tool_inputs_key = f"{tool_prefix}.{ToolCallAttributes.TOOL_CALL_FUNCTION_ARGUMENTS_JSON}" assert llm_span_attributes[tool_function_key] == "GET__x_amz_knowledgebase_HFUFBERTZV__Search" assert llm_span_attributes[tool_inputs_key] == ( - '{"searchQuery": "What is task decomposition? Provide a definition' ' and explanation."}' + '{"searchQuery": "What is task decomposition? Provide a definition and explanation."}' ) @@ -219,10 +220,10 @@ def test_preprocessing_trace( assert len(spans) == 5 span_names = [span.name for span in spans] assert span_names == [ + "orchestrationTrace", + "preProcessingTrace", "LLM", "LLM", - "preProcessingTrace", - "orchestrationTrace", "bedrock_agent.invoke_agent", ] @@ -257,10 +258,10 @@ def test_post_processing_trace( assert len(spans) == 5 span_names = [span.name for span in spans] assert span_names == [ + "postProcessingTrace", + "orchestrationTrace", "LLM", "LLM", - "orchestrationTrace", - "postProcessingTrace", "bedrock_agent.invoke_agent", ] @@ -298,3 +299,41 @@ def test_agent_call_without_traces( assert isinstance(attributes.pop(SpanAttributes.INPUT_VALUE), str) assert isinstance(attributes.pop(SpanAttributes.OUTPUT_VALUE), str) assert spans[0].name == "bedrock_agent.invoke_agent" + + +@pytest.mark.vcr( + decode_compressed_response=True, + before_record_request=remove_all_vcr_request_headers, + before_record_response=remove_all_vcr_response_headers, +) +def test_multi_agent_collaborator( + tracer_provider: trace_sdk.TracerProvider, in_memory_span_exporter: InMemorySpanExporter +) -> None: + agent_id = "2X9SRVPLWB" + agent_alias_id = "KUXISKYLTT" + session_id = "123456" + client = boto3.client( + "bedrock-agent-runtime", + region_name="us-east-1", + aws_access_key_id="123", + aws_secret_access_key="321", + ) + attributes = dict( + inputText="Find the sum of 1, 2, 3, 4, 5, 6, 7, 8, 9, and 10.", + agentId=agent_id, + agentAliasId=agent_alias_id, + sessionId=session_id, + enableTrace=True, + ) + response = client.invoke_agent(**attributes) + assert isinstance(response["completion"], EventStream) + events = [event for event in response["completion"]] + assert len(events) == 34 + spans = in_memory_span_exporter.get_finished_spans() + assert len(spans) == 15 + span_name_counter = Counter([span.name for span in spans]) + assert span_name_counter["orchestrationTrace"] == 3 + assert span_name_counter["LLM"] == 9 + # assert span_name_counter["agent_collaborator[MathSolverAgent]"] == 1 + # assert span_name_counter["agent_collaborator[SimpleSupervisor]"] == 1 + assert span_name_counter["bedrock_agent.invoke_agent"] == 1