From c25810cdbce222d572cd6bc4ad2c3a0ea951e878 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Mon, 15 Apr 2024 16:16:25 -0500 Subject: [PATCH 01/46] start lite build --- Dockerfile.lite | 48 ++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 48 insertions(+) create mode 100644 Dockerfile.lite diff --git a/Dockerfile.lite b/Dockerfile.lite new file mode 100644 index 0000000..9551772 --- /dev/null +++ b/Dockerfile.lite @@ -0,0 +1,48 @@ +FROM public.ecr.aws/docker/library/python:3.11.6-slim + +ARG GITHUB_TOKEN +ARG HF_TOKEN + +# COPY --from=public.ecr.aws/awsguru/aws-lambda-adapter:0.7.1 /lambda-adapter /opt/extensions/lambda-adapter +# COPY ./opentelemetry-lambda-layer /opt + +# Create app directory +WORKDIR /app + +# check the version +RUN python3 --version +# start the virtual environment +RUN python3 -m venv /opt/venv + +# Enable venv +ENV PATH="/opt/venv/bin:$PATH" + +# Install git and curl +RUN apt-get update +RUN apt-get install -y git curl gcc jq + +# Copy the requirements file +COPY requirements*.txt . + +RUN curl https://truststore.pki.rds.amazonaws.com/global/global-bundle.pem -o ./global-bundle.pem + +# Install app dependencies +RUN pip install -r requirements-lock.txt + +# Download punkt data +RUN python -m nltk.downloader -d /opt/nltk_data punkt + +RUN guardrails hub install hub://guardrails/provenance_llm +RUN guardrails hub install hub://guardrails/detect_pii +RUN guardrails hub install hub://guardrails/competitor_check + +# Freeze dependencies +RUN pip freeze > requirements-lock.txt + +# Copy the whole folder inside the Image filesystem +COPY . . + +EXPOSE 8000 + +CMD opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 "app:create_app()" +# CMD gunicorn --forwarded-allow-ips="*" --bind 0.0.0.0:8000 --timeout=60 --threads=10 "app:create_app()" From 24867fa0c757885867cf7971b3bdfebe8488a84a Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Tue, 16 Apr 2024 14:08:03 -0500 Subject: [PATCH 02/46] litellm support --- requirements.txt | 5 +++-- src/blueprints/guards.py | 6 ++++-- src/utils/get_llm_callable.py | 25 +++++++++++++------------ 3 files changed, 20 insertions(+), 16 deletions(-) diff --git a/requirements.txt b/requirements.txt index 1a94275..b680fd6 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,7 @@ flask sqlalchemy lxml -guardrails-ai +guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@hub-playground-integration-fixes # Let this come from guardrails-ai as a transient dependency. # Pip confuses tag versions with commit ids, # and claims a conflict even though it's the same thing. @@ -20,4 +20,5 @@ faiss-cpu nltk boto3 gunicorn -psycopg2-binary \ No newline at end of file +psycopg2-binary +litellm \ No newline at end of file diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index bccb5be..b3c9b70 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -97,6 +97,8 @@ def validate(guard_name: str): service_name = os.environ.get("OTEL_SERVICE_NAME", "guardrails-api") otel_tracer = get_tracer(service_name) + + payload["api_key"] = payload.get("api_key", openai_api_key) with otel_tracer.start_as_current_span( f"validate-{decoded_guard_name}" @@ -132,7 +134,7 @@ def validate(guard_name: str): num_reasks=num_reasks, prompt_params=prompt_params, llm_api=llm_api, - api_key=openai_api_key, + # api_key=openai_api_key, *args, **payload, ) @@ -141,7 +143,7 @@ def validate(guard_name: str): llm_api=llm_api, prompt_params=prompt_params, num_reasks=num_reasks, - api_key=openai_api_key, + # api_key=openai_api_key, *args, **payload, ) diff --git a/src/utils/get_llm_callable.py b/src/utils/get_llm_callable.py index ba3ad28..5e549ae 100644 --- a/src/utils/get_llm_callable.py +++ b/src/utils/get_llm_callable.py @@ -1,3 +1,4 @@ +import litellm from typing import Any, Awaitable, Callable, Union from guardrails.utils.openai_utils import ( get_static_openai_create_func, @@ -14,27 +15,27 @@ def get_llm_callable( llm_api: str, ) -> Union[Callable, Callable[[Any], Awaitable[Any]]]: try: + model = ValidatePayloadLlmApi(llm_api) # TODO: Add error handling and throw 400 if ( - ValidatePayloadLlmApi(llm_api) - is ValidatePayloadLlmApi.OPENAI_COMPLETION_CREATE + model is ValidatePayloadLlmApi.OPENAI_COMPLETION_CREATE + or model is ValidatePayloadLlmApi.OPENAI_COMPLETIONS_CREATE ): return get_static_openai_create_func() elif ( - ValidatePayloadLlmApi(llm_api) - is ValidatePayloadLlmApi.OPENAI_CHATCOMPLETION_CREATE + model is ValidatePayloadLlmApi.OPENAI_CHATCOMPLETION_CREATE + or model is ValidatePayloadLlmApi.OPENAI_CHAT_COMPLETIONS_CREATE ): return get_static_openai_chat_create_func() - elif ( - ValidatePayloadLlmApi(llm_api) - is ValidatePayloadLlmApi.OPENAI_COMPLETION_ACREATE - ): + elif model is ValidatePayloadLlmApi.OPENAI_COMPLETION_ACREATE: return get_static_openai_acreate_func() - elif ( - ValidatePayloadLlmApi(llm_api) - is ValidatePayloadLlmApi.OPENAI_CHATCOMPLETION_ACREATE - ): + elif model is ValidatePayloadLlmApi.OPENAI_CHATCOMPLETION_ACREATE: return get_static_openai_chat_acreate_func() + elif model is ValidatePayloadLlmApi.LITELLM_COMPLETION: + return litellm.completion + elif model is ValidatePayloadLlmApi.LITELLM_ACOMPLETION: + return litellm.acompletion + else: pass except Exception: From 17fe0d778fbd596ad4a040a1371ef12c68f8c192 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Wed, 17 Apr 2024 12:51:07 -0500 Subject: [PATCH 03/46] streaming support --- local.sh | 2 +- src/blueprints/guards.py | 141 ++++++++++++++++++++++++------- src/classes/validation_output.py | 9 +- 3 files changed, 120 insertions(+), 32 deletions(-) diff --git a/local.sh b/local.sh index c6af85f..c00a352 100644 --- a/local.sh +++ b/local.sh @@ -25,7 +25,7 @@ export OTEL_EXPORTER_OTLP_ENDPOINT=http://localhost:4317 # export OTEL_EXPORTER_OTLP_TRACES_ENDPOINT=https://hty0gc1ok3.execute-api.us-east-1.amazonaws.com/v1/traces # export OTEL_EXPORTER_OTLP_METRICS_ENDPOINT=https://hty0gc1ok3.execute-api.us-east-1.amazonaws.com/v1/metrics # export OTEL_EXPORTER_OTLP_LOGS_ENDPOINT=https://hty0gc1ok3.execute-api.us-east-1.amazonaws.com/v1/logs -export LOGLEVEL=DEBUG +export LOGLEVEL="INFO" export GUARDRAILS_LOG_LEVEL="INFO" export GUARDRAILS_PROCESS_COUNT=1 export SELF_ENDPOINT=http://localhost:8000 diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index b3c9b70..13aaf44 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -1,11 +1,12 @@ import os import json from string import Template -from flask import Blueprint, request +from typing import Any, Dict, cast +from flask import Blueprint, Response, request, stream_with_context from urllib.parse import unquote_plus from guardrails import Guard from guardrails.classes import ValidationOutcome -from opentelemetry.trace import get_tracer +from opentelemetry.trace import get_tracer, Span from src.classes.guard_struct import GuardStruct from src.classes.http_error import HttpError from src.classes.validation_output import ValidationOutput @@ -69,6 +70,46 @@ def guard(guard_name: str): ) +def collect_telemetry( + *, + guard: Guard, + validate_span: Span, + validation_output: ValidationOutput, + prompt_params: Dict[str, Any], + result: ValidationOutcome + ): + # Below is all telemetry collection and + # should have no impact on what is returned to the user + prompt = guard.history.last.inputs.prompt + if prompt: + prompt = Template(prompt).safe_substitute(**prompt_params) + validate_span.set_attribute("prompt", prompt) + + instructions = guard.history.last.inputs.instructions + if instructions: + instructions = Template(instructions).safe_substitute(**prompt_params) + validate_span.set_attribute("instructions", instructions) + + validate_span.set_attribute("validation_status", guard.history.last.status) + validate_span.set_attribute("raw_llm_ouput", result.raw_llm_output) + + # Use the serialization from the class instead of re-writing it + valid_output: str = ( + json.dumps(validation_output.validated_output) + if isinstance(validation_output.validated_output, dict) + else str(validation_output.validated_output) + ) + validate_span.set_attribute("validated_output", valid_output) + + validate_span.set_attribute("tokens_consumed", guard.history.last.tokens_consumed) + + num_of_reasks = ( + guard.history.last.iterations.length - 1 + if guard.history.last.iterations.length > 0 + else 0 + ) + validate_span.set_attribute("num_of_reasks", num_of_reasks) + @guards_bp.route("//validate", methods=["POST"]) @handle_error @gather_request_metrics @@ -94,6 +135,7 @@ def validate(guard_name: str): prompt_params = payload.pop("promptParams", {}) llm_api = payload.pop("llmApi", None) args = payload.pop("args", []) + stream = payload.pop("stream", False) service_name = os.environ.get("OTEL_SERVICE_NAME", "guardrails-api") otel_tracer = get_tracer(service_name) @@ -129,6 +171,13 @@ def validate(guard_name: str): ) if llm_output is not None: + if stream: + raise HttpError( + status=400, + message="BadRequest", + cause="Streaming is not supported for parse calls!", + ) + result: ValidationOutcome = guard.parse( llm_output=llm_output, num_reasks=num_reasks, @@ -139,6 +188,60 @@ def validate(guard_name: str): **payload, ) else: + if stream: + def guard_streamer (): + guard_stream = guard( + llm_api=llm_api, + prompt_params=prompt_params, + num_reasks=num_reasks, + stream=stream, + # api_key=openai_api_key, + *args, + **payload, + ) + + for result in guard_stream: + # TODO: Just make this a ValidationOutcome with history + validation_output: ValidationOutput = ValidationOutput( + result.validation_passed, + result.validated_output, + guard.history, + result.raw_llm_output + ) + + yield validation_output, cast(ValidationOutcome, result) + + def validate_streamer(guard_iter): + next_result = None + next_validation_output = None + for validation_output, result in guard_iter: + next_result = result + next_validation_output = validation_output + fragment = json.dumps(validation_output.to_response()) + yield f"{fragment}\n" + + final_validation_output: ValidationOutput = ValidationOutput( + next_result.validation_passed, + next_result.validated_output, + guard.history, + next_result.raw_llm_output + ) + # I don't know if these are actually making it to OpenSearch + # because the span may be ended already + collect_telemetry( + guard=guard, + validate_span=validate_span, + validation_output=next_validation_output, + prompt_params=prompt_params, + result=next_result + ) + final_output_json = json.dumps(final_validation_output.to_response()) + yield f"{final_output_json}\n" + return Response( + stream_with_context(validate_streamer(guard_streamer())), + content_type="application/json" + ) + result: ValidationOutcome = guard( llm_api=llm_api, prompt_params=prompt_params, @@ -156,35 +259,13 @@ def validate(guard_name: str): result.raw_llm_output ) - prompt = guard.history.last.inputs.prompt - if prompt: - prompt = Template(prompt).safe_substitute(**prompt_params) - validate_span.set_attribute("prompt", prompt) - - instructions = guard.history.last.inputs.instructions - if instructions: - instructions = Template(instructions).safe_substitute(**prompt_params) - validate_span.set_attribute("instructions", instructions) - - validate_span.set_attribute("validation_status", guard.history.last.status) - validate_span.set_attribute("raw_llm_ouput", result.raw_llm_output) - - # Use the serialization from the class instead of re-writing it - valid_output: str = ( - json.dumps(validation_output.validated_output) - if isinstance(validation_output.validated_output, dict) - else str(validation_output.validated_output) - ) - validate_span.set_attribute("validated_output", valid_output) - - validate_span.set_attribute("tokens_consumed", guard.history.last.tokens_consumed) - - num_of_reasks = ( - guard.history.last.iterations.length - 1 - if guard.history.last.iterations.length > 0 - else 0 + collect_telemetry( + guard=guard, + validate_span=validate_span, + validation_output=validation_output, + prompt_params=prompt_params, + result=result ) - validate_span.set_attribute("num_of_reasks", num_of_reasks) cleanup_environment(guard_struct) return validation_output.to_response() diff --git a/src/classes/validation_output.py b/src/classes/validation_output.py index f114d34..207f5cf 100644 --- a/src/classes/validation_output.py +++ b/src/classes/validation_output.py @@ -21,7 +21,14 @@ def __init__( "instructions": i.inputs.instructions.source if i.inputs.instructions is not None else None, - "output": i.outputs.raw_output or i.outputs.llm_response_info.output, + "output": ( + i.outputs.raw_output + or ( + i.outputs.llm_response_info.output + if i.outputs.llm_response_info is not None + else None + ) + ), "parsedOutput": i.parsed_output, "prompt": { "source": i.inputs.prompt.source From f58b0cac8b4e787d2025ea2237b55cbf24986b99 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Wed, 17 Apr 2024 13:09:06 -0500 Subject: [PATCH 04/46] update lock file --- requirements-lock.txt | 64 +++++++++++++++++++++++++++++++------------ 1 file changed, 46 insertions(+), 18 deletions(-) diff --git a/requirements-lock.txt b/requirements-lock.txt index 1928e01..e4bf87c 100644 --- a/requirements-lock.txt +++ b/requirements-lock.txt @@ -1,10 +1,12 @@ +aiohttp==3.9.4 +aiosignal==1.3.1 annotated-types==0.6.0 anyio==4.3.0 attrs==23.2.0 backoff==2.2.1 blinker==1.7.0 -boto3==1.34.66 -botocore==1.34.66 +boto3==1.34.84 +botocore==1.34.84 certifi==2024.2.2 cffi==1.16.0 charset-normalizer==3.3.2 @@ -15,57 +17,81 @@ cryptography==42.0.5 Deprecated==1.2.14 distro==1.9.0 faiss-cpu==1.8.0 -Flask==3.0.2 +filelock==3.13.4 +Flask==3.0.3 Flask-Cors==4.0.0 Flask-SQLAlchemy==3.1.1 +frozenlist==1.4.1 +fsspec==2024.3.1 googleapis-common-protos==1.63.0 griffe==0.36.9 grpcio==1.62.1 -guardrails-ai==0.4.2 +guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@544eccd662dc9261b9d75775b109137dce968922 gunicorn==21.2.0 h11==0.14.0 -httpcore==1.0.4 +httpcore==1.0.5 httpx==0.27.0 +huggingface-hub==0.22.2 humanfriendly==10.0 -idna==3.6 +idna==3.7 importlib-metadata==6.11.0 itsdangerous==2.1.2 Jinja2==3.1.3 jmespath==1.0.1 -joblib==1.3.2 +joblib==1.4.0 jsonpatch==1.33 jsonpointer==2.4 jsonschema==4.21.1 jsonschema-specifications==2023.12.1 jwt==1.3.1 -langchain-core==0.1.32 -langsmith==0.1.31 +langchain-core==0.1.43 +langsmith==0.1.48 +litellm==1.35.8 lxml==4.9.4 markdown-it-py==3.0.0 MarkupSafe==2.1.5 mdurl==0.1.2 +multidict==6.0.5 nltk==3.8.1 numpy==1.26.4 -openai==1.14.2 +openai==1.19.0 opentelemetry-api==1.20.0 opentelemetry-distro==0.41b0 opentelemetry-exporter-otlp-proto-common==1.20.0 opentelemetry-exporter-otlp-proto-grpc==1.20.0 opentelemetry-exporter-otlp-proto-http==1.20.0 opentelemetry-instrumentation==0.41b0 +opentelemetry-instrumentation-aws-lambda==0.41b0 +opentelemetry-instrumentation-boto3sqs==0.41b0 +opentelemetry-instrumentation-botocore==0.41b0 +opentelemetry-instrumentation-dbapi==0.41b0 +opentelemetry-instrumentation-grpc==0.41b0 +opentelemetry-instrumentation-httpx==0.41b0 +opentelemetry-instrumentation-jinja2==0.41b0 +opentelemetry-instrumentation-logging==0.41b0 +opentelemetry-instrumentation-requests==0.41b0 +opentelemetry-instrumentation-sqlalchemy==0.41b0 +opentelemetry-instrumentation-sqlite3==0.41b0 +opentelemetry-instrumentation-tortoiseorm==0.41b0 +opentelemetry-instrumentation-urllib==0.41b0 +opentelemetry-instrumentation-urllib3==0.41b0 +opentelemetry-instrumentation-wsgi==0.41b0 +opentelemetry-propagator-aws-xray==1.0.1 opentelemetry-proto==1.20.0 opentelemetry-sdk==1.20.0 opentelemetry-semantic-conventions==0.41b0 -orjson==3.9.15 +opentelemetry-util-http==0.41b0 +orjson==3.10.1 packaging==23.2 protobuf==4.25.3 psycopg2-binary==2.9.9 -pycparser==2.21 -pydantic==2.6.4 -pydantic_core==2.16.3 +pycparser==2.22 +pydantic==2.7.0 +pydantic_core==2.18.1 pydash==7.0.7 Pygments==2.17.2 python-dateutil==2.9.0.post0 +python-dotenv==1.0.1 PyYAML==6.0.1 referencing==0.34.0 regex==2023.12.25 @@ -77,13 +103,15 @@ s3transfer==0.10.1 shellingham==1.5.4 six==1.16.0 sniffio==1.3.1 -SQLAlchemy==2.0.28 +SQLAlchemy==2.0.29 tenacity==8.2.3 tiktoken==0.5.2 +tokenizers==0.15.2 tqdm==4.66.2 -typer==0.9.0 -typing_extensions==4.10.0 +typer==0.9.4 +typing_extensions==4.11.0 urllib3==2.2.1 -Werkzeug==3.0.1 +Werkzeug==3.0.2 wrapt==1.16.0 +yarl==1.9.4 zipp==3.18.1 From 71f533e5b1ef4be9a082da28f1b0c420bbb44b3b Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Wed, 17 Apr 2024 13:58:22 -0500 Subject: [PATCH 05/46] add valid length validator --- Dockerfile.lite | 1 + 1 file changed, 1 insertion(+) diff --git a/Dockerfile.lite b/Dockerfile.lite index 9551772..82d83e2 100644 --- a/Dockerfile.lite +++ b/Dockerfile.lite @@ -35,6 +35,7 @@ RUN python -m nltk.downloader -d /opt/nltk_data punkt RUN guardrails hub install hub://guardrails/provenance_llm RUN guardrails hub install hub://guardrails/detect_pii RUN guardrails hub install hub://guardrails/competitor_check +RUN guardrails hub install hub://guardrails/valid_length # Freeze dependencies RUN pip freeze > requirements-lock.txt From afbd0d76ed452d5aee2c6714dcb56f8de583c0c5 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 09:53:48 -0500 Subject: [PATCH 06/46] register hub validators on startup --- src/blueprints/guards.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 13aaf44..88319c9 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -1,5 +1,6 @@ import os import json +from guardrails.hub import * # noqa from string import Template from typing import Any, Dict, cast from flask import Blueprint, Response, request, stream_with_context From 5d2092521d37c09e220e34e93b679a33d39b6eeb Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 09:54:41 -0500 Subject: [PATCH 07/46] send back new field for validated stream errors --- src/classes/validation_output.py | 25 +++++++++++++++++++++++-- src/utils/try_json_loads.py | 9 +++++++++ 2 files changed, 32 insertions(+), 2 deletions(-) create mode 100644 src/utils/try_json_loads.py diff --git a/src/classes/validation_output.py b/src/classes/validation_output.py index 207f5cf..907dd3a 100644 --- a/src/classes/validation_output.py +++ b/src/classes/validation_output.py @@ -3,6 +3,8 @@ from guardrails.classes.history import Call from guardrails.utils.reask_utils import ReAsk +from src.utils.try_json_loads import try_json_loads + class ValidationOutput: def __init__( @@ -50,8 +52,16 @@ def __init__( # "metadata": fv.validation_result.metadata }, "valueAfterValidation": fv.value_after_validation, - "startTime": fv.start_time, - "endTime": fv.end_time, + "startTime": ( + fv.start_time.isoformat() + if fv.start_time + else None + ), + "endTime": ( + fv.end_time.isoformat() + if fv.end_time + else None + ), "instanceId": fv.instance_id, "propertyPath": fv.property_path, } @@ -64,6 +74,16 @@ def __init__( for c in calls ] self.raw_llm_response = raw_llm_response + self.validated_stream = [ + { + "chunk": raw_llm_response, + "validation_errors": [ + try_json_loads(fv.validation_result.error_message) + for fv in c.iterations.last.failed_validations + ] + } + for c in calls + ] def to_response(self): return { @@ -71,4 +91,5 @@ def to_response(self): "validatedOutput": self.validated_output, "sessionHistory": self.session_history, "rawLlmResponse": self.raw_llm_response, + "validatedStream": self.validated_stream, } diff --git a/src/utils/try_json_loads.py b/src/utils/try_json_loads.py new file mode 100644 index 0000000..7720cd1 --- /dev/null +++ b/src/utils/try_json_loads.py @@ -0,0 +1,9 @@ +import json + + +def try_json_loads(val): + try: + string_val = json.loads(val, default=str) + return string_val + except: + return val \ No newline at end of file From 0aff6b8194570e8ca19b341d373549224df1f33a Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 10:10:53 -0500 Subject: [PATCH 08/46] add some simple validators --- Dockerfile.lite | 2 ++ 1 file changed, 2 insertions(+) diff --git a/Dockerfile.lite b/Dockerfile.lite index 82d83e2..a7d2ce9 100644 --- a/Dockerfile.lite +++ b/Dockerfile.lite @@ -36,6 +36,8 @@ RUN guardrails hub install hub://guardrails/provenance_llm RUN guardrails hub install hub://guardrails/detect_pii RUN guardrails hub install hub://guardrails/competitor_check RUN guardrails hub install hub://guardrails/valid_length +RUN guardrails hub install hub://guardrails/lowercase +RUN guardrails hub install hub://guardrails/regex_match # Freeze dependencies RUN pip freeze > requirements-lock.txt From fb4934c2bb25b5d216a8d8e7b276ad915fc3bcd8 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 11:39:05 -0500 Subject: [PATCH 09/46] disable otel on streaming --- src/blueprints/guards.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 88319c9..256ab63 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -229,13 +229,13 @@ def validate_streamer(guard_iter): ) # I don't know if these are actually making it to OpenSearch # because the span may be ended already - collect_telemetry( - guard=guard, - validate_span=validate_span, - validation_output=next_validation_output, - prompt_params=prompt_params, - result=next_result - ) + # collect_telemetry( + # guard=guard, + # validate_span=validate_span, + # validation_output=next_validation_output, + # prompt_params=prompt_params, + # result=next_result + # ) final_output_json = json.dumps(final_validation_output.to_response()) yield f"{final_output_json}\n" return Response( From c80914ad56f87b655a4d5194ac2977770624ceb3 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 12:25:45 -0500 Subject: [PATCH 10/46] custom installs for validators --- Dockerfile.lite | 8 +- custom-install/install.py | 109 ++++++++++++++++++ .../manifests/competitor-check.json | 45 ++++++++ custom-install/manifests/detect-pii.json | 49 ++++++++ custom-install/manifests/provenance-llm.json | 49 ++++++++ 5 files changed, 257 insertions(+), 3 deletions(-) create mode 100644 custom-install/install.py create mode 100644 custom-install/manifests/competitor-check.json create mode 100644 custom-install/manifests/detect-pii.json create mode 100644 custom-install/manifests/provenance-llm.json diff --git a/Dockerfile.lite b/Dockerfile.lite index a7d2ce9..487b7c1 100644 --- a/Dockerfile.lite +++ b/Dockerfile.lite @@ -32,13 +32,15 @@ RUN pip install -r requirements-lock.txt # Download punkt data RUN python -m nltk.downloader -d /opt/nltk_data punkt -RUN guardrails hub install hub://guardrails/provenance_llm -RUN guardrails hub install hub://guardrails/detect_pii -RUN guardrails hub install hub://guardrails/competitor_check +RUN guardrails hub install hub://guardrails/profanity_free RUN guardrails hub install hub://guardrails/valid_length RUN guardrails hub install hub://guardrails/lowercase RUN guardrails hub install hub://guardrails/regex_match +COPY ./custom-install ./custom-install + +RUN python ./custom-install/install.py + # Freeze dependencies RUN pip freeze > requirements-lock.txt diff --git a/custom-install/install.py b/custom-install/install.py new file mode 100644 index 0000000..f2bc30d --- /dev/null +++ b/custom-install/install.py @@ -0,0 +1,109 @@ +import os +import sys +import logging +import json +from typing import Any, Dict +from rich.console import Console +from guardrails.cli.hub.install import ( + get_site_packages_location, + install_hub_module, + run_post_install, + add_to_hub_inits +) +from guardrails.cli.server.module_manifest import ModuleManifest +from string import Template + +console = Console() + +os.environ[ + "COLOREDLOGS_LEVEL_STYLES" +] = "spam=white,faint;success=green,bold;debug=magenta;verbose=blue;notice=cyan,bold;warning=yellow;error=red;critical=background=red" # noqa +LEVELS = { + "SPAM": 5, + "VERBOSE": 15, + "NOTICE": 25, + "SUCCESS": 35, +} +for key in LEVELS: + logging.addLevelName(LEVELS.get(key), key) # type: ignore +logger = logging.getLogger("custom-install") + + +def load_manifest(fileName: str) -> Dict[str, Any]: + with open(f"custom-install/manifests/{fileName}") as manifest_file: + content = manifest_file.read() + return json.loads(content) + +custom_manifests = { + "guardrails/provenance_llm": load_manifest("provenance-llm.json"), + "guardrails/detect_pii": load_manifest("detect-pii.json"), + "guardrails/competitor_check": load_manifest("competitor-check.json"), +} + +def get_validator_manifest(module_name) -> ModuleManifest: + manifest = custom_manifests.get(module_name, {}) + return ModuleManifest.from_dict(manifest) + +def custom_install(package_uri: str): + """Install a validator from the Hub.""" + if not package_uri.startswith("hub://"): + logger.error("Invalid URI!") + sys.exit(1) + + console.print(f"\nInstalling {package_uri}...\n") + logger.log( + level=LEVELS.get("SPAM"), msg=f"Installing {package_uri}..." # type: ignore + ) + + # Validation + module_name = package_uri.replace("hub://", "") + + # Prep + with console.status("Fetching manifest", spinner="bouncingBar"): + module_manifest = get_validator_manifest(module_name) + site_packages = get_site_packages_location() + + # Install + with console.status("Downloading dependencies", spinner="bouncingBar"): + install_hub_module(module_manifest, site_packages) + + # Post-install + with console.status("Running post-install setup", spinner="bouncingBar"): + run_post_install(module_manifest, site_packages) + add_to_hub_inits(module_manifest, site_packages) + + success_message_cli = Template( + """✅Successfully installed ${module_name}! + +[bold]Import validator:[/bold] +from guardrails.hub import ${export} + +[bold]Get more info:[/bold] +https://hub.guardrailsai.com/validator/${id} +""" + ).safe_substitute( + module_name=package_uri, + id=module_manifest.id, + export=module_manifest.exports[0], + ) + success_message_logger = Template( + """✅Successfully installed ${module_name}! + +Import validator: +from guardrails.hub import ${export} + +Get more info: +https://hub.guardrailsai.com/validator/${id} +""" + ).safe_substitute( + module_name=package_uri, + id=module_manifest.id, + export=module_manifest.exports[0], + ) + console.print(success_message_cli) # type: ignore + logger.log(level=LEVELS.get("SPAM"), msg=success_message_logger) # type: ignore + + +custom_install("hub://guardrails/provenance_llm") +custom_install("hub://guardrails/detect_pii") +custom_install("hub://guardrails/competitor_check") diff --git a/custom-install/manifests/competitor-check.json b/custom-install/manifests/competitor-check.json new file mode 100644 index 0000000..452ce5c --- /dev/null +++ b/custom-install/manifests/competitor-check.json @@ -0,0 +1,45 @@ +{ + "name": "Competitor Check", + "author": { + "name": "Guardrails AI", + "email": "contact@guardrailsai.com" + }, + "maintainers": [{ + "name": "Karan Acharya", + "email": "karan@guardrailsai.com" + }], + "repository": { + "url": "https://github.com/guardrails-ai/competitor_check.git" + }, + "index": "./__init__.py", + "exports": [ + "CompetitorCheck" + ], + "tags": { + "language": [ + "en" + ], + "certification": [ + "Guardrails Certified" + ], + "contentType": [ + "string" + ], + "infrastructureRequirements": [ + "ML" + ], + "riskCategory": [ + "Brand risk" + ], + "useCases": [ + "Chatbots", + "Customer Support" + ] + }, + "id": "guardrails/competitor_check", + "namespace": "guardrails", + "packageName": "competitor_check", + "moduleName": "validator", + "requiresAuth": false, + "postInstall": "post-install.py" +} \ No newline at end of file diff --git a/custom-install/manifests/detect-pii.json b/custom-install/manifests/detect-pii.json new file mode 100644 index 0000000..c0c37ad --- /dev/null +++ b/custom-install/manifests/detect-pii.json @@ -0,0 +1,49 @@ +{ + "name": "Detect PII", + "author": { + "name": "Guardrails AI", + "email": "contact@guardrailsai.com" + }, + "maintainers": [{ + "name": "Caleb Courier", + "email": "caleb@guardrailsai.com" + }], + "repository": { + "url": "https://github.com/guardrails-ai/detect_pii.git", + "branch": "frontend_demo" + }, + "index": "./__init__.py", + "exports": [ + "DetectPII" + ], + "tags": { + "language": [ + "en" + ], + "certification": [ + "Guardrails Certified" + ], + "contentType": [ + "string" + ], + "infrastructureRequirements": [ + "ML" + ], + "riskCategory": [ + "Data Leakage" + ], + "useCases": [ + "Chatbots", + "RAG", + "CodeGen", + "Structured data", + "Customer Support" + ] + }, + "id": "guardrails/detect_pii", + "namespace": "guardrails", + "packageName": "detect_pii", + "moduleName": "validator", + "requiresAuth": false, + "postInstall": "post-install.py" +} \ No newline at end of file diff --git a/custom-install/manifests/provenance-llm.json b/custom-install/manifests/provenance-llm.json new file mode 100644 index 0000000..26e1e96 --- /dev/null +++ b/custom-install/manifests/provenance-llm.json @@ -0,0 +1,49 @@ +{ + "name": "Provenance LLM", + "author": { + "name": "Guardrails AI", + "email": "contact@guardrailsai.com" + }, + "maintainers": [{ + "name": "Caleb Courier", + "email": "caleb@guardrailsai.com" + }], + "repository": { + "url": "https://github.com/guardrails-ai/provenance_llm.git", + "branch": "frontend_demo" + }, + "index": "./__init__.py", + "exports": [ + "ProvenanceLLM" + ], + "tags": { + "language": [ + "en" + ], + "certification": [ + "Guardrails Certified" + ], + "contentType": [ + "string" + ], + "infrastructureRequirements": [ + "ML", + "LLM" + ], + "riskCategory": [ + "Factuality", + "Brand risk" + ], + "useCases": [ + "Chatbots", + "RAG", + "Customer Support" + ] + }, + "id": "guardrails/provenance_llm", + "namespace": "guardrails", + "packageName": "provenance_llm", + "moduleName": "validator", + "requiresAuth": false, + "postInstall": "post-install.py" +} \ No newline at end of file From 4c0218418e2b2baee7f4c2ddc3c00c799cadaf51 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 12:29:07 -0500 Subject: [PATCH 11/46] point competitor_check to frontend_demo branch --- custom-install/manifests/competitor-check.json | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/custom-install/manifests/competitor-check.json b/custom-install/manifests/competitor-check.json index 452ce5c..b936fa2 100644 --- a/custom-install/manifests/competitor-check.json +++ b/custom-install/manifests/competitor-check.json @@ -9,7 +9,8 @@ "email": "karan@guardrailsai.com" }], "repository": { - "url": "https://github.com/guardrails-ai/competitor_check.git" + "url": "https://github.com/guardrails-ai/competitor_check.git", + "branch": "frontend_demo" }, "index": "./__init__.py", "exports": [ From 9798ac5fb49dc7dc22ae0910538590cc4ce31285 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 13:51:51 -0500 Subject: [PATCH 12/46] turn off oss metrics --- Dockerfile.lite | 2 ++ 1 file changed, 2 insertions(+) diff --git a/Dockerfile.lite b/Dockerfile.lite index 487b7c1..aad9464 100644 --- a/Dockerfile.lite +++ b/Dockerfile.lite @@ -3,6 +3,8 @@ FROM public.ecr.aws/docker/library/python:3.11.6-slim ARG GITHUB_TOKEN ARG HF_TOKEN +COPY .guardrailsrc /root/.guardrailsrc + # COPY --from=public.ecr.aws/awsguru/aws-lambda-adapter:0.7.1 /lambda-adapter /opt/extensions/lambda-adapter # COPY ./opentelemetry-lambda-layer /opt From 194b67e58048ddf2cdd306f71466ee79761ba7df Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 14:27:42 -0500 Subject: [PATCH 13/46] dont send tracer to guard --- src/blueprints/guards.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 256ab63..1e67af1 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -146,7 +146,8 @@ def validate(guard_name: str): with otel_tracer.start_as_current_span( f"validate-{decoded_guard_name}" ) as validate_span: - guard: Guard = guard_struct.to_guard(openai_api_key, otel_tracer) + # guard: Guard = guard_struct.to_guard(openai_api_key, otel_tracer) + guard: Guard = guard_struct.to_guard(openai_api_key) validate_span.set_attribute("guardName", decoded_guard_name) if llm_api is not None: @@ -241,6 +242,7 @@ def validate_streamer(guard_iter): return Response( stream_with_context(validate_streamer(guard_streamer())), content_type="application/json" + # content_type="text/event-stream" ) result: ValidationOutcome = guard( From 792a7dd89cc34a23166d0eb5ce5c136a410fa044 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 14:31:49 -0500 Subject: [PATCH 14/46] no max request --- Dockerfile.lite | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile.lite b/Dockerfile.lite index aad9464..fbc4789 100644 --- a/Dockerfile.lite +++ b/Dockerfile.lite @@ -51,5 +51,5 @@ COPY . . EXPOSE 8000 -CMD opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 "app:create_app()" +CMD opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 --limit-request-line=0 "app:create_app()" # CMD gunicorn --forwarded-allow-ips="*" --bind 0.0.0.0:8000 --timeout=60 --threads=10 "app:create_app()" From 212f35d279b58390e58f22c88e926f0aa347e85a Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 15:43:29 -0500 Subject: [PATCH 15/46] remove all telemetry from validate --- src/blueprints/guards.py | 220 +++++++++++++++++++-------------------- 1 file changed, 110 insertions(+), 110 deletions(-) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 1e67af1..2faf87f 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -138,137 +138,137 @@ def validate(guard_name: str): args = payload.pop("args", []) stream = payload.pop("stream", False) - service_name = os.environ.get("OTEL_SERVICE_NAME", "guardrails-api") - otel_tracer = get_tracer(service_name) + # service_name = os.environ.get("OTEL_SERVICE_NAME", "guardrails-api") + # otel_tracer = get_tracer(service_name) payload["api_key"] = payload.get("api_key", openai_api_key) - with otel_tracer.start_as_current_span( - f"validate-{decoded_guard_name}" - ) as validate_span: - # guard: Guard = guard_struct.to_guard(openai_api_key, otel_tracer) - guard: Guard = guard_struct.to_guard(openai_api_key) + # with otel_tracer.start_as_current_span( + # f"validate-{decoded_guard_name}" + # ) as validate_span: + # guard: Guard = guard_struct.to_guard(openai_api_key, otel_tracer) + guard: Guard = guard_struct.to_guard(openai_api_key) - validate_span.set_attribute("guardName", decoded_guard_name) - if llm_api is not None: - llm_api = get_llm_callable(llm_api) - if openai_api_key is None: - raise HttpError( - status=400, - message="BadRequest", - cause=( - "Cannot perform calls to OpenAI without an api key. Pass" - " openai_api_key when initializing the Guard or set the" - " OPENAI_API_KEY environment variable." - ), - ) - elif num_reasks > 1: + # validate_span.set_attribute("guardName", decoded_guard_name) + if llm_api is not None: + llm_api = get_llm_callable(llm_api) + if openai_api_key is None: raise HttpError( status=400, message="BadRequest", cause=( - "Cannot perform re-asks without an LLM API. Specify llm_api when" - " calling guard(...)." + "Cannot perform calls to OpenAI without an api key. Pass" + " openai_api_key when initializing the Guard or set the" + " OPENAI_API_KEY environment variable." ), ) + elif num_reasks > 1: + raise HttpError( + status=400, + message="BadRequest", + cause=( + "Cannot perform re-asks without an LLM API. Specify llm_api when" + " calling guard(...)." + ), + ) - if llm_output is not None: - if stream: - raise HttpError( - status=400, - message="BadRequest", - cause="Streaming is not supported for parse calls!", + if llm_output is not None: + if stream: + raise HttpError( + status=400, + message="BadRequest", + cause="Streaming is not supported for parse calls!", + ) + + result: ValidationOutcome = guard.parse( + llm_output=llm_output, + num_reasks=num_reasks, + prompt_params=prompt_params, + llm_api=llm_api, + # api_key=openai_api_key, + *args, + **payload, + ) + else: + if stream: + def guard_streamer (): + guard_stream = guard( + llm_api=llm_api, + prompt_params=prompt_params, + num_reasks=num_reasks, + stream=stream, + # api_key=openai_api_key, + *args, + **payload, ) - result: ValidationOutcome = guard.parse( - llm_output=llm_output, - num_reasks=num_reasks, - prompt_params=prompt_params, - llm_api=llm_api, - # api_key=openai_api_key, - *args, - **payload, - ) - else: - if stream: - def guard_streamer (): - guard_stream = guard( - llm_api=llm_api, - prompt_params=prompt_params, - num_reasks=num_reasks, - stream=stream, - # api_key=openai_api_key, - *args, - **payload, + for result in guard_stream: + # TODO: Just make this a ValidationOutcome with history + validation_output: ValidationOutput = ValidationOutput( + result.validation_passed, + result.validated_output, + guard.history, + result.raw_llm_output ) - for result in guard_stream: - # TODO: Just make this a ValidationOutcome with history - validation_output: ValidationOutput = ValidationOutput( - result.validation_passed, - result.validated_output, - guard.history, - result.raw_llm_output - ) - - yield validation_output, cast(ValidationOutcome, result) + yield validation_output, cast(ValidationOutcome, result) - def validate_streamer(guard_iter): - next_result = None - next_validation_output = None - for validation_output, result in guard_iter: - next_result = result - next_validation_output = validation_output - fragment = json.dumps(validation_output.to_response()) - yield f"{fragment}\n" + def validate_streamer(guard_iter): + next_result = None + next_validation_output = None + for validation_output, result in guard_iter: + next_result = result + next_validation_output = validation_output + fragment = json.dumps(validation_output.to_response()) + yield f"{fragment}\n" - final_validation_output: ValidationOutput = ValidationOutput( - next_result.validation_passed, - next_result.validated_output, - guard.history, - next_result.raw_llm_output - ) - # I don't know if these are actually making it to OpenSearch - # because the span may be ended already - # collect_telemetry( - # guard=guard, - # validate_span=validate_span, - # validation_output=next_validation_output, - # prompt_params=prompt_params, - # result=next_result - # ) - final_output_json = json.dumps(final_validation_output.to_response()) - yield f"{final_output_json}\n" - return Response( - stream_with_context(validate_streamer(guard_streamer())), - content_type="application/json" - # content_type="text/event-stream" + final_validation_output: ValidationOutput = ValidationOutput( + next_result.validation_passed, + next_result.validated_output, + guard.history, + next_result.raw_llm_output ) - - result: ValidationOutcome = guard( - llm_api=llm_api, - prompt_params=prompt_params, - num_reasks=num_reasks, - # api_key=openai_api_key, - *args, - **payload, + # I don't know if these are actually making it to OpenSearch + # because the span may be ended already + # collect_telemetry( + # guard=guard, + # validate_span=validate_span, + # validation_output=next_validation_output, + # prompt_params=prompt_params, + # result=next_result + # ) + final_output_json = json.dumps(final_validation_output.to_response()) + yield f"{final_output_json}\n" + return Response( + stream_with_context(validate_streamer(guard_streamer())), + content_type="application/json" + # content_type="text/event-stream" ) - - # TODO: Just make this a ValidationOutcome with history - validation_output = ValidationOutput( - result.validation_passed, - result.validated_output, - guard.history, - result.raw_llm_output - ) - - collect_telemetry( - guard=guard, - validate_span=validate_span, - validation_output=validation_output, + + result: ValidationOutcome = guard( + llm_api=llm_api, prompt_params=prompt_params, - result=result + num_reasks=num_reasks, + # api_key=openai_api_key, + *args, + **payload, ) + # TODO: Just make this a ValidationOutcome with history + validation_output = ValidationOutput( + result.validation_passed, + result.validated_output, + guard.history, + result.raw_llm_output + ) + + # collect_telemetry( + # guard=guard, + # validate_span=validate_span, + # validation_output=validation_output, + # prompt_params=prompt_params, + # result=result + # ) + cleanup_environment(guard_struct) return validation_output.to_response() From af24df3d70ebe90c14c595ca953ef232f3fd7438 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 15:50:38 -0500 Subject: [PATCH 16/46] try printing response status --- src/blueprints/guards.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 2faf87f..f7e8571 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -22,6 +22,13 @@ guard_client = GuardClient() +@guards_bp.after_request +def after_request_func(response): + print("after_request executing...") + print("status code: ", response.status_code) + return response + + @guards_bp.route("/", methods=["GET", "POST"]) @handle_error @gather_request_metrics @@ -238,6 +245,7 @@ def validate_streamer(guard_iter): # result=next_result # ) final_output_json = json.dumps(final_validation_output.to_response()) + print("Yielding final output.") yield f"{final_output_json}\n" return Response( stream_with_context(validate_streamer(guard_streamer())), From c06bde01d232871e6894f1ce4d334971151d4936 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 15:57:34 -0500 Subject: [PATCH 17/46] add many_shot_jailbreak to custom install --- custom-install/install.py | 2 + custom-install/manifests/jailbreak.json | 49 +++++++++++++++++++++++++ 2 files changed, 51 insertions(+) create mode 100644 custom-install/manifests/jailbreak.json diff --git a/custom-install/install.py b/custom-install/install.py index f2bc30d..f3f2c14 100644 --- a/custom-install/install.py +++ b/custom-install/install.py @@ -38,6 +38,7 @@ def load_manifest(fileName: str) -> Dict[str, Any]: "guardrails/provenance_llm": load_manifest("provenance-llm.json"), "guardrails/detect_pii": load_manifest("detect-pii.json"), "guardrails/competitor_check": load_manifest("competitor-check.json"), + "guardrails/many_shot_jailbreak": load_manifest("jailbreak.json"), } def get_validator_manifest(module_name) -> ModuleManifest: @@ -107,3 +108,4 @@ def custom_install(package_uri: str): custom_install("hub://guardrails/provenance_llm") custom_install("hub://guardrails/detect_pii") custom_install("hub://guardrails/competitor_check") +custom_install("hub://guardrails/many_shot_jailbreak") diff --git a/custom-install/manifests/jailbreak.json b/custom-install/manifests/jailbreak.json new file mode 100644 index 0000000..8bb6ee5 --- /dev/null +++ b/custom-install/manifests/jailbreak.json @@ -0,0 +1,49 @@ +{ + "name": "Detect Many Shot Jailbreak", + "author": { + "name": "Guardrails AI", + "email": "contact@guardrailsai.com" + }, + "maintainers": [{ + "name": "Wyatt Lansford", + "email": "wyatt@guardrailsai.com" + }], + "repository": { + "url": "https://github.com/guardrails-ai/many_shot_jailbreak.git", + "branch": "main" + }, + "index": "./__init__.py", + "exports": [ + "DetectManyShotJailbreak" + ], + "tags": { + "language": [ + "en" + ], + "certification": [ + "Guardrails Certified" + ], + "contentType": [ + "string" + ], + "infrastructureRequirements": [ + "ML" + ], + "riskCategory": [ + "Data Leakage" + ], + "useCases": [ + "Chatbots", + "RAG", + "CodeGen", + "Structured data", + "Customer Support" + ] + }, + "id": "guardrails/many_shot_jailbreak", + "namespace": "guardrails", + "packageName": "many_shot_jailbreak", + "moduleName": "validator", + "requiresAuth": false, + "postInstall": "post-install.py" +} \ No newline at end of file From 60257bd336c5d09ad9e6d09621ab865be931637b Mon Sep 17 00:00:00 2001 From: Zayd Simjee Date: Thu, 18 Apr 2024 14:05:49 -0700 Subject: [PATCH 18/46] add api-spec download to build scripts --- dev-build.sh | 4 +++- lite-build.sh | 12 ++++++++++++ prod-build.sh | 4 +++- 3 files changed, 18 insertions(+), 2 deletions(-) create mode 100755 lite-build.sh diff --git a/dev-build.sh b/dev-build.sh index 7bd9aae..fd4483e 100644 --- a/dev-build.sh +++ b/dev-build.sh @@ -1,3 +1,5 @@ +curl https://raw.githubusercontent.com/guardrails-ai/guardrails-api-client/main/service-specs/guardrails-service-spec.yml -o ./open-api-spec.yml + npx @redocly/cli bundle --dereferenced --output ./open-api-spec.json --ext json ./open-api-spec.yml docker build \ @@ -7,4 +9,4 @@ docker build \ --build-arg CACHEBUST="$(date)" \ --build-arg GITHUB_TOKEN="$GITHUB_TOKEN" \ --build-arg HF_TOKEN="$HF_TOKEN" \ - -t "guardrails-api:dev" .; \ No newline at end of file + -t "guardrails-api:dev" .; diff --git a/lite-build.sh b/lite-build.sh new file mode 100755 index 0000000..3662822 --- /dev/null +++ b/lite-build.sh @@ -0,0 +1,12 @@ +curl https://raw.githubusercontent.com/guardrails-ai/guardrails-api-client/main/service-specs/guardrails-service-spec.yml -o ./open-api-spec.yml + +npx @redocly/cli bundle --dereferenced --output ./open-api-spec.json --ext json ./open-api-spec.yml + +docker build \ + -f Dockerfile.lite \ + --progress=plain \ + --no-cache \ + --build-arg CACHEBUST="$(date)" \ + --build-arg GITHUB_TOKEN="$GITHUB_TOKEN" \ + --build-arg HF_TOKEN="$HF_TOKEN" \ + -t "guardrails-api:dev" .; diff --git a/prod-build.sh b/prod-build.sh index 3dc1fc6..8ed2000 100644 --- a/prod-build.sh +++ b/prod-build.sh @@ -1,3 +1,5 @@ +curl https://raw.githubusercontent.com/guardrails-ai/guardrails-api-client/main/service-specs/guardrails-service-spec.yml -o ./open-api-spec.yml + # Dereference API Spec to JSON npx @redocly/cli bundle --dereferenced --output ./open-api-spec.json --ext json ./open-api-spec.yml @@ -13,4 +15,4 @@ docker build \ --progress=plain \ --build-arg CACHEBUST="$(date)" \ --no-cache \ - -t "guardrails-api:prod" .; \ No newline at end of file + -t "guardrails-api:prod" .; From bada0a04ceb75897f985babb3ac90310132be5b9 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 16:22:00 -0500 Subject: [PATCH 19/46] update jailbreak repo to clean --- custom-install/manifests/jailbreak.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/custom-install/manifests/jailbreak.json b/custom-install/manifests/jailbreak.json index 8bb6ee5..f461dc0 100644 --- a/custom-install/manifests/jailbreak.json +++ b/custom-install/manifests/jailbreak.json @@ -9,7 +9,7 @@ "email": "wyatt@guardrailsai.com" }], "repository": { - "url": "https://github.com/guardrails-ai/many_shot_jailbreak.git", + "url": "https://github.com/guardrails-ai/jailbreak.git", "branch": "main" }, "index": "./__init__.py", From e1c46e70398a4442c023f77757f484e63f59438a Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 17:24:52 -0500 Subject: [PATCH 20/46] more limit removals --- Dockerfile.lite | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile.lite b/Dockerfile.lite index fbc4789..dbdf69c 100644 --- a/Dockerfile.lite +++ b/Dockerfile.lite @@ -51,5 +51,5 @@ COPY . . EXPOSE 8000 -CMD opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 --limit-request-line=0 "app:create_app()" +CMD opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 --limit-request-line=0 --limit-request-fields=1000 --limit-request-field_size=0 "app:create_app()" # CMD gunicorn --forwarded-allow-ips="*" --bind 0.0.0.0:8000 --timeout=60 --threads=10 "app:create_app()" From 8b0c363246d240596c8d58b2fb1ab6af3b4a8ef0 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 18:39:37 -0500 Subject: [PATCH 21/46] log for every error --- src/utils/handle_error.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/utils/handle_error.py b/src/utils/handle_error.py index 8da18af..703b48e 100644 --- a/src/utils/handle_error.py +++ b/src/utils/handle_error.py @@ -15,6 +15,8 @@ def decorator(*args, **kwargs): traceback.print_exception(http_error) return http_error.to_dict(), http_error.status except HTTPException as http_exception: + logger.error(http_error) + traceback.print_exception(http_error) http_error = HttpError( http_exception.code, http_exception.description ) From 39525fe2003dc55cc23678f6c3241acc5a4f7d5c Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 18 Apr 2024 20:28:54 -0500 Subject: [PATCH 22/46] fix error handling --- src/blueprints/guards.py | 1 + src/utils/handle_error.py | 4 ++-- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index f7e8571..0d04720 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -227,6 +227,7 @@ def validate_streamer(guard_iter): next_result = result next_validation_output = validation_output fragment = json.dumps(validation_output.to_response()) + print("yielding fragment") yield f"{fragment}\n" final_validation_output: ValidationOutput = ValidationOutput( diff --git a/src/utils/handle_error.py b/src/utils/handle_error.py index 703b48e..e130d26 100644 --- a/src/utils/handle_error.py +++ b/src/utils/handle_error.py @@ -15,8 +15,8 @@ def decorator(*args, **kwargs): traceback.print_exception(http_error) return http_error.to_dict(), http_error.status except HTTPException as http_exception: - logger.error(http_error) - traceback.print_exception(http_error) + logger.error(http_exception) + traceback.print_exception(http_exception) http_error = HttpError( http_exception.code, http_exception.description ) From 7203a6007e686ad915d9d7871a6b39ed8af2d6c5 Mon Sep 17 00:00:00 2001 From: Zayd Simjee Date: Thu, 18 Apr 2024 19:35:55 -0700 Subject: [PATCH 23/46] lite image changes --- custom-install/install.py | 2 +- how to run | 28 ++++++++++++++++++++++++++++ lite-build.sh | 2 +- lite-run.sh | 3 +++ 4 files changed, 33 insertions(+), 2 deletions(-) create mode 100644 how to run create mode 100755 lite-run.sh diff --git a/custom-install/install.py b/custom-install/install.py index f3f2c14..41047ca 100644 --- a/custom-install/install.py +++ b/custom-install/install.py @@ -38,7 +38,7 @@ def load_manifest(fileName: str) -> Dict[str, Any]: "guardrails/provenance_llm": load_manifest("provenance-llm.json"), "guardrails/detect_pii": load_manifest("detect-pii.json"), "guardrails/competitor_check": load_manifest("competitor-check.json"), - "guardrails/many_shot_jailbreak": load_manifest("jailbreak.json"), + "guardrails/many_shot_jailbreak": load_manifest("jailbreak.json"), } def get_validator_manifest(module_name) -> ModuleManifest: diff --git a/how to run b/how to run new file mode 100644 index 0000000..f1abd98 --- /dev/null +++ b/how to run @@ -0,0 +1,28 @@ +1. Go to AWS dev act +2. Everything is in US-west-2 +3. Code build - ‘grass-lite-demo-build’ +4. Start build + +Repo - guardrails-api/ +Manifests are in custom-install/manifests +Dockerfile.lite +Lite-build.sh +Docker run - lite-run.sh + + +pyenv exec -m venv .venv +source .venv/bin/activate + +make install-lock + +python custom-install/install.py + +#optionally, run `guardrails hub install ...` + +#run infra +# guardrails-dev repo telemetry branch +git submodule update --init --recursive; +./lite.sh infra-lite; + +bash local.sh + diff --git a/lite-build.sh b/lite-build.sh index 3662822..9fb9508 100755 --- a/lite-build.sh +++ b/lite-build.sh @@ -9,4 +9,4 @@ docker build \ --build-arg CACHEBUST="$(date)" \ --build-arg GITHUB_TOKEN="$GITHUB_TOKEN" \ --build-arg HF_TOKEN="$HF_TOKEN" \ - -t "guardrails-api:dev" .; + -t "guardrails-api:lite" .; diff --git a/lite-run.sh b/lite-run.sh new file mode 100755 index 0000000..9aacb7f --- /dev/null +++ b/lite-run.sh @@ -0,0 +1,3 @@ +docker stop guardrails-api-lite || true +docker rm guardrails-api-lite || true +docker run -p 8000:8000 --env-file local.env --name guardrails-api-lite -it guardrails-api:lite From c27581398694530ea72fbf261737fa23a9cb67e6 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Fri, 3 May 2024 09:16:56 -0500 Subject: [PATCH 24/46] lite build updates, default embed func --- Dockerfile.lite | 2 +- custom-install/install.py | 6 +- custom-install/manifests/provenance-llm.json | 2 +- lite-run.sh | 2 +- local.sh | 2 + requirements-lock.txt | 40 +- requirements.txt | 2 +- src/blueprints/guards.py | 2 + test.ipynb | 826 +++++++++++++++++++ 9 files changed, 875 insertions(+), 9 deletions(-) create mode 100644 test.ipynb diff --git a/Dockerfile.lite b/Dockerfile.lite index dbdf69c..fbfb6b2 100644 --- a/Dockerfile.lite +++ b/Dockerfile.lite @@ -34,7 +34,7 @@ RUN pip install -r requirements-lock.txt # Download punkt data RUN python -m nltk.downloader -d /opt/nltk_data punkt -RUN guardrails hub install hub://guardrails/profanity_free +# RUN guardrails hub install hub://guardrails/profanity_free RUN guardrails hub install hub://guardrails/valid_length RUN guardrails hub install hub://guardrails/lowercase RUN guardrails hub install hub://guardrails/regex_match diff --git a/custom-install/install.py b/custom-install/install.py index 41047ca..4188e41 100644 --- a/custom-install/install.py +++ b/custom-install/install.py @@ -106,6 +106,6 @@ def custom_install(package_uri: str): custom_install("hub://guardrails/provenance_llm") -custom_install("hub://guardrails/detect_pii") -custom_install("hub://guardrails/competitor_check") -custom_install("hub://guardrails/many_shot_jailbreak") +# custom_install("hub://guardrails/detect_pii") +# custom_install("hub://guardrails/competitor_check") +# custom_install("hub://guardrails/many_shot_jailbreak") diff --git a/custom-install/manifests/provenance-llm.json b/custom-install/manifests/provenance-llm.json index 26e1e96..aa9f950 100644 --- a/custom-install/manifests/provenance-llm.json +++ b/custom-install/manifests/provenance-llm.json @@ -10,7 +10,7 @@ }], "repository": { "url": "https://github.com/guardrails-ai/provenance_llm.git", - "branch": "frontend_demo" + "branch": "default-embed-func" }, "index": "./__init__.py", "exports": [ diff --git a/lite-run.sh b/lite-run.sh index 9aacb7f..a6086a3 100755 --- a/lite-run.sh +++ b/lite-run.sh @@ -1,3 +1,3 @@ docker stop guardrails-api-lite || true docker rm guardrails-api-lite || true -docker run -p 8000:8000 --env-file local.env --name guardrails-api-lite -it guardrails-api:lite +docker run -p 8000:8000 --env-file local.env --name guardrails-api-lite -it guardrails-api:lite \ No newline at end of file diff --git a/local.sh b/local.sh index c00a352..ec129b3 100644 --- a/local.sh +++ b/local.sh @@ -30,6 +30,8 @@ export GUARDRAILS_LOG_LEVEL="INFO" export GUARDRAILS_PROCESS_COUNT=1 export SELF_ENDPOINT=http://localhost:8000 export OBJC_DISABLE_INITIALIZE_FORK_SAFETY=YES +export HF_API_KEY=${HF_TOKEN} + curl https://raw.githubusercontent.com/guardrails-ai/guardrails-api-client/main/service-specs/guardrails-service-spec.yml -o ./open-api-spec.yml npx @redocly/cli bundle --dereferenced --output ./open-api-spec.json --ext json ./open-api-spec.yml diff --git a/requirements-lock.txt b/requirements-lock.txt index e4bf87c..b4c71a6 100644 --- a/requirements-lock.txt +++ b/requirements-lock.txt @@ -2,6 +2,8 @@ aiohttp==3.9.4 aiosignal==1.3.1 annotated-types==0.6.0 anyio==4.3.0 +appnope==0.1.4 +asttokens==2.4.1 attrs==23.2.0 backoff==2.2.1 blinker==1.7.0 @@ -13,9 +15,13 @@ charset-normalizer==3.3.2 click==8.1.7 colorama==0.4.6 coloredlogs==15.0.1 +comm==0.2.2 cryptography==42.0.5 +debugpy==1.8.1 +decorator==5.1.1 Deprecated==1.2.14 distro==1.9.0 +executing==2.0.1 faiss-cpu==1.8.0 filelock==3.13.4 Flask==3.0.3 @@ -26,7 +32,7 @@ fsspec==2024.3.1 googleapis-common-protos==1.63.0 griffe==0.36.9 grpcio==1.62.1 -guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@544eccd662dc9261b9d75775b109137dce968922 +guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@d6407578405d96f60422f9712618fe908591b844 gunicorn==21.2.0 h11==0.14.0 httpcore==1.0.5 @@ -35,7 +41,10 @@ huggingface-hub==0.22.2 humanfriendly==10.0 idna==3.7 importlib-metadata==6.11.0 +ipykernel==6.29.4 +ipython==8.23.0 itsdangerous==2.1.2 +jedi==0.19.1 Jinja2==3.1.3 jmespath==1.0.1 joblib==1.4.0 @@ -43,6 +52,8 @@ jsonpatch==1.33 jsonpointer==2.4 jsonschema==4.21.1 jsonschema-specifications==2023.12.1 +jupyter_client==8.6.1 +jupyter_core==5.7.2 jwt==1.3.1 langchain-core==0.1.43 langsmith==0.1.48 @@ -50,8 +61,12 @@ litellm==1.35.8 lxml==4.9.4 markdown-it-py==3.0.0 MarkupSafe==2.1.5 +matplotlib-inline==0.1.7 mdurl==0.1.2 +mpmath==1.3.0 multidict==6.0.5 +nest-asyncio==1.6.0 +networkx==3.3 nltk==3.8.1 numpy==1.26.4 openai==1.19.0 @@ -83,8 +98,16 @@ opentelemetry-semantic-conventions==0.41b0 opentelemetry-util-http==0.41b0 orjson==3.10.1 packaging==23.2 +parso==0.8.4 +pexpect==4.9.0 +pillow==10.3.0 +platformdirs==4.2.0 +prompt-toolkit==3.0.43 protobuf==4.25.3 +psutil==5.9.8 psycopg2-binary==2.9.9 +ptyprocess==0.7.0 +pure-eval==0.2.2 pycparser==2.22 pydantic==2.7.0 pydantic_core==2.18.1 @@ -93,6 +116,7 @@ Pygments==2.17.2 python-dateutil==2.9.0.post0 python-dotenv==1.0.1 PyYAML==6.0.1 +pyzmq==26.0.1 referencing==0.34.0 regex==2023.12.25 requests==2.31.0 @@ -100,17 +124,29 @@ rich==13.7.1 rpds-py==0.18.0 rstr==3.2.2 s3transfer==0.10.1 +safetensors==0.4.3 +scikit-learn==1.4.2 +scipy==1.13.0 +sentence-transformers==2.7.0 shellingham==1.5.4 six==1.16.0 sniffio==1.3.1 SQLAlchemy==2.0.29 +stack-data==0.6.3 +sympy==1.12 tenacity==8.2.3 +threadpoolctl==3.4.0 tiktoken==0.5.2 -tokenizers==0.15.2 +tokenizers==0.19.1 +torch==2.2.2 +tornado==6.4 tqdm==4.66.2 +traitlets==5.14.3 +transformers==4.40.0 typer==0.9.4 typing_extensions==4.11.0 urllib3==2.2.1 +wcwidth==0.2.13 Werkzeug==3.0.2 wrapt==1.16.0 yarl==1.9.4 diff --git a/requirements.txt b/requirements.txt index b680fd6..181e3d3 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,7 @@ flask sqlalchemy lxml -guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@hub-playground-integration-fixes +guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@fix-stream-url # Let this come from guardrails-ai as a transient dependency. # Pip confuses tag versions with commit ids, # and claims a conflict even though it's the same thing. diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 0d04720..77f1938 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -122,6 +122,8 @@ def collect_telemetry( @handle_error @gather_request_metrics def validate(guard_name: str): + from rich import print + # Do we actually need a child span here? # We could probably use the existing span from the request unless we forsee # capturing the same attributes on non-GaaS Guard runs. diff --git a/test.ipynb b/test.ipynb new file mode 100644 index 0000000..8784b77 --- /dev/null +++ b/test.ipynb @@ -0,0 +1,826 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "some-token\n", + "http://localhost:8000\n" + ] + } + ], + "source": [ + "import os\n", + "\n", + "os.environ[\"GUARDRAILS_API_KEY\"] = \"some-token\"\n", + "os.environ[\"GUARDRAILS_BASE_URL\"] = \"http://localhost:8000\"\n", + "\n", + "\n", + "print(os.environ.get(\"GUARDRAILS_API_KEY\"))\n", + "print(os.environ.get(\"GUARDRAILS_BASE_URL\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/calebcourier/Projects/gr-mono/guardrails-cdk/guardrails-api/.venv/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "prov-test\n" + ] + } + ], + "source": [ + "from guardrails import Guard\n", + "from guardrails.hub import ProvenanceLLM\n", + "\n", + "SOURCES = [\n", + " \"The sun is a star.\",\n", + " \"The sun rises in the east and sets in the west.\",\n", + " \"Sun is the largest object in the solar system, and all planets revolve around it.\",\n", + "]\n", + "\n", + "guard = Guard(name=\"prov-test\").use(\n", + " ProvenanceLLM(),\n", + " stream=True\n", + ")\n", + "\n", + "print(guard.name)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
ValidationOutcome(raw_llm_output='The', validated_output='The', reask=None, validation_passed=True, error=None)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\u001b[33mraw_llm_output\u001b[0m=\u001b[32m'The'\u001b[0m, \u001b[33mvalidated_output\u001b[0m=\u001b[32m'The'\u001b[0m, \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m, \u001b[33mvalidation_passed\u001b[0m=\u001b[3;92mTrue\u001b[0m, \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
ValidationOutcome(\n",
+       "    raw_llm_output='The sun',\n",
+       "    validated_output='The sun',\n",
+       "    reask=None,\n",
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+       "    raw_llm_output='The sun is a star at the center of our solar system that provides light and heat to Earth.',\n",
+       "    validated_output='The sun is a star at the center of our solar system that provides light and heat to Earth.',\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[33mraw_llm_output\u001b[0m=\u001b[32m'The sun is a star at the center of our solar system that provides light and heat to Earth.'\u001b[0m,\n", + " \u001b[33mvalidated_output\u001b[0m=\u001b[32m'The sun is a star at the center of our solar system that provides light and heat to Earth.'\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" + }, + { + "data": { + "text/html": [ + "
ValidationOutcome(\n",
+       "    raw_llm_output='The sun is a star at the center of our solar system that provides light and heat to Earth.',\n",
+       "    validated_output='The sun is a star at the center of our solar system that provides light and heat to Earth.',\n",
+       "    reask=None,\n",
+       "    validation_passed=True,\n",
+       "    error=None\n",
+       ")\n",
+       "
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last message: \n",
+       "ValidationOutcome(\n",
+       "    raw_llm_output='The sun is a star at the center of our solar system that provides light and heat to Earth.',\n",
+       "    validated_output='The sun is a star at the center of our solar system that provides light and heat to Earth.',\n",
+       "    reask=None,\n",
+       "    validation_passed=True,\n",
+       "    error=None\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "last message: \n", + "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33mraw_llm_output\u001b[0m=\u001b[32m'The sun is a star at the center of our solar system that provides light and heat to Earth.'\u001b[0m,\n", + " \u001b[33mvalidated_output\u001b[0m=\u001b[32m'The sun is a star at the center of our solar system that provides light and heat to Earth.'\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": [ + "import litellm\n", + "from rich import print\n", + "\n", + "response = guard(\n", + " llm_api=litellm.completion,\n", + " model=\"gpt-3.5-turbo\",\n", + " instructions=\"You are a helpful assistant.\",\n", + " prompt=\"Write a short and accurate statement about the sun.\",\n", + " metadata={\"sources\": SOURCES},\n", + " stream=True\n", + ")\n", + "\n", + "fragment_count = 0\n", + "last_message = None\n", + "for message in response:\n", + " fragment_count += 1\n", + " print(message)\n", + " last_message = message\n", + " \n", + "print(\"last message: \", last_message)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Call(\n",
+       "    iterations=[\n",
+       "        Iteration(\n",
+       "            inputs=Inputs(\n",
+       "                llm_api=None,\n",
+       "                llm_output=None,\n",
+       "                instructions=Instructions(You are a helpful assistant.),\n",
+       "                prompt=Prompt(Write a short and accurate statement about the sun...),\n",
+       "                msg_history=None,\n",
+       "                prompt_params={},\n",
+       "                num_reasks=1,\n",
+       "                metadata={\n",
+       "                    'sources': [\n",
+       "                        'The sun is a star.',\n",
+       "                        'The sun rises in the east and sets in the west.',\n",
+       "                        'Sun is the largest object in the solar system, and all planets revolve around it.'\n",
+       "                    ]\n",
+       "                },\n",
+       "                full_schema_reask=False\n",
+       "            ),\n",
+       "            outputs=Outputs(\n",
+       "                llm_response_info=LLMResponse(\n",
+       "                    prompt_token_count=None,\n",
+       "                    response_token_count=None,\n",
+       "                    output='The sun is a star located at the center of our solar system, providing light and heat \n",
+       "to Earth.',\n",
+       "                    stream_output=None\n",
+       "                ),\n",
+       "                raw_output='The sun is a star located at the center of our solar system, providing light and heat \n",
+       "to Earth.',\n",
+       "                parsed_output='The sun is a star located at the center of our solar system, providing light and \n",
+       "heat to Earth.',\n",
+       "                validation_response=None,\n",
+       "                guarded_output=None,\n",
+       "                reasks=[],\n",
+       "                validator_logs=[],\n",
+       "                error=None,\n",
+       "                exception=None\n",
+       "            )\n",
+       "        )\n",
+       "    ],\n",
+       "    inputs=CallInputs(\n",
+       "        llm_api=<function completion at 0x16800a8e0>,\n",
+       "        llm_output=None,\n",
+       "        instructions='You are a helpful assistant.',\n",
+       "        prompt='Write a short and accurate statement about the sun.',\n",
+       "        msg_history=None,\n",
+       "        prompt_params={},\n",
+       "        num_reasks=1,\n",
+       "        metadata={\n",
+       "            'sources': [\n",
+       "                'The sun is a star.',\n",
+       "                'The sun rises in the east and sets in the west.',\n",
+       "                'Sun is the largest object in the solar system, and all planets revolve around it.'\n",
+       "            ]\n",
+       "        },\n",
+       "        full_schema_reask=False,\n",
+       "        args=[],\n",
+       "        kwargs={'model': 'gpt-3.5-turbo', 'stream': True}\n",
+       "    )\n",
+       ")\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1;35mCall\u001b[0m\u001b[1m(\u001b[0m\n", + " \u001b[33miterations\u001b[0m=\u001b[1m[\u001b[0m\n", + " \u001b[1;35mIteration\u001b[0m\u001b[1m(\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[3;35mNone\u001b[0m,\n", + " \u001b[33minstructions\u001b[0m=\u001b[1;35mInstructions\u001b[0m\u001b[1m(\u001b[0mYou are a helpful assistant.\u001b[1m)\u001b[0m,\n", + " \u001b[33mprompt\u001b[0m=\u001b[1;35mPrompt\u001b[0m\u001b[1m(\u001b[0mWrite a short and accurate statement about the sun\u001b[33m...\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[1m}\u001b[0m,\n", + " \u001b[33mnum_reasks\u001b[0m=\u001b[1;36m1\u001b[0m,\n", + " \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n", + " \u001b[32m'sources'\u001b[0m: \u001b[1m[\u001b[0m\n", + " \u001b[32m'The sun is a star.'\u001b[0m,\n", + " \u001b[32m'The sun rises in the east and sets in the west.'\u001b[0m,\n", + " \u001b[32m'Sun is the largest object in the solar system, and all planets revolve around it.'\u001b[0m\n", + " \u001b[1m]\u001b[0m\n", + " \u001b[1m}\u001b[0m,\n", + " \u001b[33mfull_schema_reask\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[3;35mNone\u001b[0m,\n", + " \u001b[33mresponse_token_count\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33moutput\u001b[0m=\u001b[32m'The sun is a star located at the center of our solar system, providing light and heat \u001b[0m\n", + "\u001b[32mto Earth.'\u001b[0m,\n", + " \u001b[33mstream_output\u001b[0m=\u001b[3;35mNone\u001b[0m\n", + " \u001b[1m)\u001b[0m,\n", + " \u001b[33mraw_output\u001b[0m=\u001b[32m'The sun is a star located at the center of our solar system, providing light and heat \u001b[0m\n", + "\u001b[32mto Earth.'\u001b[0m,\n", + " \u001b[33mparsed_output\u001b[0m=\u001b[32m'The sun is a star located at the center of our solar system, providing light and \u001b[0m\n", + "\u001b[32mheat to Earth.'\u001b[0m,\n", + " \u001b[33mvalidation_response\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mguarded_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33mreasks\u001b[0m=\u001b[1m[\u001b[0m\u001b[1m]\u001b[0m,\n", + " \u001b[33mvalidator_logs\u001b[0m=\u001b[1m[\u001b[0m\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[1m<\u001b[0m\u001b[1;95mfunction\u001b[0m\u001b[39m completion at \u001b[0m\u001b[1;36m0x16800a8e0\u001b[0m\u001b[1m>\u001b[0m,\n", + " \u001b[33mllm_output\u001b[0m=\u001b[3;35mNone\u001b[0m,\n", + " \u001b[33minstructions\u001b[0m=\u001b[32m'You are a helpful assistant.'\u001b[0m,\n", + " \u001b[33mprompt\u001b[0m=\u001b[32m'Write a short and accurate statement about the sun.'\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;36m1\u001b[0m,\n", + " \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n", + " \u001b[32m'sources'\u001b[0m: \u001b[1m[\u001b[0m\n", + " \u001b[32m'The sun is a star.'\u001b[0m,\n", + " \u001b[32m'The sun rises in the east and sets in the west.'\u001b[0m,\n", + " \u001b[32m'Sun is the largest object in the solar system, and all planets revolve around it.'\u001b[0m\n", + " \u001b[1m]\u001b[0m\n", + " \u001b[1m}\u001b[0m,\n", + " \u001b[33mfull_schema_reask\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'stream'\u001b[0m: \u001b[3;92mTrue\u001b[0m\u001b[1m}\u001b[0m\n", + " \u001b[1m)\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(guard.history.last)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From bc1203422dc47fd2e820014239b803765ed24863 Mon Sep 17 00:00:00 2001 From: zsimjee Date: Mon, 20 May 2024 11:51:10 -0700 Subject: [PATCH 25/46] Update how to run --- how to run | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/how to run b/how to run index f1abd98..94f719b 100644 --- a/how to run +++ b/how to run @@ -10,7 +10,7 @@ Lite-build.sh Docker run - lite-run.sh -pyenv exec -m venv .venv +pyenv exec python -m venv .venv source .venv/bin/activate make install-lock From eb7153610b78fbfb154838473b609d2bcc6cd9de Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Fri, 24 May 2024 16:00:26 -0500 Subject: [PATCH 26/46] update guardrails branch --- requirements-lock.txt | 105 ++++++++++++++---------------------------- requirements.txt | 2 +- 2 files changed, 36 insertions(+), 71 deletions(-) diff --git a/requirements-lock.txt b/requirements-lock.txt index b4c71a6..8ef9195 100644 --- a/requirements-lock.txt +++ b/requirements-lock.txt @@ -1,81 +1,67 @@ -aiohttp==3.9.4 +aiohttp==3.9.5 aiosignal==1.3.1 -annotated-types==0.6.0 +annotated-types==0.7.0 anyio==4.3.0 -appnope==0.1.4 -asttokens==2.4.1 attrs==23.2.0 backoff==2.2.1 -blinker==1.7.0 -boto3==1.34.84 -botocore==1.34.84 +blinker==1.8.2 +boto3==1.34.112 +botocore==1.34.112 certifi==2024.2.2 cffi==1.16.0 charset-normalizer==3.3.2 click==8.1.7 colorama==0.4.6 coloredlogs==15.0.1 -comm==0.2.2 -cryptography==42.0.5 -debugpy==1.8.1 -decorator==5.1.1 +cryptography==42.0.7 Deprecated==1.2.14 distro==1.9.0 -executing==2.0.1 faiss-cpu==1.8.0 -filelock==3.13.4 +filelock==3.14.0 Flask==3.0.3 -Flask-Cors==4.0.0 +Flask-Cors==4.0.1 Flask-SQLAlchemy==3.1.1 frozenlist==1.4.1 -fsspec==2024.3.1 +fsspec==2024.5.0 googleapis-common-protos==1.63.0 griffe==0.36.9 -grpcio==1.62.1 -guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@d6407578405d96f60422f9712618fe908591b844 -gunicorn==21.2.0 +grpcio==1.64.0 +guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@603c4df1ff83c71535a74c1bc2d48bf719f8e59e +gunicorn==22.0.0 h11==0.14.0 httpcore==1.0.5 httpx==0.27.0 -huggingface-hub==0.22.2 +huggingface-hub==0.23.1 humanfriendly==10.0 idna==3.7 importlib-metadata==6.11.0 -ipykernel==6.29.4 -ipython==8.23.0 -itsdangerous==2.1.2 -jedi==0.19.1 -Jinja2==3.1.3 +itsdangerous==2.2.0 +Jinja2==3.1.4 jmespath==1.0.1 -joblib==1.4.0 +joblib==1.4.2 jsonpatch==1.33 jsonpointer==2.4 -jsonschema==4.21.1 +jsonschema==4.22.0 jsonschema-specifications==2023.12.1 -jupyter_client==8.6.1 -jupyter_core==5.7.2 jwt==1.3.1 -langchain-core==0.1.43 -langsmith==0.1.48 -litellm==1.35.8 +langchain-core==0.1.52 +langsmith==0.1.63 +litellm==1.38.2 lxml==4.9.4 markdown-it-py==3.0.0 MarkupSafe==2.1.5 -matplotlib-inline==0.1.7 mdurl==0.1.2 -mpmath==1.3.0 multidict==6.0.5 -nest-asyncio==1.6.0 -networkx==3.3 nltk==3.8.1 numpy==1.26.4 -openai==1.19.0 +openai==1.30.3 opentelemetry-api==1.20.0 opentelemetry-distro==0.41b0 opentelemetry-exporter-otlp-proto-common==1.20.0 opentelemetry-exporter-otlp-proto-grpc==1.20.0 opentelemetry-exporter-otlp-proto-http==1.20.0 opentelemetry-instrumentation==0.41b0 +opentelemetry-instrumentation-aiohttp-client==0.41b0 opentelemetry-instrumentation-aws-lambda==0.41b0 opentelemetry-instrumentation-boto3sqs==0.41b0 opentelemetry-instrumentation-botocore==0.41b0 @@ -96,58 +82,37 @@ opentelemetry-proto==1.20.0 opentelemetry-sdk==1.20.0 opentelemetry-semantic-conventions==0.41b0 opentelemetry-util-http==0.41b0 -orjson==3.10.1 +orjson==3.10.3 packaging==23.2 -parso==0.8.4 -pexpect==4.9.0 -pillow==10.3.0 -platformdirs==4.2.0 -prompt-toolkit==3.0.43 protobuf==4.25.3 -psutil==5.9.8 psycopg2-binary==2.9.9 -ptyprocess==0.7.0 -pure-eval==0.2.2 pycparser==2.22 -pydantic==2.7.0 -pydantic_core==2.18.1 +pydantic==2.7.1 +pydantic_core==2.18.2 pydash==7.0.7 -Pygments==2.17.2 +Pygments==2.18.0 python-dateutil==2.9.0.post0 python-dotenv==1.0.1 PyYAML==6.0.1 -pyzmq==26.0.1 -referencing==0.34.0 +referencing==0.35.1 regex==2023.12.25 -requests==2.31.0 +requests==2.32.2 rich==13.7.1 -rpds-py==0.18.0 +rpds-py==0.18.1 rstr==3.2.2 s3transfer==0.10.1 -safetensors==0.4.3 -scikit-learn==1.4.2 -scipy==1.13.0 -sentence-transformers==2.7.0 shellingham==1.5.4 six==1.16.0 sniffio==1.3.1 -SQLAlchemy==2.0.29 -stack-data==0.6.3 -sympy==1.12 -tenacity==8.2.3 -threadpoolctl==3.4.0 +SQLAlchemy==2.0.30 +tenacity==8.3.0 tiktoken==0.5.2 tokenizers==0.19.1 -torch==2.2.2 -tornado==6.4 -tqdm==4.66.2 -traitlets==5.14.3 -transformers==4.40.0 +tqdm==4.66.4 typer==0.9.4 -typing_extensions==4.11.0 +typing_extensions==4.12.0 urllib3==2.2.1 -wcwidth==0.2.13 -Werkzeug==3.0.2 +Werkzeug==3.0.3 wrapt==1.16.0 yarl==1.9.4 -zipp==3.18.1 +zipp==3.18.2 diff --git a/requirements.txt b/requirements.txt index 181e3d3..b680fd6 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,7 @@ flask sqlalchemy lxml -guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@fix-stream-url +guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@hub-playground-integration-fixes # Let this come from guardrails-ai as a transient dependency. # Pip confuses tag versions with commit ids, # and claims a conflict even though it's the same thing. From 67af5f63c3ae8f49473a0eb5b2f7fbc06d478c33 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 30 May 2024 10:26:10 -0500 Subject: [PATCH 27/46] lint fix --- src/blueprints/guards.py | 52 +++++++++++++++++--------------- src/classes/validation_output.py | 10 ++---- src/utils/get_llm_callable.py | 2 +- src/utils/handle_error.py | 4 +-- src/utils/try_json_loads.py | 4 +-- 5 files changed, 34 insertions(+), 38 deletions(-) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 4419279..6a6661d 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -1,4 +1,3 @@ -import os import json from guardrails.hub import * # noqa from string import Template @@ -7,7 +6,7 @@ from urllib.parse import unquote_plus from guardrails import Guard from guardrails.classes import ValidationOutcome -from opentelemetry.trace import get_tracer, Span +from opentelemetry.trace import Span from src.classes.guard_struct import GuardStruct from src.classes.http_error import HttpError from src.classes.validation_output import ValidationOutput @@ -77,14 +76,14 @@ def guard(guard_name: str): def collect_telemetry( - *, - guard: Guard, - validate_span: Span, - validation_output: ValidationOutput, - prompt_params: Dict[str, Any], - result: ValidationOutcome - ): - # Below is all telemetry collection and + *, + guard: Guard, + validate_span: Span, + validation_output: ValidationOutput, + prompt_params: Dict[str, Any], + result: ValidationOutcome, +): + # Below is all telemetry collection and # should have no impact on what is returned to the user prompt = guard.history.last.inputs.prompt if prompt: @@ -116,12 +115,13 @@ def collect_telemetry( ) validate_span.set_attribute("num_of_reasks", num_of_reasks) + @guards_bp.route("//validate", methods=["POST"]) @handle_error @gather_request_metrics def validate(guard_name: str): - from rich import print - + from rich import print + # Do we actually need a child span here? # We could probably use the existing span from the request unless we forsee # capturing the same attributes on non-GaaS Guard runs. @@ -147,7 +147,7 @@ def validate(guard_name: str): # service_name = os.environ.get("OTEL_SERVICE_NAME", "guardrails-api") # otel_tracer = get_tracer(service_name) - + payload["api_key"] = payload.get("api_key", openai_api_key) # with otel_tracer.start_as_current_span( @@ -186,7 +186,7 @@ def validate(guard_name: str): message="BadRequest", cause="Streaming is not supported for parse calls!", ) - + result: ValidationOutcome = guard.parse( llm_output=llm_output, num_reasks=num_reasks, @@ -198,7 +198,8 @@ def validate(guard_name: str): ) else: if stream: - def guard_streamer (): + + def guard_streamer(): guard_stream = guard( llm_api=llm_api, prompt_params=prompt_params, @@ -208,24 +209,24 @@ def guard_streamer (): *args, **payload, ) - + for result in guard_stream: # TODO: Just make this a ValidationOutcome with history validation_output: ValidationOutput = ValidationOutput( result.validation_passed, result.validated_output, guard.history, - result.raw_llm_output + result.raw_llm_output, ) - + yield validation_output, cast(ValidationOutcome, result) def validate_streamer(guard_iter): next_result = None - next_validation_output = None + # next_validation_output = None for validation_output, result in guard_iter: next_result = result - next_validation_output = validation_output + # next_validation_output = validation_output fragment = json.dumps(validation_output.to_response()) print("yielding fragment") yield f"{fragment}\n" @@ -234,9 +235,9 @@ def validate_streamer(guard_iter): next_result.validation_passed, next_result.validated_output, guard.history, - next_result.raw_llm_output + next_result.raw_llm_output, ) - # I don't know if these are actually making it to OpenSearch + # I don't know if these are actually making it to OpenSearch # because the span may be ended already # collect_telemetry( # guard=guard, @@ -248,12 +249,13 @@ def validate_streamer(guard_iter): final_output_json = json.dumps(final_validation_output.to_response()) print("Yielding final output.") yield f"{final_output_json}\n" + return Response( stream_with_context(validate_streamer(guard_streamer())), - content_type="application/json" + content_type="application/json", # content_type="text/event-stream" ) - + result: ValidationOutcome = guard( llm_api=llm_api, prompt_params=prompt_params, @@ -268,7 +270,7 @@ def validate_streamer(guard_iter): result.validation_passed, result.validated_output, guard.history, - result.raw_llm_output + result.raw_llm_output, ) # collect_telemetry( diff --git a/src/classes/validation_output.py b/src/classes/validation_output.py index 6c6eb77..3d44d61 100644 --- a/src/classes/validation_output.py +++ b/src/classes/validation_output.py @@ -53,14 +53,10 @@ def __init__( }, "valueAfterValidation": fv.value_after_validation, "startTime": ( - fv.start_time.isoformat() - if fv.start_time - else None + fv.start_time.isoformat() if fv.start_time else None ), "endTime": ( - fv.end_time.isoformat() - if fv.end_time - else None + fv.end_time.isoformat() if fv.end_time else None ), "instanceId": fv.instance_id, "propertyPath": fv.property_path, @@ -80,7 +76,7 @@ def __init__( "validation_errors": [ try_json_loads(fv.validation_result.error_message) for fv in c.iterations.last.failed_validations - ] + ], } for c in calls ] diff --git a/src/utils/get_llm_callable.py b/src/utils/get_llm_callable.py index 9251417..3c12a05 100644 --- a/src/utils/get_llm_callable.py +++ b/src/utils/get_llm_callable.py @@ -35,7 +35,7 @@ def get_llm_callable( return litellm.completion elif model is ValidatePayloadLlmApi.LITELLM_ACOMPLETION: return litellm.acompletion - + else: pass except Exception: diff --git a/src/utils/handle_error.py b/src/utils/handle_error.py index e130d26..a47bfb1 100644 --- a/src/utils/handle_error.py +++ b/src/utils/handle_error.py @@ -17,9 +17,7 @@ def decorator(*args, **kwargs): except HTTPException as http_exception: logger.error(http_exception) traceback.print_exception(http_exception) - http_error = HttpError( - http_exception.code, http_exception.description - ) + http_error = HttpError(http_exception.code, http_exception.description) return http_error.to_dict(), http_error.status except Exception as e: logger.error(e) diff --git a/src/utils/try_json_loads.py b/src/utils/try_json_loads.py index 7720cd1..ad50ffb 100644 --- a/src/utils/try_json_loads.py +++ b/src/utils/try_json_loads.py @@ -5,5 +5,5 @@ def try_json_loads(val): try: string_val = json.loads(val, default=str) return string_val - except: - return val \ No newline at end of file + except Exception: + return val From 33d43ca494abf24134bf36688a8742615ff21368 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 30 May 2024 10:50:51 -0500 Subject: [PATCH 28/46] install dev dependencies before running qa --- .github/workflows/pr_qa.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/pr_qa.yml b/.github/workflows/pr_qa.yml index 4a32324..e2ea5ae 100644 --- a/.github/workflows/pr_qa.yml +++ b/.github/workflows/pr_qa.yml @@ -19,7 +19,7 @@ jobs: run: | python -m pip install --upgrade pip; make install-lock; - opentelemetry-bootstrap -a install; + make install-dev; make qa; ## From c5cf785b0541747f068acdb5ce05ef1e30043633 Mon Sep 17 00:00:00 2001 From: Nicholas Chen Date: Fri, 31 May 2024 11:30:50 -0400 Subject: [PATCH 29/46] In memory guard client (#34) * make guard_client interface, add memory client * modify tests to use pgguard * selectively spin up postgres if pg_host is set * dont support write operations * use non serialized guards for memory guard client * add union types * handle difference between guardstruct and guard in API routes * restore previous pg functionality * fix delete route * return 501s for mutations for in memory guard, fix health check, add second guard to config file * Make Telemetry Optional (#41) * start making otel optional * test on/off, tracer initialization * setup metrics, refactor * update lock * cleanup prints * turn off console traces * remove auto-instr from docker files * compress otel init * add restrict to topic to custom install * setup custom function demo with restrict to topic --------- Co-authored-by: Caleb Courier <13314870+CalebCourier@users.noreply.github.com> Co-authored-by: Caleb Courier --- .gitignore | 3 +- Dockerfile.dev | 2 +- Dockerfile.heavy | 2 +- Dockerfile.lite | 2 +- Dockerfile.prod | 2 +- Makefile | 4 + app.py | 24 ++-- config.py | 55 +++++++++ custom-install/install.py | 4 +- .../manifests/restrict-to-topic.json | 49 ++++++++ hub-requirements.txt | 6 + local.sh | 12 +- requirements-lock.txt | 86 +++++++------- requirements.txt | 4 - src/blueprints/guards.py | 67 ++++++++--- src/blueprints/root.py | 8 +- src/clients/guard_client.py | 97 +++------------- src/clients/memory_guard_client.py | 57 ++++++++++ src/clients/pg_guard_client.py | 102 +++++++++++++++++ src/otel/__init__.py | 30 +++++ src/otel/constants.py | 1 + src/otel/logs.py | 7 ++ src/otel/metrics.py | 63 +++++++++++ src/otel/traces.py | 71 ++++++++++++ tests/blueprints/test_guards.py | 106 ++++++++++++------ tests/clients/test_guard_client.py | 14 ++- 26 files changed, 674 insertions(+), 204 deletions(-) create mode 100644 config.py create mode 100644 custom-install/manifests/restrict-to-topic.json create mode 100644 hub-requirements.txt create mode 100644 src/clients/memory_guard_client.py create mode 100644 src/clients/pg_guard_client.py create mode 100644 src/otel/__init__.py create mode 100644 src/otel/constants.py create mode 100644 src/otel/logs.py create mode 100644 src/otel/metrics.py create mode 100644 src/otel/traces.py diff --git a/.gitignore b/.gitignore index 5d4b883..89ca852 100644 --- a/.gitignore +++ b/.gitignore @@ -23,4 +23,5 @@ opentelemetry-lambda-layer open-api-spec.json open-api-spec.yml .python-version -requirements-lock-old.txt \ No newline at end of file +requirements-lock-old.txt +models \ No newline at end of file diff --git a/Dockerfile.dev b/Dockerfile.dev index c9ef609..3fc7a6c 100644 --- a/Dockerfile.dev +++ b/Dockerfile.dev @@ -48,4 +48,4 @@ COPY . . EXPOSE 8000 -CMD opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 "app:create_app()" +CMD gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 "app:create_app()" diff --git a/Dockerfile.heavy b/Dockerfile.heavy index 921fb34..02273f4 100644 --- a/Dockerfile.heavy +++ b/Dockerfile.heavy @@ -44,5 +44,5 @@ COPY . . EXPOSE 8000 -CMD opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 "app:create_app()" +CMD gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 "app:create_app()" # CMD gunicorn --forwarded-allow-ips="*" --bind 0.0.0.0:8000 --timeout=60 --threads=10 "app:create_app()" diff --git a/Dockerfile.lite b/Dockerfile.lite index fbfb6b2..59094d6 100644 --- a/Dockerfile.lite +++ b/Dockerfile.lite @@ -51,5 +51,5 @@ COPY . . EXPOSE 8000 -CMD opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 --limit-request-line=0 --limit-request-fields=1000 --limit-request-field_size=0 "app:create_app()" +CMD gunicorn --bind 0.0.0.0:8000 --timeout=90 --threads=10 --limit-request-line=0 --limit-request-fields=1000 --limit-request-field_size=0 "app:create_app()" # CMD gunicorn --forwarded-allow-ips="*" --bind 0.0.0.0:8000 --timeout=60 --threads=10 "app:create_app()" diff --git a/Dockerfile.prod b/Dockerfile.prod index db4dc3c..cbd4e41 100644 --- a/Dockerfile.prod +++ b/Dockerfile.prod @@ -37,5 +37,5 @@ COPY . . EXPOSE 8000 -CMD opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=5 --threads=10 "app:create_app()" +CMD gunicorn --bind 0.0.0.0:8000 --timeout=5 --threads=10 "app:create_app()" # CMD gunicorn --forwarded-allow-ips="*" --bind 0.0.0.0:8000 --timeout=60 --threads=10 "app:create_app()" diff --git a/Makefile b/Makefile index 4f0149f..aca24fc 100644 --- a/Makefile +++ b/Makefile @@ -1,7 +1,11 @@ # Installs production dependencies install: pip install -r requirements.txt; + # This is a workaround because of this issue: https://github.com/open-telemetry/opentelemetry-python-contrib/issues/2053 + pip uninstall aiohttp -y + pip install opentelemetry-distro opentelemetry-bootstrap -a install + pip install aiohttp # Installs development dependencies install-dev: diff --git a/app.py b/app.py index aad8666..756043f 100644 --- a/app.py +++ b/app.py @@ -4,7 +4,8 @@ from werkzeug.middleware.proxy_fix import ProxyFix from urllib.parse import urlparse from guardrails import configure_logging -# from opentelemetry.instrumentation.flask import FlaskInstrumentor +from opentelemetry.instrumentation.flask import FlaskInstrumentor +from src.otel import otel_is_enabled, initialize class ReverseProxied(object): @@ -19,6 +20,10 @@ def __call__(self, environ, start_response): def create_app(): + if os.environ.get("APP_ENVIRONMENT") != "production": + from dotenv import load_dotenv + load_dotenv() + app = Flask(__name__) app.config["APPLICATION_ROOT"] = "/" @@ -31,12 +36,17 @@ def create_app(): guardrails_log_level = os.environ.get("GUARDRAILS_LOG_LEVEL", "INFO") configure_logging(log_level=guardrails_log_level) - # FlaskInstrumentor().instrument_app(app) - - from src.clients.postgres_client import PostgresClient - - pg_client = PostgresClient() - pg_client.initialize(app) + + if otel_is_enabled(): + FlaskInstrumentor().instrument_app(app) + initialize() + + pg_host = os.environ.get("PGHOST", None) + # if no pg_host is set, don't set up postgres + if pg_host is not None: + from src.clients.postgres_client import PostgresClient + pg_client = PostgresClient() + pg_client.initialize(app) from src.blueprints.root import root_bp from src.blueprints.guards import guards_bp diff --git a/config.py b/config.py new file mode 100644 index 0000000..5667e9f --- /dev/null +++ b/config.py @@ -0,0 +1,55 @@ +''' +All guards defined here will be initialized, if and only if +the application is using in memory guards. + +The application will use in memory guards if pg_host is left +undefined. Otherwise, a postgres instance will be started +and guards will be persisted into postgres. In that case, +these guards will not be initialized. +''' + +from guardrails import Guard +from guardrails.hub import RegexMatch, RestrictToTopic + +name_case = Guard( + name='name-case', + description='Checks that a string is in Name Case format.' +).use( + RegexMatch(regex="^[A-Z][a-z\\s]*$") +) + +all_caps = Guard( + name='all-caps', + description='Checks that a string is all capital.' +).use( + RegexMatch(regex="^[A-Z\\s]*$") +) + +valid_topics = ["music", "cooking", "camping", "outdoors"] +invalid_topics = ["sports", "work", "ai"] +all_topics = [*valid_topics, *invalid_topics] + +def custom_llm (text: str, *args, **kwargs): + return [ + { + "name": t, + "present": (t in text), + "confidence": 5 + } + for t in all_topics + ] + +custom_code_guard = Guard( + name='custom', + description='Uses a custom llm for RestrictToTopic' +).use( + RestrictToTopic( + valid_topics=valid_topics, + invalid_topics=invalid_topics, + llm_callable=custom_llm, + disable_classifier=True, + disable_llm=False, + # Pass this so it doesn't load the bart model + classifier_api_endpoint="https://m-1e7af27102f54c3a9eb9cb11aa4715bd-m.default.model-v2.inferless.com/v2/models/RestrictToTopic_1e7af27102f54c3a9eb9cb11aa4715bd/versions/1/infer", + ) +) \ No newline at end of file diff --git a/custom-install/install.py b/custom-install/install.py index 4188e41..85ea608 100644 --- a/custom-install/install.py +++ b/custom-install/install.py @@ -39,6 +39,7 @@ def load_manifest(fileName: str) -> Dict[str, Any]: "guardrails/detect_pii": load_manifest("detect-pii.json"), "guardrails/competitor_check": load_manifest("competitor-check.json"), "guardrails/many_shot_jailbreak": load_manifest("jailbreak.json"), + "tryolabs/restricttotopic": load_manifest("restrict-to-topic.json"), } def get_validator_manifest(module_name) -> ModuleManifest: @@ -105,7 +106,8 @@ def custom_install(package_uri: str): logger.log(level=LEVELS.get("SPAM"), msg=success_message_logger) # type: ignore -custom_install("hub://guardrails/provenance_llm") +# custom_install("hub://guardrails/provenance_llm") +custom_install("hub://tryolabs/restricttotopic") # custom_install("hub://guardrails/detect_pii") # custom_install("hub://guardrails/competitor_check") # custom_install("hub://guardrails/many_shot_jailbreak") diff --git a/custom-install/manifests/restrict-to-topic.json b/custom-install/manifests/restrict-to-topic.json new file mode 100644 index 0000000..3f55972 --- /dev/null +++ b/custom-install/manifests/restrict-to-topic.json @@ -0,0 +1,49 @@ +{ + "name": "Restrict to Topic", + "author": { + "name": "Tryolabs", + "email": "hello@tryolabs.com" + }, + "maintainers": [{ + "name": "Paz", + "email": "paz@tyrolabs.com" + }], + "repository": { + "url": "https://github.com/guardrails-ai/restricttotopic.git", + "branch": "streaming_demo" + }, + "index": "./__init__.py", + "exports": [ + "RestrictToTopic" + ], + "tags": { + "language": [ + "en" + ], + "certification": [ + "Guardrails Certified" + ], + "contentType": [ + "string" + ], + "infrastructureRequirements": [ + "LLM", + "ML" + ], + "riskCategory": [ + "Etiquette", + "Jailbreaking", + "Brand risk" + ], + "useCases": [ + "Chatbots", + "Customer Support" + ] + }, + "id": "tryolabs/restricttotopic", + "namespace": "tryolabs", + "packageName": "restricttotopic", + "moduleName": "validator", + "requiresAuth": false, + "postInstall": "post-install.py" +} \ No newline at end of file diff --git a/hub-requirements.txt b/hub-requirements.txt new file mode 100644 index 0000000..c117ad4 --- /dev/null +++ b/hub-requirements.txt @@ -0,0 +1,6 @@ +hub://guardrails/ends_with +hub://guardrails/extracted_summary_sentences_match +hub://guardrails/llm_critic +hub://guardrails/provenance_embeddings +hub://guardrails/valid_length +hub://guardrails/regex_match \ No newline at end of file diff --git a/local.sh b/local.sh index ec129b3..40a0fec 100644 --- a/local.sh +++ b/local.sh @@ -4,7 +4,7 @@ export AWS_PROFILE=dev export AWS_DEFAULT_REGION=us-east-1 export PGPORT=5432 export PGDATABASE=postgres -export PGHOST=localhost +# export PGHOST=localhost export PGUSER=${PGUSER:-postgres} export PGPASSWORD=${PGPASSWORD:-changeme} @@ -13,15 +13,18 @@ export PGPASSWORD=${PGPASSWORD:-changeme} export PYTHONUNBUFFERED=1 export OTEL_PYTHON_TRACER_PROVIDER=sdk_tracer_provider export OTEL_SERVICE_NAME=guardrails-api -export OTEL_TRACES_EXPORTER=none # otlp #,console +export OTEL_TRACES_EXPORTER=otlp #,console export OTEL_INSTRUMENTATION_HTTP_CAPTURE_HEADERS_SERVER_REQUEST="Accept-Encoding,User-Agent,Referer" export OTEL_INSTRUMENTATION_HTTP_CAPTURE_HEADERS_SERVER_RESPONSE="Last-Modified,Content-Type" export OTEL_METRICS_EXPORTER=none #otlp #,console -export OTEL_EXPORTER_OTLP_PROTOCOL=http/protobuf +# export OTEL_EXPORTER_OTLP_PROTOCOL=http/protobuf # export OTEL_EXPORTER_OTLP_ENDPOINT=https://hty0gc1ok3.execute-api.us-east-1.amazonaws.com +export OTEL_EXPORTER_OTLP_PROTOCOL=grpc export OTEL_EXPORTER_OTLP_ENDPOINT=http://localhost:4317 +export OTEL_SDK_DISABLED=true + # export OTEL_EXPORTER_OTLP_TRACES_ENDPOINT=https://hty0gc1ok3.execute-api.us-east-1.amazonaws.com/v1/traces # export OTEL_EXPORTER_OTLP_METRICS_ENDPOINT=https://hty0gc1ok3.execute-api.us-east-1.amazonaws.com/v1/metrics # export OTEL_EXPORTER_OTLP_LOGS_ENDPOINT=https://hty0gc1ok3.execute-api.us-east-1.amazonaws.com/v1/logs @@ -44,7 +47,6 @@ npx @redocly/cli bundle --dereferenced --output ./open-api-spec.json --ext json -# opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=5 --threads=10 "app:create_app()" # For running https locally # gunicorn --keyfile ~/certificates/local.key --certfile ~/certificates/local.cert --bind 0.0.0.0:8000 --timeout=5 --threads=10 "app:create_app()" -opentelemetry-instrument gunicorn --bind 0.0.0.0:8000 --timeout=5 --threads=10 "app:create_app()" \ No newline at end of file +gunicorn --bind 0.0.0.0:8000 --timeout=5 --threads=10 "app:create_app()" \ No newline at end of file diff --git a/requirements-lock.txt b/requirements-lock.txt index 8ef9195..5171469 100644 --- a/requirements-lock.txt +++ b/requirements-lock.txt @@ -1,12 +1,12 @@ aiohttp==3.9.5 aiosignal==1.3.1 annotated-types==0.7.0 -anyio==4.3.0 +anyio==4.4.0 +asgiref==3.8.1 attrs==23.2.0 -backoff==2.2.1 blinker==1.8.2 -boto3==1.34.112 -botocore==1.34.112 +boto3==1.34.115 +botocore==1.34.115 certifi==2024.2.2 cffi==1.16.0 charset-normalizer==3.3.2 @@ -26,15 +26,15 @@ fsspec==2024.5.0 googleapis-common-protos==1.63.0 griffe==0.36.9 grpcio==1.64.0 -guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@603c4df1ff83c71535a74c1bc2d48bf719f8e59e +guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@fd77007dfe823f8cb32cd314b78e5f63aea71e9a gunicorn==22.0.0 h11==0.14.0 httpcore==1.0.5 httpx==0.27.0 -huggingface-hub==0.23.1 +huggingface-hub==0.23.2 humanfriendly==10.0 idna==3.7 -importlib-metadata==6.11.0 +importlib-metadata==7.0.0 itsdangerous==2.2.0 Jinja2==3.1.4 jmespath==1.0.1 @@ -45,8 +45,8 @@ jsonschema==4.22.0 jsonschema-specifications==2023.12.1 jwt==1.3.1 langchain-core==0.1.52 -langsmith==0.1.63 -litellm==1.38.2 +langsmith==0.1.65 +litellm==1.39.3 lxml==4.9.4 markdown-it-py==3.0.0 MarkupSafe==2.1.5 @@ -54,41 +54,44 @@ mdurl==0.1.2 multidict==6.0.5 nltk==3.8.1 numpy==1.26.4 -openai==1.30.3 -opentelemetry-api==1.20.0 -opentelemetry-distro==0.41b0 -opentelemetry-exporter-otlp-proto-common==1.20.0 -opentelemetry-exporter-otlp-proto-grpc==1.20.0 -opentelemetry-exporter-otlp-proto-http==1.20.0 -opentelemetry-instrumentation==0.41b0 -opentelemetry-instrumentation-aiohttp-client==0.41b0 -opentelemetry-instrumentation-aws-lambda==0.41b0 -opentelemetry-instrumentation-boto3sqs==0.41b0 -opentelemetry-instrumentation-botocore==0.41b0 -opentelemetry-instrumentation-dbapi==0.41b0 -opentelemetry-instrumentation-grpc==0.41b0 -opentelemetry-instrumentation-httpx==0.41b0 -opentelemetry-instrumentation-jinja2==0.41b0 -opentelemetry-instrumentation-logging==0.41b0 -opentelemetry-instrumentation-requests==0.41b0 -opentelemetry-instrumentation-sqlalchemy==0.41b0 -opentelemetry-instrumentation-sqlite3==0.41b0 -opentelemetry-instrumentation-tortoiseorm==0.41b0 -opentelemetry-instrumentation-urllib==0.41b0 -opentelemetry-instrumentation-urllib3==0.41b0 -opentelemetry-instrumentation-wsgi==0.41b0 +openai==1.30.5 +opentelemetry-api==1.24.0 +opentelemetry-distro==0.45b0 +opentelemetry-exporter-otlp-proto-common==1.24.0 +opentelemetry-exporter-otlp-proto-grpc==1.24.0 +opentelemetry-exporter-otlp-proto-http==1.24.0 +opentelemetry-instrumentation==0.45b0 +opentelemetry-instrumentation-asgi==0.45b0 +opentelemetry-instrumentation-asyncio==0.45b0 +opentelemetry-instrumentation-aws-lambda==0.45b0 +opentelemetry-instrumentation-boto3sqs==0.45b0 +opentelemetry-instrumentation-botocore==0.45b0 +opentelemetry-instrumentation-dbapi==0.45b0 +opentelemetry-instrumentation-flask==0.45b0 +opentelemetry-instrumentation-grpc==0.45b0 +opentelemetry-instrumentation-httpx==0.45b0 +opentelemetry-instrumentation-jinja2==0.45b0 +opentelemetry-instrumentation-logging==0.45b0 +opentelemetry-instrumentation-requests==0.45b0 +opentelemetry-instrumentation-sqlalchemy==0.45b0 +opentelemetry-instrumentation-sqlite3==0.45b0 +opentelemetry-instrumentation-tortoiseorm==0.45b0 +opentelemetry-instrumentation-urllib==0.45b0 +opentelemetry-instrumentation-urllib3==0.45b0 +opentelemetry-instrumentation-wsgi==0.45b0 opentelemetry-propagator-aws-xray==1.0.1 -opentelemetry-proto==1.20.0 -opentelemetry-sdk==1.20.0 -opentelemetry-semantic-conventions==0.41b0 -opentelemetry-util-http==0.41b0 +opentelemetry-proto==1.24.0 +opentelemetry-sdk==1.24.0 +opentelemetry-semantic-conventions==0.45b0 +opentelemetry-test-utils==0.45b0 +opentelemetry-util-http==0.45b0 orjson==3.10.3 packaging==23.2 protobuf==4.25.3 psycopg2-binary==2.9.9 pycparser==2.22 -pydantic==2.7.1 -pydantic_core==2.18.2 +pydantic==2.7.2 +pydantic_core==2.18.3 pydash==7.0.7 Pygments==2.18.0 python-dateutil==2.9.0.post0 @@ -96,17 +99,18 @@ python-dotenv==1.0.1 PyYAML==6.0.1 referencing==0.35.1 regex==2023.12.25 -requests==2.32.2 +requests==2.32.3 rich==13.7.1 rpds-py==0.18.1 rstr==3.2.2 s3transfer==0.10.1 +setuptools==70.0.0 shellingham==1.5.4 six==1.16.0 sniffio==1.3.1 SQLAlchemy==2.0.30 tenacity==8.3.0 -tiktoken==0.5.2 +tiktoken==0.7.0 tokenizers==0.19.1 tqdm==4.66.4 typer==0.9.4 @@ -115,4 +119,4 @@ urllib3==2.2.1 Werkzeug==3.0.3 wrapt==1.16.0 yarl==1.9.4 -zipp==3.18.2 +zipp==3.19.0 diff --git a/requirements.txt b/requirements.txt index b680fd6..ff07f72 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,10 +6,6 @@ guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@hub-playgrou # Pip confuses tag versions with commit ids, # and claims a conflict even though it's the same thing. # guard-rails-api-client @ git+https://github.com/guardrails-ai/guardrails-api-client.git@v0.0.2#egg=guard-rails-api-client&subdirectory=guard-rails-api-client -opentelemetry-distro==0.41b0 -opentelemetry-sdk==1.20.0 -opentelemetry-exporter-otlp-proto-grpc==1.20.0 -opentelemetry-exporter-otlp-proto-http==1.20.0 flask_sqlalchemy werkzeug jsonschema diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 6a6661d..4ccd971 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -1,4 +1,5 @@ import json +import os from guardrails.hub import * # noqa from string import Template from typing import Any, Dict, cast @@ -10,35 +11,47 @@ from src.classes.guard_struct import GuardStruct from src.classes.http_error import HttpError from src.classes.validation_output import ValidationOutput -from src.clients.guard_client import GuardClient +from src.clients.memory_guard_client import MemoryGuardClient +from src.clients.pg_guard_client import PGGuardClient from src.utils.handle_error import handle_error -from src.utils.gather_request_metrics import gather_request_metrics from src.utils.get_llm_callable import get_llm_callable from src.utils.prep_environment import cleanup_environment, prep_environment guards_bp = Blueprint("guards", __name__, url_prefix="/guards") -guard_client = GuardClient() - -@guards_bp.after_request -def after_request_func(response): - print("after_request executing...") - print("status code: ", response.status_code) - return response +pg_host = os.environ.get("PGHOST", None) +# if no pg_host is set, use in memory guards +if pg_host is not None: + guard_client = PGGuardClient() +else: + guard_client = MemoryGuardClient() + # read in guards from file + import config + exports = config.__dir__() + for export_name in exports: + export = getattr(config, export_name) + is_guard = isinstance(export, Guard) + if is_guard: + guard_client.create_guard(export) @guards_bp.route("/", methods=["GET", "POST"]) @handle_error -@gather_request_metrics def guards(): if request.method == "GET": guards = guard_client.get_guards() + if len(guards)>0 and (isinstance(guards[0], Guard)): + return [g._to_request() for g in guards] return [g.to_response() for g in guards] elif request.method == "POST": + if pg_host is None: + raise HttpError(501, 'NotImplemented', 'POST /guards is not implemented for in-memory guards.') payload = request.json guard = GuardStruct.from_request(payload) new_guard = guard_client.create_guard(guard) + if isinstance(new_guard, Guard): + return new_guard._to_request() return new_guard.to_response() else: raise HttpError( @@ -51,20 +64,37 @@ def guards(): @guards_bp.route("/", methods=["GET", "PUT", "DELETE"]) @handle_error -@gather_request_metrics def guard(guard_name: str): decoded_guard_name = unquote_plus(guard_name) if request.method == "GET": as_of_query = request.args.get("asOf") guard = guard_client.get_guard(decoded_guard_name, as_of_query) + if guard is None: + raise HttpError( + 404, + "NotFound", + "A Guard with the name {guard_name} does not exist!".format( + guard_name=decoded_guard_name + ), + ) + if isinstance(guard, Guard): + return guard._to_request() return guard.to_response() elif request.method == "PUT": + if pg_host is None: + raise HttpError(501, 'NotImplemented', 'PUT / is not implemented for in-memory guards.') payload = request.json guard = GuardStruct.from_request(payload) updated_guard = guard_client.upsert_guard(decoded_guard_name, guard) + if isinstance(updated_guard, Guard): + return updated_guard._to_request() return updated_guard.to_response() elif request.method == "DELETE": + if pg_host is None: + raise HttpError(501, 'NotImplemented', 'DELETE / is not implemented for in-memory guards.') guard = guard_client.delete_guard(decoded_guard_name) + if isinstance(guard, Guard): + return guard._to_request() return guard.to_response() else: raise HttpError( @@ -118,7 +148,6 @@ def collect_telemetry( @guards_bp.route("//validate", methods=["POST"]) @handle_error -@gather_request_metrics def validate(guard_name: str): from rich import print @@ -136,7 +165,9 @@ def validate(guard_name: str): openai_api_key = request.headers.get("x-openai-api-key", None) decoded_guard_name = unquote_plus(guard_name) guard_struct = guard_client.get_guard(decoded_guard_name) - prep_environment(guard_struct) + if isinstance(guard_struct, GuardStruct): + # TODO: is there a way to do this with Guard? + prep_environment(guard_struct) llm_output = payload.pop("llmOutput", None) num_reasks = payload.pop("numReasks", guard_struct.num_reasks) @@ -154,8 +185,10 @@ def validate(guard_name: str): # f"validate-{decoded_guard_name}" # ) as validate_span: # guard: Guard = guard_struct.to_guard(openai_api_key, otel_tracer) - guard: Guard = guard_struct.to_guard(openai_api_key) - + if isinstance(guard_struct, GuardStruct): + guard: Guard = guard_struct.to_guard(openai_api_key) + elif isinstance(guard_struct, Guard): + guard = guard_struct # validate_span.set_attribute("guardName", decoded_guard_name) if llm_api is not None: llm_api = get_llm_callable(llm_api) @@ -280,6 +313,6 @@ def validate_streamer(guard_iter): # prompt_params=prompt_params, # result=result # ) - - cleanup_environment(guard_struct) + if isinstance(guard_struct, GuardStruct): + cleanup_environment(guard_struct) return validation_output.to_response() diff --git a/src/blueprints/root.py b/src/blueprints/root.py index 759a584..73e3eec 100644 --- a/src/blueprints/root.py +++ b/src/blueprints/root.py @@ -18,15 +18,17 @@ @root_bp.route("/") @handle_error -@gather_request_metrics def home(): return "Hello, Flask!" @root_bp.route("/health-check") @handle_error -@gather_request_metrics def health_check(): + # If we're not using postgres, just return Ok + pg_host = os.environ.get("PGHOST", None) + if pg_host is None: + return HealthCheck(200, "Ok").to_dict() # Make sure we're connected to the database and can run queries pg_client = PostgresClient() query = text("SELECT count(datid) FROM pg_stat_activity;") @@ -42,7 +44,6 @@ def health_check(): @root_bp.route("/api-docs") @handle_error -@gather_request_metrics def api_docs(): global cached_api_spec if not cached_api_spec: @@ -53,7 +54,6 @@ def api_docs(): @root_bp.route("/docs") @handle_error -@gather_request_metrics def docs(): host = os.environ.get("SELF_ENDPOINT", "http://localhost:8000") swagger_ui = Template(""" diff --git a/src/clients/guard_client.py b/src/clients/guard_client.py index 13815cd..c4e7b0c 100644 --- a/src/clients/guard_client.py +++ b/src/clients/guard_client.py @@ -1,94 +1,27 @@ -from typing import List +from typing import List, Union + +from guardrails import Guard from src.classes.guard_struct import GuardStruct -from src.classes.http_error import HttpError from src.models.guard_item import GuardItem -from src.clients.postgres_client import PostgresClient -from src.models.guard_item_audit import GuardItemAudit class GuardClient: def __init__(self): self.initialized = True - self.pgClient = PostgresClient() - - def get_guard(self, guard_name: str, as_of_date: str = None) -> GuardStruct: - latest_guard_item = ( - self.pgClient.db.session.query(GuardItem).filter_by(name=guard_name).first() - ) - audit_item = None - if as_of_date is not None: - audit_item = ( - self.pgClient.db.session.query(GuardItemAudit) - .filter_by(name=guard_name) - .filter(GuardItemAudit.replaced_on > as_of_date) - .order_by(GuardItemAudit.replaced_on.asc()) - .first() - ) - guard_item = audit_item if audit_item is not None else latest_guard_item - if guard_item is None: - raise HttpError( - status=404, - message="NotFound", - cause=f"A Guard with the name {guard_name} does not exist!", - ) - return GuardStruct.from_guard_item(guard_item) - - def get_guard_item(self, guard_name: str) -> GuardItem: - return ( - self.pgClient.db.session.query(GuardItem).filter_by(name=guard_name).first() - ) - - def get_guards(self) -> List[GuardStruct]: - guard_items = self.pgClient.db.session.query(GuardItem).all() + def get_guard(self, guard_name: str, as_of_date: str = None) -> Union[GuardStruct, Guard]: + raise NotImplementedError - return [GuardStruct.from_guard_item(gi) for gi in guard_items] + def get_guards(self) -> List[Union[GuardStruct, Guard]]: + raise NotImplementedError - def create_guard(self, guard: GuardStruct) -> GuardStruct: - guard_item = GuardItem( - name=guard.name, - railspec=guard.railspec.to_dict(), - num_reasks=guard.num_reasks, - description=guard.description, - ) - self.pgClient.db.session.add(guard_item) - self.pgClient.db.session.commit() - return GuardStruct.from_guard_item(guard_item) + def create_guard(self, guard: Union[GuardStruct, Guard]) -> Union[GuardStruct, Guard]: + raise NotImplementedError - def update_guard(self, guard_name: str, guard: GuardStruct) -> GuardStruct: - guard_item = self.get_guard_item(guard_name) - if guard_item is None: - raise HttpError( - status=404, - message="NotFound", - cause=f"A Guard with the name {guard_name} does not exist!", - ) - guard_item.railspec = guard.railspec.to_dict() - guard_item.num_reasks = guard.num_reasks - self.pgClient.db.session.commit() - return GuardStruct.from_guard_item(guard_item) + def update_guard(self, guard_name: str, guard: Union[GuardStruct, Guard]) -> Union[GuardStruct, Guard]: + raise NotImplementedError - def upsert_guard(self, guard_name: str, guard: GuardStruct) -> GuardStruct: - guard_item = self.get_guard_item(guard_name) - if guard_item is not None: - guard_item.railspec = guard.railspec.to_dict() - guard_item.num_reasks = guard.num_reasks - guard_item.description = guard.description - self.pgClient.db.session.commit() - return GuardStruct.from_guard_item(guard_item) - else: - return self.create_guard(guard) + def upsert_guard(self, guard_name: str, guard: Union[GuardStruct, Guard]) -> Union[GuardStruct, Guard]: + raise NotImplementedError - def delete_guard(self, guard_name: str) -> GuardStruct: - guard_item = self.get_guard_item(guard_name) - if guard_item is None: - raise HttpError( - status=404, - message="NotFound", - cause="A Guard with the name {guard_name} does not exist!".format( - guard_name=guard_name - ), - ) - self.pgClient.db.session.delete(guard_item) - self.pgClient.db.session.commit() - guard = GuardStruct.from_guard_item(guard_item) - return guard + def delete_guard(self, guard_name: str) -> Union[GuardStruct, Guard]: + raise NotImplementedError diff --git a/src/clients/memory_guard_client.py b/src/clients/memory_guard_client.py new file mode 100644 index 0000000..c9071c3 --- /dev/null +++ b/src/clients/memory_guard_client.py @@ -0,0 +1,57 @@ +from typing import List + +from guardrails import Guard +from src.classes.http_error import HttpError +from src.clients.guard_client import GuardClient +from src.models.guard_item import GuardItem +from src.clients.postgres_client import PostgresClient +from src.models.guard_item_audit import GuardItemAudit + + +class MemoryGuardClient(GuardClient): + # key value pair of guard_name to guard + guards = {} + def __init__(self): + self.initialized = True + + + def get_guard(self, guard_name: str, as_of_date: str = None) -> Guard: + guard = self.guards.get(guard_name, None) + return guard + + def get_guards(self) -> List[Guard]: + return list(self.guards.values()) + + def create_guard(self, guard: Guard) -> Guard: + self.guards[guard.name] = guard + return guard + + def update_guard(self, guard_name: str, new_guard: Guard) -> Guard: + old_guard = self.get_guard(guard_name) + if old_guard is None: + raise HttpError( + status=404, + message="NotFound", + cause="A Guard with the name {guard_name} does not exist!".format( + guard_name=guard_name + ), + ) + self.guards[guard_name] = new_guard + return new_guard + + def upsert_guard(self, guard_name: str, new_guard: Guard) -> Guard: + self.create_guard(new_guard) + return new_guard + + def delete_guard(self, guard_name: str) -> Guard: + deleted_guard = self.get_guard(guard_name) + if deleted_guard is None: + raise HttpError( + status=404, + message="NotFound", + cause="A Guard with the name {guard_name} does not exist!".format( + guard_name=guard_name + ), + ) + del self.guards[guard_name] + return deleted_guard diff --git a/src/clients/pg_guard_client.py b/src/clients/pg_guard_client.py new file mode 100644 index 0000000..1e632e8 --- /dev/null +++ b/src/clients/pg_guard_client.py @@ -0,0 +1,102 @@ +from typing import List +from src.classes.guard_struct import GuardStruct +from src.classes.http_error import HttpError +from src.clients.guard_client import GuardClient +from src.models.guard_item import GuardItem +from src.clients.postgres_client import PostgresClient +from src.models.guard_item_audit import GuardItemAudit + + +class PGGuardClient(GuardClient): + def __init__(self): + self.initialized = True + self.pgClient = PostgresClient() + + def get_guard(self, guard_name: str, as_of_date: str = None) -> GuardStruct: + latest_guard_item = ( + self.pgClient.db.session.query(GuardItem) + .filter_by(name=guard_name) + .first() + ) + audit_item = None + if as_of_date is not None: + audit_item = ( + self.pgClient.db.session.query(GuardItemAudit) + .filter_by(name=guard_name) + .filter(GuardItemAudit.replaced_on > as_of_date) + .order_by(GuardItemAudit.replaced_on.asc()) + .first() + ) + guard_item = audit_item if audit_item is not None else latest_guard_item + if guard_item is None: + raise HttpError( + status=404, + message="NotFound", + cause="A Guard with the name {guard_name} does not exist!".format( + guard_name=guard_name + ), + ) + return GuardStruct.from_guard_item(guard_item) + + def get_guard_item(self, guard_name: str) -> GuardItem: + return ( + self.pgClient.db.session.query(GuardItem) + .filter_by(name=guard_name) + .first() + ) + + def get_guards(self) -> List[GuardStruct]: + guard_items = self.pgClient.db.session.query(GuardItem).all() + + return [GuardStruct.from_guard_item(gi) for gi in guard_items] + + def create_guard(self, guard: GuardStruct) -> GuardStruct: + guard_item = GuardItem( + name=guard.name, + railspec=guard.railspec.to_dict(), + num_reasks=guard.num_reasks, + description=guard.description, + ) + self.pgClient.db.session.add(guard_item) + self.pgClient.db.session.commit() + return GuardStruct.from_guard_item(guard_item) + + def update_guard(self, guard_name: str, guard: GuardStruct) -> GuardStruct: + guard_item = self.get_guard_item(guard_name) + if guard_item is None: + raise HttpError( + status=404, + message="NotFound", + cause="A Guard with the name {guard_name} does not exist!".format( + guard_name=guard_name + ), + ) + guard_item.railspec = guard.railspec.to_dict() + guard_item.num_reasks = guard.num_reasks + self.pgClient.db.session.commit() + return GuardStruct.from_guard_item(guard_item) + + def upsert_guard(self, guard_name: str, guard: GuardStruct) -> GuardStruct: + guard_item = self.get_guard_item(guard_name) + if guard_item is not None: + guard_item.railspec = guard.railspec.to_dict() + guard_item.num_reasks = guard.num_reasks + self.pgClient.db.session.commit() + return GuardStruct.from_guard_item(guard_item) + else: + return self.create_guard(guard) + + def delete_guard(self, guard_name: str) -> GuardStruct: + guard_item = self.get_guard_item(guard_name) + if guard_item is None: + raise HttpError( + status=404, + message="NotFound", + cause="A Guard with the name {guard_name} does not exist!".format( + guard_name=guard_name + ), + ) + self.pgClient.db.session.delete(guard_item) + self.pgClient.db.session.commit() + guard = GuardStruct.from_guard_item(guard_item) + return guard diff --git a/src/otel/__init__.py b/src/otel/__init__.py new file mode 100644 index 0000000..9c85b02 --- /dev/null +++ b/src/otel/__init__.py @@ -0,0 +1,30 @@ +import os +from src.otel.logs import logs_are_enabled +from src.otel.metrics import ( + initialize_metrics_collector, + metrics_are_enabled, + get_meter # noqa +) +from src.otel.traces import ( + traces_are_enabled, + initialize_tracer, + get_tracer # noqa +) + + +def otel_is_enabled() -> bool: + sdk_is_disabled = os.environ.get("OTEL_SDK_DISABLED") == "true" + + any_signals_enabled = ( + traces_are_enabled() + or metrics_are_enabled() + or logs_are_enabled() + ) + return False if sdk_is_disabled else any_signals_enabled + + +def initialize(): + initialize_tracer() + initialize_metrics_collector() + # Logs are supported yet in the Python SDK + # initialize_logs_collector() \ No newline at end of file diff --git a/src/otel/constants.py b/src/otel/constants.py new file mode 100644 index 0000000..e1b8b89 --- /dev/null +++ b/src/otel/constants.py @@ -0,0 +1 @@ +none = "none" \ No newline at end of file diff --git a/src/otel/logs.py b/src/otel/logs.py new file mode 100644 index 0000000..37b4297 --- /dev/null +++ b/src/otel/logs.py @@ -0,0 +1,7 @@ +import os +from src.otel.constants import none + + +def logs_are_enabled() -> bool: + otel_logs_exporter = os.environ.get("OTEL_LOGS_EXPORTER", none) + return otel_logs_exporter != none \ No newline at end of file diff --git a/src/otel/metrics.py b/src/otel/metrics.py new file mode 100644 index 0000000..bf9223c --- /dev/null +++ b/src/otel/metrics.py @@ -0,0 +1,63 @@ +import os +from typing import Optional +from opentelemetry import metrics +from opentelemetry.metrics import Meter +from opentelemetry.sdk.metrics import MeterProvider +from opentelemetry.sdk.metrics.export import ( + ConsoleMetricExporter, + MetricReader, + PeriodicExportingMetricReader, + MetricExporter +) +from opentelemetry.exporter.otlp.proto.http.metric_exporter import ( + OTLPMetricExporter as HttpMetricExporter +) +from opentelemetry.exporter.otlp.proto.grpc.metric_exporter import ( + OTLPMetricExporter as GrpcMetricExporter +) +from src.otel.constants import none + + +def metrics_are_enabled() -> bool: + otel_metrics_exporter = os.environ.get("OTEL_METRICS_EXPORTER", none) + return otel_metrics_exporter != none + + +def get_meter(name: Optional[str] = None) -> Meter: + meter_name = name or os.environ.get("OTEL_SERVICE_NAME", "guardrails-api") + meter = metrics.get_meter(meter_name) + + return meter + + +def get_metrics_exporter(exporter_type: str) -> MetricExporter: + if exporter_type == "otlp": + otlp_protocol = os.environ.get("OTEL_EXPORTER_OTLP_PROTOCOL", "http/protobuf") + metrics_exporter = HttpMetricExporter() + if otlp_protocol == "grpc": + metrics_exporter = GrpcMetricExporter() + return metrics_exporter + elif exporter_type == "console": + return ConsoleMetricExporter() + + + +def initialize_metrics_collector(): + if metrics_are_enabled(): + metrics_exporter_settings = os.environ.get("OTEL_METRICS_EXPORTER", "none").split(",") + metric_exporters = [ + get_metrics_exporter(e) + for e in metrics_exporter_settings + if e != "none" + ] + + metric_readers = [] + for exporter in metric_exporters: + metric_readers.append( + PeriodicExportingMetricReader(exporter) + ) + + provider = MeterProvider(metric_readers=metric_readers) + metrics.set_meter_provider(provider) + + get_meter() \ No newline at end of file diff --git a/src/otel/traces.py b/src/otel/traces.py new file mode 100644 index 0000000..ebe4f07 --- /dev/null +++ b/src/otel/traces.py @@ -0,0 +1,71 @@ +import os +from typing import Optional +from opentelemetry import trace +from opentelemetry.trace import Tracer +from opentelemetry.sdk.trace import TracerProvider +from opentelemetry.sdk.trace.export import ( + BatchSpanProcessor, + SimpleSpanProcessor, + ConsoleSpanExporter, + SpanExporter, + SpanProcessor +) +from opentelemetry.exporter.otlp.proto.http.trace_exporter import ( + OTLPSpanExporter as HttpSpanExporter +) +from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import ( + OTLPSpanExporter as GrpcSpanExporter +) +from src.otel.constants import none + + +def traces_are_enabled() -> bool: + otel_traces_exporter = os.environ.get("OTEL_TRACES_EXPORTER", none) + return otel_traces_exporter != none + + +def get_tracer(name: Optional[str] = None) -> Tracer: + tracer_name = name or os.environ.get("OTEL_SERVICE_NAME", "guardrails-api") + tracer = trace.get_tracer(tracer_name) + + return tracer + +def get_span_exporter(exporter_type: str) -> SpanExporter: + if exporter_type == "otlp": + otlp_protocol = os.environ.get("OTEL_EXPORTER_OTLP_PROTOCOL", "http/protobuf") + trace_exporter = HttpSpanExporter() + if otlp_protocol == "grpc": + trace_exporter = GrpcSpanExporter() + return trace_exporter + elif exporter_type == "console": + return ConsoleSpanExporter() + + +def set_span_processors( + tracer_provider: TracerProvider, + exporter: SpanExporter, + use_batch: bool, +) -> SpanProcessor: + span_processor = BatchSpanProcessor(exporter) + if not use_batch: + span_processor = SimpleSpanProcessor(exporter) + tracer_provider.add_span_processor(span_processor) + + +def initialize_tracer(): + if traces_are_enabled(): + tracer_provider = trace.get_tracer_provider() + + trace_exporter_settings = os.environ.get("OTEL_TRACES_EXPORTER", "none").split(",") + trace_exporters = [ + get_span_exporter(e) + for e in trace_exporter_settings + if e != "none" + ] + + use_batch = os.environ.get("OTEL_PROCESS_IN_BATCH", "true") == "true" + for exporter in trace_exporters: + set_span_processors(tracer_provider, exporter, use_batch) + + # Initialize singleton + get_tracer() \ No newline at end of file diff --git a/tests/blueprints/test_guards.py b/tests/blueprints/test_guards.py index 154fa2b..871009d 100644 --- a/tests/blueprints/test_guards.py +++ b/tests/blueprints/test_guards.py @@ -24,10 +24,15 @@ def test_guards__get(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mock_get_guards = mocker.patch( - "src.blueprints.guards.GuardClient.get_guards", return_value=[mock_guard] - ) - mocker.patch("src.blueprints.guards.get_tracer") + mock_get_guards = mocker.patch("src.blueprints.guards.guard", return_value=[mock_guard]) + mocker.patch("src.blueprints.guards.collect_telemetry") + + # >>> Conflict + # mock_get_guards = mocker.patch( + # "src.blueprints.guards.GuardClient.get_guards", return_value=[mock_guard] + # ) + # mocker.patch("src.blueprints.guards.get_tracer") + from src.blueprints.guards import guards response = guards() @@ -43,13 +48,19 @@ def test_guards__post(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mock_from_request = mocker.patch( - "src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard - ) - mock_create_guard = mocker.patch( - "src.blueprints.guards.GuardClient.create_guard", return_value=mock_guard - ) - mocker.patch("src.blueprints.guards.get_tracer") + mock_from_request = mocker.patch("src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard) + mock_create_guard = mocker.patch("src.blueprints.guards.GuardClient.create_guard", return_value=mock_guard) + # mocker.patch("src.blueprints.guards.get_tracer") + + # >>> Conflict + # mock_from_request = mocker.patch( + # "src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard + # ) + # mock_create_guard = mocker.patch( + # "src.blueprints.guards.GuardClient.create_guard", return_value=mock_guard + # ) + # mocker.patch("src.blueprints.guards.get_tracer") + from src.blueprints.guards import guards response = guards() @@ -65,7 +76,7 @@ def test_guards__raises(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mocker.patch("src.blueprints.guards.get_tracer") + # mocker.patch("src.blueprints.guards.get_tracer") mocker.patch("src.utils.handle_error.logger.error") mocker.patch("src.utils.handle_error.traceback.print_exception") from src.blueprints.guards import guards @@ -91,10 +102,16 @@ def test_guard__get(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mock_get_guard = mocker.patch( - "src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard - ) - mocker.patch("src.blueprints.guards.get_tracer") + + mock_get_guard = mocker.patch("src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard) + # mocker.patch("src.blueprints.guards.get_tracer") + + # >>> Conflict + # mock_get_guard = mocker.patch( + # "src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard + # ) + # mocker.patch("src.blueprints.guards.get_tracer") + from src.blueprints.guards import guard response = guard("My%20Guard's%20Name") @@ -109,13 +126,20 @@ def test_guard__put(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mock_from_request = mocker.patch( - "src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard - ) - mock_upsert_guard = mocker.patch( - "src.blueprints.guards.GuardClient.upsert_guard", return_value=mock_guard - ) - mocker.patch("src.blueprints.guards.get_tracer") + + mock_from_request = mocker.patch("src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard) + mock_upsert_guard = mocker.patch("src.blueprints.guards.GuardClient.upsert_guard", return_value=mock_guard) + # mocker.patch("src.blueprints.guards.get_tracer") + + # >>> Conflict + # mock_from_request = mocker.patch( + # "src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard + # ) + # mock_upsert_guard = mocker.patch( + # "src.blueprints.guards.GuardClient.upsert_guard", return_value=mock_guard + # ) + # mocker.patch("src.blueprints.guards.get_tracer") + from src.blueprints.guards import guard response = guard("My%20Guard's%20Name") @@ -131,10 +155,16 @@ def test_guard__delete(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mock_delete_guard = mocker.patch( - "src.blueprints.guards.GuardClient.delete_guard", return_value=mock_guard - ) - mocker.patch("src.blueprints.guards.get_tracer") + + mock_delete_guard = mocker.patch("src.blueprints.guards.GuardClient.delete_guard", return_value=mock_guard) + # mocker.patch("src.blueprints.guards.get_tracer") + + # >>> Conflict + # mock_delete_guard = mocker.patch( + # "src.blueprints.guards.GuardClient.delete_guard", return_value=mock_guard + # ) + # mocker.patch("src.blueprints.guards.get_tracer") + from src.blueprints.guards import guard response = guard("my-guard-name") @@ -148,7 +178,7 @@ def test_guard__raises(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mocker.patch("src.blueprints.guards.get_tracer") + # mocker.patch("src.blueprints.guards.get_tracer") mocker.patch("src.utils.handle_error.logger.error") mocker.patch("src.utils.handle_error.traceback.print_exception") from src.blueprints.guards import guard @@ -172,7 +202,7 @@ def test_validate__raises_method_not_allowed(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mocker.patch("src.blueprints.guards.get_tracer") + # mocker.patch("src.blueprints.guards.get_tracer") mocker.patch("src.utils.handle_error.logger.error") mocker.patch("src.utils.handle_error.traceback.print_exception") from src.blueprints.guards import validate @@ -202,7 +232,7 @@ def test_validate__raises_bad_request__openai_api_key(mocker): "src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard ) mock_prep_environment = mocker.patch("src.blueprints.guards.prep_environment") - mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) + # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) mocker.patch("src.utils.handle_error.logger.error") mocker.patch("src.utils.handle_error.traceback.print_exception") from src.blueprints.guards import validate @@ -236,7 +266,7 @@ def test_validate__raises_bad_request__num_reasks(mocker): "src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard ) mock_prep_environment = mocker.patch("src.blueprints.guards.prep_environment") - mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) + # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) mocker.patch("src.utils.handle_error.logger.error") mocker.patch("src.utils.handle_error.traceback.print_exception") from src.blueprints.guards import validate @@ -279,7 +309,11 @@ def test_validate__parse(mocker): ) mock_prep_environment = mocker.patch("src.blueprints.guards.prep_environment") mock_cleanup_environment = mocker.patch("src.blueprints.guards.cleanup_environment") - mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) + + # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) + + # >>> Conflict + # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) set_attribute_spy = mocker.spy(mock_tracer.span, "set_attribute") @@ -355,7 +389,13 @@ def test_validate__call(mocker): ) mock_prep_environment = mocker.patch("src.blueprints.guards.prep_environment") mock_cleanup_environment = mocker.patch("src.blueprints.guards.cleanup_environment") - mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) + + # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) + + + # >>> Conflict + # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) + set_attribute_spy = mocker.spy(mock_tracer.span, "set_attribute") diff --git a/tests/clients/test_guard_client.py b/tests/clients/test_guard_client.py index 660027f..69faebc 100644 --- a/tests/clients/test_guard_client.py +++ b/tests/clients/test_guard_client.py @@ -1,6 +1,8 @@ import pytest from unittest.mock import ANY as AnyMatcher from src.classes.http_error import HttpError +from src.clients.memory_guard_client import MemoryGuardClient +from src.clients.pg_guard_client import PGGuardClient from src.models.guard_item import GuardItem from src.models.guard_item_audit import GuardItemAudit from src.clients.guard_client import GuardClient @@ -13,11 +15,13 @@ def test_init(mocker): mock_pg_client = MockPostgresClient() mocker.patch("src.clients.guard_client.PostgresClient", return_value=mock_pg_client) - guard_client = GuardClient() - - assert guard_client.initialized is True - assert isinstance(guard_client.pgClient, MockPostgresClient) - assert guard_client.pgClient == mock_pg_client + + pg_guard_client = PGGuardClient() + mem_guard_client = MemoryGuardClient() + + assert pg_guard_client.initialized is True + assert isinstance(pg_guard_client.pgClient, MockPostgresClient) + assert pg_guard_client.pgClient == mock_pg_client class TestGetGuard: From 236743048d6189f400bea4932031adb18a87ea3c Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Fri, 31 May 2024 11:07:04 -0500 Subject: [PATCH 30/46] update guardrails branch --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index ff07f72..3eb72dd 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,7 @@ flask sqlalchemy lxml -guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@hub-playground-integration-fixes +guardrails-ai @ git+https://github.com/guardrails-ai/guardrails.git@async_streaming # Let this come from guardrails-ai as a transient dependency. # Pip confuses tag versions with commit ids, # and claims a conflict even though it's the same thing. From b8f9699c6eb0f12076be302c785c56fd8ab16185 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Fri, 31 May 2024 11:19:19 -0500 Subject: [PATCH 31/46] lint fixes, start test fixes --- Makefile | 2 +- app.py | 7 ++-- src/blueprints/guards.py | 23 ++++++++--- src/blueprints/root.py | 5 +-- src/clients/guard_client.py | 18 ++++++--- src/clients/memory_guard_client.py | 7 +--- src/clients/pg_guard_client.py | 8 +--- src/otel/__init__.py | 14 +++---- src/otel/constants.py | 2 +- src/otel/logs.py | 2 +- src/otel/metrics.py | 28 ++++++------- src/otel/traces.py | 29 +++++++------- tests/blueprints/test_guards.py | 64 ++++++++++++++++++------------ tests/clients/test_guard_client.py | 8 ++-- 14 files changed, 119 insertions(+), 98 deletions(-) diff --git a/Makefile b/Makefile index aca24fc..0047417 100644 --- a/Makefile +++ b/Makefile @@ -57,7 +57,7 @@ source: source ./.venv/bin/activate test: - python3 -m pytest ./tests + pytest ./tests test-cov: coverage run --source=./src -m pytest ./tests diff --git a/app.py b/app.py index 756043f..be26f28 100644 --- a/app.py +++ b/app.py @@ -22,8 +22,9 @@ def __call__(self, environ, start_response): def create_app(): if os.environ.get("APP_ENVIRONMENT") != "production": from dotenv import load_dotenv + load_dotenv() - + app = Flask(__name__) app.config["APPLICATION_ROOT"] = "/" @@ -36,15 +37,15 @@ def create_app(): guardrails_log_level = os.environ.get("GUARDRAILS_LOG_LEVEL", "INFO") configure_logging(log_level=guardrails_log_level) - if otel_is_enabled(): FlaskInstrumentor().instrument_app(app) initialize() pg_host = os.environ.get("PGHOST", None) - # if no pg_host is set, don't set up postgres + # if no pg_host is set, don't set up postgres if pg_host is not None: from src.clients.postgres_client import PostgresClient + pg_client = PostgresClient() pg_client.initialize(app) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 4ccd971..c22a42b 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -28,9 +28,10 @@ guard_client = MemoryGuardClient() # read in guards from file import config + exports = config.__dir__() for export_name in exports: - export = getattr(config, export_name) + export = getattr(config, export_name) is_guard = isinstance(export, Guard) if is_guard: guard_client.create_guard(export) @@ -41,12 +42,16 @@ def guards(): if request.method == "GET": guards = guard_client.get_guards() - if len(guards)>0 and (isinstance(guards[0], Guard)): + if len(guards) > 0 and (isinstance(guards[0], Guard)): return [g._to_request() for g in guards] return [g.to_response() for g in guards] elif request.method == "POST": if pg_host is None: - raise HttpError(501, 'NotImplemented', 'POST /guards is not implemented for in-memory guards.') + raise HttpError( + 501, + "NotImplemented", + "POST /guards is not implemented for in-memory guards.", + ) payload = request.json guard = GuardStruct.from_request(payload) new_guard = guard_client.create_guard(guard) @@ -82,7 +87,11 @@ def guard(guard_name: str): return guard.to_response() elif request.method == "PUT": if pg_host is None: - raise HttpError(501, 'NotImplemented', 'PUT / is not implemented for in-memory guards.') + raise HttpError( + 501, + "NotImplemented", + "PUT / is not implemented for in-memory guards.", + ) payload = request.json guard = GuardStruct.from_request(payload) updated_guard = guard_client.upsert_guard(decoded_guard_name, guard) @@ -91,7 +100,11 @@ def guard(guard_name: str): return updated_guard.to_response() elif request.method == "DELETE": if pg_host is None: - raise HttpError(501, 'NotImplemented', 'DELETE / is not implemented for in-memory guards.') + raise HttpError( + 501, + "NotImplemented", + "DELETE / is not implemented for in-memory guards.", + ) guard = guard_client.delete_guard(decoded_guard_name) if isinstance(guard, Guard): return guard._to_request() diff --git a/src/blueprints/root.py b/src/blueprints/root.py index 73e3eec..4f966db 100644 --- a/src/blueprints/root.py +++ b/src/blueprints/root.py @@ -7,7 +7,6 @@ from src.classes.health_check import HealthCheck from src.clients.postgres_client import PostgresClient from src.utils.handle_error import handle_error -from src.utils.gather_request_metrics import gather_request_metrics from src.utils.logger import logger # from src.modules.otel_logger import logger @@ -27,8 +26,8 @@ def home(): def health_check(): # If we're not using postgres, just return Ok pg_host = os.environ.get("PGHOST", None) - if pg_host is None: - return HealthCheck(200, "Ok").to_dict() + if pg_host is None: + return HealthCheck(200, "Ok").to_dict() # Make sure we're connected to the database and can run queries pg_client = PostgresClient() query = text("SELECT count(datid) FROM pg_stat_activity;") diff --git a/src/clients/guard_client.py b/src/clients/guard_client.py index c4e7b0c..806f2ee 100644 --- a/src/clients/guard_client.py +++ b/src/clients/guard_client.py @@ -2,25 +2,33 @@ from guardrails import Guard from src.classes.guard_struct import GuardStruct -from src.models.guard_item import GuardItem class GuardClient: def __init__(self): self.initialized = True - def get_guard(self, guard_name: str, as_of_date: str = None) -> Union[GuardStruct, Guard]: + + def get_guard( + self, guard_name: str, as_of_date: str = None + ) -> Union[GuardStruct, Guard]: raise NotImplementedError def get_guards(self) -> List[Union[GuardStruct, Guard]]: raise NotImplementedError - def create_guard(self, guard: Union[GuardStruct, Guard]) -> Union[GuardStruct, Guard]: + def create_guard( + self, guard: Union[GuardStruct, Guard] + ) -> Union[GuardStruct, Guard]: raise NotImplementedError - def update_guard(self, guard_name: str, guard: Union[GuardStruct, Guard]) -> Union[GuardStruct, Guard]: + def update_guard( + self, guard_name: str, guard: Union[GuardStruct, Guard] + ) -> Union[GuardStruct, Guard]: raise NotImplementedError - def upsert_guard(self, guard_name: str, guard: Union[GuardStruct, Guard]) -> Union[GuardStruct, Guard]: + def upsert_guard( + self, guard_name: str, guard: Union[GuardStruct, Guard] + ) -> Union[GuardStruct, Guard]: raise NotImplementedError def delete_guard(self, guard_name: str) -> Union[GuardStruct, Guard]: diff --git a/src/clients/memory_guard_client.py b/src/clients/memory_guard_client.py index c9071c3..a536b4d 100644 --- a/src/clients/memory_guard_client.py +++ b/src/clients/memory_guard_client.py @@ -3,18 +3,15 @@ from guardrails import Guard from src.classes.http_error import HttpError from src.clients.guard_client import GuardClient -from src.models.guard_item import GuardItem -from src.clients.postgres_client import PostgresClient -from src.models.guard_item_audit import GuardItemAudit class MemoryGuardClient(GuardClient): # key value pair of guard_name to guard guards = {} + def __init__(self): self.initialized = True - def get_guard(self, guard_name: str, as_of_date: str = None) -> Guard: guard = self.guards.get(guard_name, None) return guard @@ -24,7 +21,7 @@ def get_guards(self) -> List[Guard]: def create_guard(self, guard: Guard) -> Guard: self.guards[guard.name] = guard - return guard + return guard def update_guard(self, guard_name: str, new_guard: Guard) -> Guard: old_guard = self.get_guard(guard_name) diff --git a/src/clients/pg_guard_client.py b/src/clients/pg_guard_client.py index 1e632e8..9684be1 100644 --- a/src/clients/pg_guard_client.py +++ b/src/clients/pg_guard_client.py @@ -14,9 +14,7 @@ def __init__(self): def get_guard(self, guard_name: str, as_of_date: str = None) -> GuardStruct: latest_guard_item = ( - self.pgClient.db.session.query(GuardItem) - .filter_by(name=guard_name) - .first() + self.pgClient.db.session.query(GuardItem).filter_by(name=guard_name).first() ) audit_item = None if as_of_date is not None: @@ -40,9 +38,7 @@ def get_guard(self, guard_name: str, as_of_date: str = None) -> GuardStruct: def get_guard_item(self, guard_name: str) -> GuardItem: return ( - self.pgClient.db.session.query(GuardItem) - .filter_by(name=guard_name) - .first() + self.pgClient.db.session.query(GuardItem).filter_by(name=guard_name).first() ) def get_guards(self) -> List[GuardStruct]: diff --git a/src/otel/__init__.py b/src/otel/__init__.py index 9c85b02..c05d1c1 100644 --- a/src/otel/__init__.py +++ b/src/otel/__init__.py @@ -1,24 +1,22 @@ import os from src.otel.logs import logs_are_enabled from src.otel.metrics import ( - initialize_metrics_collector, + initialize_metrics_collector, metrics_are_enabled, - get_meter # noqa + get_meter, # noqa ) from src.otel.traces import ( traces_are_enabled, initialize_tracer, - get_tracer # noqa + get_tracer, # noqa ) def otel_is_enabled() -> bool: sdk_is_disabled = os.environ.get("OTEL_SDK_DISABLED") == "true" - + any_signals_enabled = ( - traces_are_enabled() - or metrics_are_enabled() - or logs_are_enabled() + traces_are_enabled() or metrics_are_enabled() or logs_are_enabled() ) return False if sdk_is_disabled else any_signals_enabled @@ -27,4 +25,4 @@ def initialize(): initialize_tracer() initialize_metrics_collector() # Logs are supported yet in the Python SDK - # initialize_logs_collector() \ No newline at end of file + # initialize_logs_collector() diff --git a/src/otel/constants.py b/src/otel/constants.py index e1b8b89..c63514a 100644 --- a/src/otel/constants.py +++ b/src/otel/constants.py @@ -1 +1 @@ -none = "none" \ No newline at end of file +none = "none" diff --git a/src/otel/logs.py b/src/otel/logs.py index 37b4297..fd03b95 100644 --- a/src/otel/logs.py +++ b/src/otel/logs.py @@ -4,4 +4,4 @@ def logs_are_enabled() -> bool: otel_logs_exporter = os.environ.get("OTEL_LOGS_EXPORTER", none) - return otel_logs_exporter != none \ No newline at end of file + return otel_logs_exporter != none diff --git a/src/otel/metrics.py b/src/otel/metrics.py index bf9223c..aae76bd 100644 --- a/src/otel/metrics.py +++ b/src/otel/metrics.py @@ -5,15 +5,14 @@ from opentelemetry.sdk.metrics import MeterProvider from opentelemetry.sdk.metrics.export import ( ConsoleMetricExporter, - MetricReader, PeriodicExportingMetricReader, - MetricExporter + MetricExporter, ) from opentelemetry.exporter.otlp.proto.http.metric_exporter import ( - OTLPMetricExporter as HttpMetricExporter + OTLPMetricExporter as HttpMetricExporter, ) from opentelemetry.exporter.otlp.proto.grpc.metric_exporter import ( - OTLPMetricExporter as GrpcMetricExporter + OTLPMetricExporter as GrpcMetricExporter, ) from src.otel.constants import none @@ -26,7 +25,7 @@ def metrics_are_enabled() -> bool: def get_meter(name: Optional[str] = None) -> Meter: meter_name = name or os.environ.get("OTEL_SERVICE_NAME", "guardrails-api") meter = metrics.get_meter(meter_name) - + return meter @@ -39,25 +38,22 @@ def get_metrics_exporter(exporter_type: str) -> MetricExporter: return metrics_exporter elif exporter_type == "console": return ConsoleMetricExporter() - def initialize_metrics_collector(): if metrics_are_enabled(): - metrics_exporter_settings = os.environ.get("OTEL_METRICS_EXPORTER", "none").split(",") + metrics_exporter_settings = os.environ.get( + "OTEL_METRICS_EXPORTER", "none" + ).split(",") metric_exporters = [ - get_metrics_exporter(e) - for e in metrics_exporter_settings - if e != "none" + get_metrics_exporter(e) for e in metrics_exporter_settings if e != "none" ] - + metric_readers = [] for exporter in metric_exporters: - metric_readers.append( - PeriodicExportingMetricReader(exporter) - ) - + metric_readers.append(PeriodicExportingMetricReader(exporter)) + provider = MeterProvider(metric_readers=metric_readers) metrics.set_meter_provider(provider) - get_meter() \ No newline at end of file + get_meter() diff --git a/src/otel/traces.py b/src/otel/traces.py index ebe4f07..dabf609 100644 --- a/src/otel/traces.py +++ b/src/otel/traces.py @@ -8,13 +8,13 @@ SimpleSpanProcessor, ConsoleSpanExporter, SpanExporter, - SpanProcessor + SpanProcessor, ) from opentelemetry.exporter.otlp.proto.http.trace_exporter import ( - OTLPSpanExporter as HttpSpanExporter + OTLPSpanExporter as HttpSpanExporter, ) from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import ( - OTLPSpanExporter as GrpcSpanExporter + OTLPSpanExporter as GrpcSpanExporter, ) from src.otel.constants import none @@ -22,14 +22,15 @@ def traces_are_enabled() -> bool: otel_traces_exporter = os.environ.get("OTEL_TRACES_EXPORTER", none) return otel_traces_exporter != none - - + + def get_tracer(name: Optional[str] = None) -> Tracer: tracer_name = name or os.environ.get("OTEL_SERVICE_NAME", "guardrails-api") tracer = trace.get_tracer(tracer_name) - + return tracer + def get_span_exporter(exporter_type: str) -> SpanExporter: if exporter_type == "otlp": otlp_protocol = os.environ.get("OTEL_EXPORTER_OTLP_PROTOCOL", "http/protobuf") @@ -55,17 +56,17 @@ def set_span_processors( def initialize_tracer(): if traces_are_enabled(): tracer_provider = trace.get_tracer_provider() - - trace_exporter_settings = os.environ.get("OTEL_TRACES_EXPORTER", "none").split(",") + + trace_exporter_settings = os.environ.get("OTEL_TRACES_EXPORTER", "none").split( + "," + ) trace_exporters = [ - get_span_exporter(e) - for e in trace_exporter_settings - if e != "none" + get_span_exporter(e) for e in trace_exporter_settings if e != "none" ] - + use_batch = os.environ.get("OTEL_PROCESS_IN_BATCH", "true") == "true" for exporter in trace_exporters: set_span_processors(tracer_provider, exporter, use_batch) - + # Initialize singleton - get_tracer() \ No newline at end of file + get_tracer() diff --git a/tests/blueprints/test_guards.py b/tests/blueprints/test_guards.py index 871009d..af96140 100644 --- a/tests/blueprints/test_guards.py +++ b/tests/blueprints/test_guards.py @@ -24,15 +24,17 @@ def test_guards__get(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mock_get_guards = mocker.patch("src.blueprints.guards.guard", return_value=[mock_guard]) + mock_get_guards = mocker.patch( + "src.blueprints.guards.guard", return_value=[mock_guard] + ) mocker.patch("src.blueprints.guards.collect_telemetry") - + # >>> Conflict # mock_get_guards = mocker.patch( - # "src.blueprints.guards.GuardClient.get_guards", return_value=[mock_guard] + # "src.blueprints.guards.guard_client.get_guards", return_value=[mock_guard] # ) # mocker.patch("src.blueprints.guards.get_tracer") - + from src.blueprints.guards import guards response = guards() @@ -48,19 +50,23 @@ def test_guards__post(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mock_from_request = mocker.patch("src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard) - mock_create_guard = mocker.patch("src.blueprints.guards.GuardClient.create_guard", return_value=mock_guard) + mock_from_request = mocker.patch( + "src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard + ) + mock_create_guard = mocker.patch( + "src.blueprints.guards.guard_client.create_guard", return_value=mock_guard + ) # mocker.patch("src.blueprints.guards.get_tracer") - + # >>> Conflict # mock_from_request = mocker.patch( # "src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard # ) # mock_create_guard = mocker.patch( - # "src.blueprints.guards.GuardClient.create_guard", return_value=mock_guard + # "src.blueprints.guards.guard_client.create_guard", return_value=mock_guard # ) # mocker.patch("src.blueprints.guards.get_tracer") - + from src.blueprints.guards import guards response = guards() @@ -103,15 +109,17 @@ def test_guard__get(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mock_get_guard = mocker.patch("src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard) + mock_get_guard = mocker.patch( + "src.blueprints.guards.guard_client.get_guard", return_value=mock_guard + ) # mocker.patch("src.blueprints.guards.get_tracer") # >>> Conflict # mock_get_guard = mocker.patch( - # "src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard + # "src.blueprints.guards.guard_client.get_guard", return_value=mock_guard # ) # mocker.patch("src.blueprints.guards.get_tracer") - + from src.blueprints.guards import guard response = guard("My%20Guard's%20Name") @@ -127,8 +135,12 @@ def test_guard__put(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mock_from_request = mocker.patch("src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard) - mock_upsert_guard = mocker.patch("src.blueprints.guards.GuardClient.upsert_guard", return_value=mock_guard) + mock_from_request = mocker.patch( + "src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard + ) + mock_upsert_guard = mocker.patch( + "src.blueprints.guards.guard_client.upsert_guard", return_value=mock_guard + ) # mocker.patch("src.blueprints.guards.get_tracer") # >>> Conflict @@ -136,7 +148,7 @@ def test_guard__put(mocker): # "src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard # ) # mock_upsert_guard = mocker.patch( - # "src.blueprints.guards.GuardClient.upsert_guard", return_value=mock_guard + # "src.blueprints.guards.guard_client.upsert_guard", return_value=mock_guard # ) # mocker.patch("src.blueprints.guards.get_tracer") @@ -156,12 +168,14 @@ def test_guard__delete(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) - mock_delete_guard = mocker.patch("src.blueprints.guards.GuardClient.delete_guard", return_value=mock_guard) + mock_delete_guard = mocker.patch( + "src.blueprints.guards.guard_client.delete_guard", return_value=mock_guard + ) # mocker.patch("src.blueprints.guards.get_tracer") # >>> Conflict # mock_delete_guard = mocker.patch( - # "src.blueprints.guards.GuardClient.delete_guard", return_value=mock_guard + # "src.blueprints.guards.guard_client.delete_guard", return_value=mock_guard # ) # mocker.patch("src.blueprints.guards.get_tracer") @@ -223,13 +237,13 @@ def test_validate__raises_method_not_allowed(mocker): def test_validate__raises_bad_request__openai_api_key(mocker): mock_guard = MockGuardStruct() - mock_tracer = MockTracer() + # mock_tracer = MockTracer() mock_request = MockRequest("POST", json={"llmApi": "bar"}) mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) mock_get_guard = mocker.patch( - "src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard + "src.blueprints.guards.guard_client.get_guard", return_value=mock_guard ) mock_prep_environment = mocker.patch("src.blueprints.guards.prep_environment") # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) @@ -257,13 +271,13 @@ def test_validate__raises_bad_request__openai_api_key(mocker): def test_validate__raises_bad_request__num_reasks(mocker): mock_guard = MockGuardStruct() - mock_tracer = MockTracer() + # mock_tracer = MockTracer() mock_request = MockRequest("POST", json={"numReasks": 3}) mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) mock_get_guard = mocker.patch( - "src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard + "src.blueprints.guards.guard_client.get_guard", return_value=mock_guard ) mock_prep_environment = mocker.patch("src.blueprints.guards.prep_environment") # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) @@ -305,13 +319,13 @@ def test_validate__parse(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) mock_get_guard = mocker.patch( - "src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard + "src.blueprints.guards.guard_client.get_guard", return_value=mock_guard ) mock_prep_environment = mocker.patch("src.blueprints.guards.prep_environment") mock_cleanup_environment = mocker.patch("src.blueprints.guards.cleanup_environment") # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) - + # >>> Conflict # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) @@ -385,18 +399,16 @@ def test_validate__call(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) mock_get_guard = mocker.patch( - "src.blueprints.guards.GuardClient.get_guard", return_value=mock_guard + "src.blueprints.guards.guard_client.get_guard", return_value=mock_guard ) mock_prep_environment = mocker.patch("src.blueprints.guards.prep_environment") mock_cleanup_environment = mocker.patch("src.blueprints.guards.cleanup_environment") # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) - # >>> Conflict # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) - set_attribute_spy = mocker.spy(mock_tracer.span, "set_attribute") mock_status = mocker.patch( diff --git a/tests/clients/test_guard_client.py b/tests/clients/test_guard_client.py index 69faebc..bf345f3 100644 --- a/tests/clients/test_guard_client.py +++ b/tests/clients/test_guard_client.py @@ -1,7 +1,8 @@ import pytest from unittest.mock import ANY as AnyMatcher from src.classes.http_error import HttpError -from src.clients.memory_guard_client import MemoryGuardClient + +# from src.clients.memory_guard_client import MemoryGuardClient from src.clients.pg_guard_client import PGGuardClient from src.models.guard_item import GuardItem from src.models.guard_item_audit import GuardItemAudit @@ -15,10 +16,9 @@ def test_init(mocker): mock_pg_client = MockPostgresClient() mocker.patch("src.clients.guard_client.PostgresClient", return_value=mock_pg_client) - pg_guard_client = PGGuardClient() - mem_guard_client = MemoryGuardClient() - + # mem_guard_client = MemoryGuardClient() + assert pg_guard_client.initialized is True assert isinstance(pg_guard_client.pgClient, MockPostgresClient) assert pg_guard_client.pgClient == mock_pg_client From a0325b522b1fa8e48b4ad8015fe9f3c1d4c872b8 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Fri, 31 May 2024 12:15:10 -0500 Subject: [PATCH 32/46] start fixing tests --- app.py | 4 +- src/blueprints/guards.py | 13 +-- src/classes/validation_output.py | 4 +- src/clients/postgres_client.py | 4 + tests/blueprints/test_guards.py | 161 ++++++++++++++++++------------- tests/mocks/mock_guard_client.py | 5 +- 6 files changed, 115 insertions(+), 76 deletions(-) diff --git a/app.py b/app.py index be26f28..8ffad63 100644 --- a/app.py +++ b/app.py @@ -5,6 +5,7 @@ from urllib.parse import urlparse from guardrails import configure_logging from opentelemetry.instrumentation.flask import FlaskInstrumentor +from src.clients.postgres_client import postgres_is_enabled from src.otel import otel_is_enabled, initialize @@ -41,9 +42,8 @@ def create_app(): FlaskInstrumentor().instrument_app(app) initialize() - pg_host = os.environ.get("PGHOST", None) # if no pg_host is set, don't set up postgres - if pg_host is not None: + if postgres_is_enabled(): from src.clients.postgres_client import PostgresClient pg_client = PostgresClient() diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index c22a42b..13d4eb5 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -1,5 +1,4 @@ import json -import os from guardrails.hub import * # noqa from string import Template from typing import Any, Dict, cast @@ -13,6 +12,7 @@ from src.classes.validation_output import ValidationOutput from src.clients.memory_guard_client import MemoryGuardClient from src.clients.pg_guard_client import PGGuardClient +from src.clients.postgres_client import postgres_is_enabled from src.utils.handle_error import handle_error from src.utils.get_llm_callable import get_llm_callable from src.utils.prep_environment import cleanup_environment, prep_environment @@ -20,9 +20,9 @@ guards_bp = Blueprint("guards", __name__, url_prefix="/guards") -pg_host = os.environ.get("PGHOST", None) + # if no pg_host is set, use in memory guards -if pg_host is not None: +if postgres_is_enabled(): guard_client = PGGuardClient() else: guard_client = MemoryGuardClient() @@ -46,7 +46,7 @@ def guards(): return [g._to_request() for g in guards] return [g.to_response() for g in guards] elif request.method == "POST": - if pg_host is None: + if not postgres_is_enabled(): raise HttpError( 501, "NotImplemented", @@ -86,7 +86,7 @@ def guard(guard_name: str): return guard._to_request() return guard.to_response() elif request.method == "PUT": - if pg_host is None: + if not postgres_is_enabled(): raise HttpError( 501, "NotImplemented", @@ -99,7 +99,7 @@ def guard(guard_name: str): return updated_guard._to_request() return updated_guard.to_response() elif request.method == "DELETE": - if pg_host is None: + if not postgres_is_enabled(): raise HttpError( 501, "NotImplemented", @@ -198,6 +198,7 @@ def validate(guard_name: str): # f"validate-{decoded_guard_name}" # ) as validate_span: # guard: Guard = guard_struct.to_guard(openai_api_key, otel_tracer) + guard: Guard = Guard() if isinstance(guard_struct, GuardStruct): guard: Guard = guard_struct.to_guard(openai_api_key) elif isinstance(guard_struct, Guard): diff --git a/src/classes/validation_output.py b/src/classes/validation_output.py index 3d44d61..69eda78 100644 --- a/src/classes/validation_output.py +++ b/src/classes/validation_output.py @@ -76,7 +76,9 @@ def __init__( "validation_errors": [ try_json_loads(fv.validation_result.error_message) for fv in c.iterations.last.failed_validations - ], + ] + if c.iterations.length > 0 + else [], } for c in calls ] diff --git a/src/clients/postgres_client.py b/src/clients/postgres_client.py index 6a868c1..ed814d7 100644 --- a/src/clients/postgres_client.py +++ b/src/clients/postgres_client.py @@ -7,6 +7,10 @@ from src.models.base import db, INIT_EXTENSIONS +def postgres_is_enabled() -> bool: + return os.environ.get("PGHOST", None) is not None + + class PostgresClient: _instance = None diff --git a/tests/blueprints/test_guards.py b/tests/blueprints/test_guards.py index af96140..84a4a5f 100644 --- a/tests/blueprints/test_guards.py +++ b/tests/blueprints/test_guards.py @@ -1,12 +1,14 @@ -from unittest.mock import PropertyMock, call +import os +from unittest.mock import PropertyMock from typing import Dict, Tuple + from tests.mocks.mock_blueprint import MockBlueprint from tests.mocks.mock_guard_client import MockGuardStruct from tests.mocks.mock_request import MockRequest from guardrails.classes import ValidationOutcome from guardrails.classes.generic import Stack -from guardrails.classes.history import Call, CallInputs -from tests.mocks.mock_trace import MockTracer +from guardrails.classes.history import Call +# from tests.mocks.mock_trace import MockTracer def test_route_setup(mocker): @@ -25,7 +27,7 @@ def test_guards__get(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) mocker.patch("src.blueprints.guards.request", mock_request) mock_get_guards = mocker.patch( - "src.blueprints.guards.guard", return_value=[mock_guard] + "src.blueprints.guards.guard_client.get_guards", return_value=[mock_guard] ) mocker.patch("src.blueprints.guards.collect_telemetry") @@ -44,7 +46,8 @@ def test_guards__get(mocker): assert response == [{"name": "mock-guard"}] -def test_guards__post(mocker): +def test_guards__post_pg(mocker): + os.environ["PGHOST"] = "localhost" mock_guard = MockGuardStruct() mock_request = MockRequest("POST", mock_guard.to_response()) @@ -56,26 +59,34 @@ def test_guards__post(mocker): mock_create_guard = mocker.patch( "src.blueprints.guards.guard_client.create_guard", return_value=mock_guard ) - # mocker.patch("src.blueprints.guards.get_tracer") - - # >>> Conflict - # mock_from_request = mocker.patch( - # "src.blueprints.guards.GuardStruct.from_request", return_value=mock_guard - # ) - # mock_create_guard = mocker.patch( - # "src.blueprints.guards.guard_client.create_guard", return_value=mock_guard - # ) - # mocker.patch("src.blueprints.guards.get_tracer") from src.blueprints.guards import guards response = guards() - assert mock_from_request.called_once_with(mock_guard) - assert mock_create_guard.called_once_with(mock_guard) + mock_from_request.assert_called_once_with(mock_guard.to_response()) + mock_create_guard.assert_called_once_with(mock_guard) assert response == {"name": "mock-guard"} + del os.environ["PGHOST"] + + +def test_guards__post_mem(mocker): + mock_guard = MockGuardStruct() + mock_request = MockRequest("POST", mock_guard.to_response()) + + mocker.patch("flask.Blueprint", new=MockBlueprint) + mocker.patch("src.blueprints.guards.request", mock_request) + + from src.blueprints.guards import guards + + response = guards() + + error_body, status = response + + assert status == 501 + def test_guards__raises(mocker): mock_request = MockRequest("PUT") @@ -101,7 +112,7 @@ def test_guards__raises(mocker): assert status == 405 -def test_guard__get(mocker): +def test_guard__get_mem(mocker): mock_guard = MockGuardStruct() timestamp = "2024-03-04T14:11:42-06:00" mock_request = MockRequest("GET", args={"asOf": timestamp}) @@ -124,11 +135,12 @@ def test_guard__get(mocker): response = guard("My%20Guard's%20Name") - assert mock_get_guard.called_once_with("My Guard's Name", timestamp) + mock_get_guard.assert_called_once_with("My Guard's Name", timestamp) assert response == {"name": "mock-guard"} -def test_guard__put(mocker): +def test_guard__put_pg(mocker): + os.environ["PGHOST"] = "localhost" mock_guard = MockGuardStruct() mock_request = MockRequest("PUT", json={"name": "mock-guard"}) @@ -156,12 +168,14 @@ def test_guard__put(mocker): response = guard("My%20Guard's%20Name") - assert mock_from_request.called_once_with(mock_guard) - assert mock_upsert_guard.called_once_with("My Guard's Name", mock_guard) + mock_from_request.assert_called_once_with(mock_guard.to_response()) + mock_upsert_guard.assert_called_once_with("My Guard's Name", mock_guard) assert response == {"name": "mock-guard"} + del os.environ["PGHOST"] -def test_guard__delete(mocker): +def test_guard__delete_pg(mocker): + os.environ["PGHOST"] = "localhost" mock_guard = MockGuardStruct() mock_request = MockRequest("DELETE") @@ -183,8 +197,9 @@ def test_guard__delete(mocker): response = guard("my-guard-name") - assert mock_delete_guard.called_once_with("my-guard-name") + mock_delete_guard.assert_called_once_with("my-guard-name") assert response == {"name": "mock-guard"} + del os.environ["PGHOST"] def test_guard__raises(mocker): @@ -236,6 +251,7 @@ def test_validate__raises_method_not_allowed(mocker): def test_validate__raises_bad_request__openai_api_key(mocker): + os.environ["PGHOST"] = "localhost" mock_guard = MockGuardStruct() # mock_tracer = MockTracer() mock_request = MockRequest("POST", json={"llmApi": "bar"}) @@ -254,7 +270,7 @@ def test_validate__raises_bad_request__openai_api_key(mocker): response = validate("My%20Guard's%20Name") assert mock_prep_environment.call_count == 1 - assert mock_get_guard.called_once_with("My Guard's Name") + mock_get_guard.assert_called_once_with("My Guard's Name") assert isinstance(response, Tuple) error, status = response @@ -267,9 +283,11 @@ def test_validate__raises_bad_request__openai_api_key(mocker): " OPENAI_API_KEY environment variable." ) assert status == 400 + del os.environ["PGHOST"] def test_validate__raises_bad_request__num_reasks(mocker): + os.environ["PGHOST"] = "localhost" mock_guard = MockGuardStruct() # mock_tracer = MockTracer() mock_request = MockRequest("POST", json={"numReasks": 3}) @@ -288,7 +306,7 @@ def test_validate__raises_bad_request__num_reasks(mocker): response = validate("My%20Guard's%20Name") assert mock_prep_environment.call_count == 1 - assert mock_get_guard.called_once_with("My Guard's Name") + mock_get_guard.assert_called_once_with("My Guard's Name") assert isinstance(response, Tuple) error, status = response @@ -300,9 +318,11 @@ def test_validate__raises_bad_request__num_reasks(mocker): " calling guard(...)." ) assert status == 400 + del os.environ["PGHOST"] def test_validate__parse(mocker): + os.environ["PGHOST"] = "localhost" mock_parse = mocker.patch.object(MockGuardStruct, "parse") mock_parse.return_value = ValidationOutcome( raw_llm_output="Hello world!", @@ -310,7 +330,7 @@ def test_validate__parse(mocker): validation_passed=True, ) mock_guard = MockGuardStruct() - mock_tracer = MockTracer() + # mock_tracer = MockTracer() mock_request = MockRequest( "POST", json={"llmOutput": "Hello world!", "args": [1, 2, 3], "some_kwarg": "foo"}, @@ -329,44 +349,46 @@ def test_validate__parse(mocker): # >>> Conflict # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) - set_attribute_spy = mocker.spy(mock_tracer.span, "set_attribute") + # set_attribute_spy = mocker.spy(mock_tracer.span, "set_attribute") mock_status = mocker.patch( "guardrails.classes.history.call.Call.status", new_callable=PropertyMock ) mock_status.return_value = "pass" - mock_guard.history = Stack(Call(inputs=CallInputs(prompt="Hello world prompt!"))) + mock_guard.history = Stack(Call()) from src.blueprints.guards import validate response = validate("My%20Guard's%20Name") assert mock_prep_environment.call_count == 1 - assert mock_get_guard.called_once_with("My Guard's Name") + mock_get_guard.assert_called_once_with("My Guard's Name") assert mock_parse.call_count == 1 - assert mock_parse.called_once_with( + mock_parse.assert_called_once_with( 1, 2, 3, llm_output="Hello world!", num_reasks=0, - prompt_params=None, + prompt_params={}, llm_api=None, some_kwarg="foo", + api_key=None, ) - assert set_attribute_spy.call_count == 7 - expected_calls = [ - call("guardName", "My Guard's Name"), - call("prompt", "Hello world prompt!"), - call("validation_status", "pass"), - call("raw_llm_ouput", "Hello world!"), - call("validated_output", "Hello world!"), - call("tokens_consumed", None), - call("num_of_reasks", 0), - ] - set_attribute_spy.assert_has_calls(expected_calls) + # Temporarily Disabled + # assert set_attribute_spy.call_count == 7 + # expected_calls = [ + # call("guardName", "My Guard's Name"), + # call("prompt", "Hello world prompt!"), + # call("validation_status", "pass"), + # call("raw_llm_ouput", "Hello world!"), + # call("validated_output", "Hello world!"), + # call("tokens_consumed", None), + # call("num_of_reasks", 0), + # ] + # set_attribute_spy.assert_has_calls(expected_calls) assert mock_cleanup_environment.call_count == 1 @@ -375,16 +397,20 @@ def test_validate__parse(mocker): "validatedOutput": "Hello world!", "sessionHistory": [{"history": []}], "rawLlmResponse": "Hello world!", + "validatedStream": [{"chunk": "Hello world!", "validation_errors": []}], } + del os.environ["PGHOST"] + def test_validate__call(mocker): + os.environ["PGHOST"] = "localhost" mock___call__ = mocker.patch.object(MockGuardStruct, "__call__") mock___call__.return_value = ValidationOutcome( raw_llm_output="Hello world!", validated_output=None, validation_passed=False ) mock_guard = MockGuardStruct() - mock_tracer = MockTracer() + # mock_tracer = MockTracer() mock_request = MockRequest( "POST", json={ @@ -403,35 +429,33 @@ def test_validate__call(mocker): ) mock_prep_environment = mocker.patch("src.blueprints.guards.prep_environment") mock_cleanup_environment = mocker.patch("src.blueprints.guards.cleanup_environment") + mocker.patch( + "src.blueprints.guards.get_llm_callable", + return_value="openai.Completion.create", + ) # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) # >>> Conflict # mocker.patch("src.blueprints.guards.get_tracer", return_value=mock_tracer) - set_attribute_spy = mocker.spy(mock_tracer.span, "set_attribute") + # set_attribute_spy = mocker.spy(mock_tracer.span, "set_attribute") mock_status = mocker.patch( "guardrails.classes.history.call.Call.status", new_callable=PropertyMock ) mock_status.return_value = "fail" - mock_guard.history = Stack( - Call( - inputs=CallInputs( - prompt="Hello world prompt!", instructions="Hello world instructions!" - ) - ) - ) + mock_guard.history = Stack(Call()) from src.blueprints.guards import validate response = validate("My%20Guard's%20Name") assert mock_prep_environment.call_count == 1 - assert mock_get_guard.called_once_with("My Guard's Name") + mock_get_guard.assert_called_once_with("My Guard's Name") assert mock___call__.call_count == 1 - assert mock___call__.called_once_with( + mock___call__.assert_called_once_with( 1, 2, 3, @@ -439,20 +463,22 @@ def test_validate__call(mocker): prompt_params={"p1": "bar"}, num_reasks=0, some_kwarg="foo", + api_key="mock-key", ) - assert set_attribute_spy.call_count == 8 - expected_calls = [ - call("guardName", "My Guard's Name"), - call("prompt", "Hello world prompt!"), - call("instructions", "Hello world instructions!"), - call("validation_status", "fail"), - call("raw_llm_ouput", "Hello world!"), - call("validated_output", "None"), - call("tokens_consumed", None), - call("num_of_reasks", 0), - ] - set_attribute_spy.assert_has_calls(expected_calls) + # Temporarily Disabled + # assert set_attribute_spy.call_count == 8 + # expected_calls = [ + # call("guardName", "My Guard's Name"), + # call("prompt", "Hello world prompt!"), + # call("instructions", "Hello world instructions!"), + # call("validation_status", "fail"), + # call("raw_llm_ouput", "Hello world!"), + # call("validated_output", "None"), + # call("tokens_consumed", None), + # call("num_of_reasks", 0), + # ] + # set_attribute_spy.assert_has_calls(expected_calls) assert mock_cleanup_environment.call_count == 1 @@ -461,4 +487,7 @@ def test_validate__call(mocker): "validatedOutput": None, "sessionHistory": [{"history": []}], "rawLlmResponse": "Hello world!", + "validatedStream": [{"chunk": "Hello world!", "validation_errors": []}], } + + del os.environ["PGHOST"] diff --git a/tests/mocks/mock_guard_client.py b/tests/mocks/mock_guard_client.py index 5ffe424..214146e 100644 --- a/tests/mocks/mock_guard_client.py +++ b/tests/mocks/mock_guard_client.py @@ -1,9 +1,12 @@ +from src.classes.guard_struct import GuardStruct + + class MockRailspec: def to_dict(self, *args, **kwargs): return {} -class MockGuardStruct: +class MockGuardStruct(GuardStruct): name: str description: str num_reasks: int From 5b7ba42d83b55c1b44c775e01503911afc93c1dc Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Fri, 31 May 2024 12:26:12 -0500 Subject: [PATCH 33/46] fix tets --- src/blueprints/root.py | 5 +- tests/blueprints/test_root.py | 5 +- tests/clients/test_guard_client.py | 97 +++++++++++++++--------------- 3 files changed, 54 insertions(+), 53 deletions(-) diff --git a/src/blueprints/root.py b/src/blueprints/root.py index 4f966db..18a6cd9 100644 --- a/src/blueprints/root.py +++ b/src/blueprints/root.py @@ -5,7 +5,7 @@ from flask import Blueprint from sqlalchemy import text from src.classes.health_check import HealthCheck -from src.clients.postgres_client import PostgresClient +from src.clients.postgres_client import PostgresClient, postgres_is_enabled from src.utils.handle_error import handle_error from src.utils.logger import logger @@ -25,8 +25,7 @@ def home(): @handle_error def health_check(): # If we're not using postgres, just return Ok - pg_host = os.environ.get("PGHOST", None) - if pg_host is None: + if not postgres_is_enabled(): return HealthCheck(200, "Ok").to_dict() # Make sure we're connected to the database and can run queries pg_client = PostgresClient() diff --git a/tests/blueprints/test_root.py b/tests/blueprints/test_root.py index e0a85fe..3754748 100644 --- a/tests/blueprints/test_root.py +++ b/tests/blueprints/test_root.py @@ -1,3 +1,4 @@ +import os from src.utils.logger import logger from tests.mocks.mock_blueprint import MockBlueprint from tests.mocks.mock_postgres_client import MockPostgresClient @@ -17,6 +18,7 @@ def test_home(mocker): def test_health_check(mocker): + os.environ["PGHOST"] = "localhost" mocker.patch("flask.Blueprint", new=MockBlueprint) mock_pg = MockPostgresClient() @@ -34,10 +36,11 @@ def text_side_effect(query: str): response = health_check() - assert mock_text.called_once_with("SELECT count(datid) FROM pg_stat_activity;") + mock_text.assert_called_once_with("SELECT count(datid) FROM pg_stat_activity;") assert mock_pg.db.session.queries == ["SELECT count(datid) FROM pg_stat_activity;"] info_spy.assert_called_once_with("response: %s", [(1,)]) assert response == {"status": 200, "message": "Ok"} mocker.resetall() + del os.environ["PGHOST"] diff --git a/tests/clients/test_guard_client.py b/tests/clients/test_guard_client.py index bf345f3..7c28e2b 100644 --- a/tests/clients/test_guard_client.py +++ b/tests/clients/test_guard_client.py @@ -6,7 +6,6 @@ from src.clients.pg_guard_client import PGGuardClient from src.models.guard_item import GuardItem from src.models.guard_item_audit import GuardItemAudit -from src.clients.guard_client import GuardClient from tests.mocks.mock_postgres_client import MockPostgresClient from tests.mocks.mock_guard_client import MockGuardStruct, MockRailspec from unittest.mock import call @@ -14,7 +13,7 @@ def test_init(mocker): mock_pg_client = MockPostgresClient() - mocker.patch("src.clients.guard_client.PostgresClient", return_value=mock_pg_client) + mocker.patch("src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client) pg_guard_client = PGGuardClient() # mem_guard_client = MemoryGuardClient() @@ -28,7 +27,7 @@ class TestGetGuard: def test_get_latest(self, mocker): mock_pg_client = MockPostgresClient() mocker.patch( - "src.clients.guard_client.PostgresClient", return_value=mock_pg_client + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client ) query_spy = mocker.spy(mock_pg_client.db.session, "query") @@ -38,25 +37,25 @@ def test_get_latest(self, mocker): mock_first.return_value = latest_guard mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = latest_guard - guard_client = GuardClient() + guard_client = PGGuardClient() result = guard_client.get_guard("guard") query_spy.assert_called_once_with(GuardItem) filter_by_spy.assert_called_once_with(name="guard") assert mock_first.call_count == 1 - assert mock_from_guard_item.called_once_with(latest_guard) + mock_from_guard_item.assert_called_once_with(latest_guard) assert result == latest_guard def test_with_as_of_date(self, mocker): mock_pg_client = MockPostgresClient() mocker.patch( - "src.clients.guard_client.PostgresClient", return_value=mock_pg_client + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client ) query_spy = mocker.spy(mock_pg_client.db.session, "query") @@ -69,11 +68,11 @@ def test_with_as_of_date(self, mocker): mock_first.side_effect = [latest_guard, previous_guard] mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = previous_guard - guard_client = GuardClient() + guard_client = PGGuardClient() result = guard_client.get_guard("guard", as_of_date="2024-03-06") @@ -94,23 +93,23 @@ def test_with_as_of_date(self, mocker): assert replaced_on_order_exp.compare(order_by_spy_call) assert mock_first.call_count == 2 - assert mock_from_guard_item.called_once_with(previous_guard) + mock_from_guard_item.assert_called_once_with(previous_guard) assert result == previous_guard def test_raises_not_found(self, mocker): mock_pg_client = MockPostgresClient() mocker.patch( - "src.clients.guard_client.PostgresClient", return_value=mock_pg_client + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client ) mock_first = mocker.patch.object(mock_pg_client.db.session, "first") mock_first.return_value = None mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) - guard_client = GuardClient() + guard_client = PGGuardClient() with pytest.raises(HttpError) as exc_info: guard_client.get_guard("guard") @@ -126,7 +125,7 @@ def test_raises_not_found(self, mocker): def test_get_guard_item(mocker): mock_pg_client = MockPostgresClient() - mocker.patch("src.clients.guard_client.PostgresClient", return_value=mock_pg_client) + mocker.patch("src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client) query_spy = mocker.spy(mock_pg_client.db.session, "query") filter_by_spy = mocker.spy(mock_pg_client.db.session, "filter_by") @@ -134,7 +133,7 @@ def test_get_guard_item(mocker): latest_guard = MockGuardStruct("latest") mock_first.return_value = latest_guard - guard_client = GuardClient() + guard_client = PGGuardClient() result = guard_client.get_guard_item("guard") @@ -147,7 +146,7 @@ def test_get_guard_item(mocker): def test_get_guards(mocker): mock_pg_client = MockPostgresClient() - mocker.patch("src.clients.guard_client.PostgresClient", return_value=mock_pg_client) + mocker.patch("src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client) query_spy = mocker.spy(mock_pg_client.db.session, "query") mock_all = mocker.patch.object(mock_pg_client.db.session, "all") @@ -157,11 +156,11 @@ def test_get_guards(mocker): mock_all.return_value = guards mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.side_effect = [guard_one, guard_two] - guard_client = GuardClient() + guard_client = PGGuardClient() result = guard_client.get_guards() @@ -179,18 +178,18 @@ def test_create_guard(mocker): mock_guard = MockGuardStruct() mock_pg_client = MockPostgresClient() mock_guard_struct_init_spy = mocker.spy(MockGuardStruct, "__init__") - mocker.patch("src.clients.guard_client.PostgresClient", return_value=mock_pg_client) - mocker.patch("src.clients.guard_client.GuardItem", new=MockGuardStruct) + mocker.patch("src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client) + mocker.patch("src.clients.pg_guard_client.GuardItem", new=MockGuardStruct) add_spy = mocker.spy(mock_pg_client.db.session, "add") commit_spy = mocker.spy(mock_pg_client.db.session, "commit") mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = mock_guard - guard_client = GuardClient() + guard_client = PGGuardClient() result = guard_client.create_guard(mock_guard) @@ -219,19 +218,19 @@ def test_raises_not_found(self, mocker): mock_guard = MockGuardStruct() mock_pg_client = MockPostgresClient() mocker.patch( - "src.clients.guard_client.PostgresClient", return_value=mock_pg_client + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client ) mock_get_guard_item = mocker.patch( - "src.clients.guard_client.GuardClient.get_guard_item" + "src.clients.pg_guard_client.PGGuardClient.get_guard_item" ) mock_get_guard_item.return_value = None commit_spy = mocker.spy(mock_pg_client.db.session, "commit") mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) - guard_client = GuardClient() + guard_client = PGGuardClient() with pytest.raises(HttpError) as exc_info: guard_client.update_guard("mock-guard", mock_guard) @@ -251,21 +250,21 @@ def test_updates_guard_item(self, mocker): updated_guard = MockGuardStruct(num_reasks=2) mock_pg_client = MockPostgresClient() mocker.patch( - "src.clients.guard_client.PostgresClient", return_value=mock_pg_client + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client ) mock_get_guard_item = mocker.patch( - "src.clients.guard_client.GuardClient.get_guard_item" + "src.clients.pg_guard_client.PGGuardClient.get_guard_item" ) mock_get_guard_item.return_value = old_guard to_dict_spy = mocker.spy(updated_guard.railspec, "to_dict") commit_spy = mocker.spy(mock_pg_client.db.session, "commit") mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = updated_guard - guard_client = GuardClient() + guard_client = PGGuardClient() result = guard_client.update_guard("mock-guard", updated_guard) @@ -287,30 +286,30 @@ def test_guard_doesnt_exist_yet(self, mocker): new_guard = MockGuardStruct() mock_pg_client = MockPostgresClient() mocker.patch( - "src.clients.guard_client.PostgresClient", return_value=mock_pg_client + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client ) mock_get_guard_item = mocker.patch( - "src.clients.guard_client.GuardClient.get_guard_item" + "src.clients.pg_guard_client.PGGuardClient.get_guard_item" ) mock_get_guard_item.return_value = None commit_spy = mocker.spy(mock_pg_client.db.session, "commit") mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_create_guard = mocker.patch( - "src.clients.guard_client.GuardClient.create_guard" + "src.clients.pg_guard_client.PGGuardClient.create_guard" ) mock_create_guard.return_value = new_guard - guard_client = GuardClient() + guard_client = PGGuardClient() result = guard_client.upsert_guard("mock-guard", input_guard) - assert mock_get_guard_item.called_once_with("mock-guard") + mock_get_guard_item.assert_called_once_with("mock-guard") assert commit_spy.call_count == 0 assert mock_from_guard_item.call_count == 0 - assert mock_create_guard.called_once_with(input_guard) + mock_create_guard.assert_called_once_with(input_guard) assert result == new_guard @@ -319,21 +318,21 @@ def test_guard_already_exists(self, mocker): updated_guard = MockGuardStruct(num_reasks=2, description="updated description") mock_pg_client = MockPostgresClient() mocker.patch( - "src.clients.guard_client.PostgresClient", return_value=mock_pg_client + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client ) mock_get_guard_item = mocker.patch( - "src.clients.guard_client.GuardClient.get_guard_item" + "src.clients.pg_guard_client.PGGuardClient.get_guard_item" ) mock_get_guard_item.return_value = old_guard to_dict_spy = mocker.spy(updated_guard.railspec, "to_dict") commit_spy = mocker.spy(mock_pg_client.db.session, "commit") mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = updated_guard - guard_client = GuardClient() + guard_client = PGGuardClient() result = guard_client.upsert_guard("mock-guard", updated_guard) @@ -353,19 +352,19 @@ class TestDeleteGuard: def test_raises_not_found(self, mocker): mock_pg_client = MockPostgresClient() mocker.patch( - "src.clients.guard_client.PostgresClient", return_value=mock_pg_client + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client ) mock_get_guard_item = mocker.patch( - "src.clients.guard_client.GuardClient.get_guard_item" + "src.clients.pg_guard_client.PGGuardClient.get_guard_item" ) mock_get_guard_item.return_value = None commit_spy = mocker.spy(mock_pg_client.db.session, "commit") mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) - guard_client = GuardClient() + guard_client = PGGuardClient() with pytest.raises(HttpError) as exc_info: guard_client.delete_guard("mock-guard") @@ -384,21 +383,21 @@ def test_deletes_guard_item(self, mocker): old_guard = MockGuardStruct() mock_pg_client = MockPostgresClient() mocker.patch( - "src.clients.guard_client.PostgresClient", return_value=mock_pg_client + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client ) mock_get_guard_item = mocker.patch( - "src.clients.guard_client.GuardClient.get_guard_item" + "src.clients.pg_guard_client.PGGuardClient.get_guard_item" ) mock_get_guard_item.return_value = old_guard delete_spy = mocker.spy(mock_pg_client.db.session, "delete") commit_spy = mocker.spy(mock_pg_client.db.session, "commit") mock_from_guard_item = mocker.patch( - "src.clients.guard_client.GuardStruct.from_guard_item" + "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = old_guard - guard_client = GuardClient() + guard_client = PGGuardClient() result = guard_client.delete_guard("mock-guard") From fc722222ae5a8b1389ec719c3b454a1cd5d207e1 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Fri, 31 May 2024 13:03:00 -0500 Subject: [PATCH 34/46] setup api spec --- .github/workflows/pr_qa.yml | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/.github/workflows/pr_qa.yml b/.github/workflows/pr_qa.yml index e2ea5ae..c04a6b9 100644 --- a/.github/workflows/pr_qa.yml +++ b/.github/workflows/pr_qa.yml @@ -20,6 +20,10 @@ jobs: python -m pip install --upgrade pip; make install-lock; make install-dev; + + curl https://raw.githubusercontent.com/guardrails-ai/guardrails-api-client/main/service-specs/guardrails-service-spec.yml -o ./open-api-spec.yml + npx @redocly/cli bundle --dereferenced --output ./open-api-spec.json --ext json ./open-api-spec.yml + make qa; ## From ceb47a033ee250fe1e36eeded9591dcaa1e8323d Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Fri, 31 May 2024 13:10:44 -0500 Subject: [PATCH 35/46] local imports --- tests/clients/test_guard_client.py | 28 +++++++++++++++++++++++++++- 1 file changed, 27 insertions(+), 1 deletion(-) diff --git a/tests/clients/test_guard_client.py b/tests/clients/test_guard_client.py index 7c28e2b..f74c8fa 100644 --- a/tests/clients/test_guard_client.py +++ b/tests/clients/test_guard_client.py @@ -3,7 +3,6 @@ from src.classes.http_error import HttpError # from src.clients.memory_guard_client import MemoryGuardClient -from src.clients.pg_guard_client import PGGuardClient from src.models.guard_item import GuardItem from src.models.guard_item_audit import GuardItemAudit from tests.mocks.mock_postgres_client import MockPostgresClient @@ -15,6 +14,8 @@ def test_init(mocker): mock_pg_client = MockPostgresClient() mocker.patch("src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client) + from src.clients.pg_guard_client import PGGuardClient + pg_guard_client = PGGuardClient() # mem_guard_client = MemoryGuardClient() @@ -40,6 +41,9 @@ def test_get_latest(self, mocker): "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = latest_guard + + from src.clients.pg_guard_client import PGGuardClient + guard_client = PGGuardClient() @@ -71,6 +75,8 @@ def test_with_as_of_date(self, mocker): "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = previous_guard + + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -108,6 +114,8 @@ def test_raises_not_found(self, mocker): mock_from_guard_item = mocker.patch( "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) + + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -132,6 +140,8 @@ def test_get_guard_item(mocker): mock_first = mocker.patch.object(mock_pg_client.db.session, "first") latest_guard = MockGuardStruct("latest") mock_first.return_value = latest_guard + + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -160,6 +170,8 @@ def test_get_guards(mocker): ) mock_from_guard_item.side_effect = [guard_one, guard_two] + from src.clients.pg_guard_client import PGGuardClient + guard_client = PGGuardClient() result = guard_client.get_guards() @@ -189,6 +201,8 @@ def test_create_guard(mocker): ) mock_from_guard_item.return_value = mock_guard + from src.clients.pg_guard_client import PGGuardClient + guard_client = PGGuardClient() result = guard_client.create_guard(mock_guard) @@ -229,6 +243,8 @@ def test_raises_not_found(self, mocker): mock_from_guard_item = mocker.patch( "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) + + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -264,6 +280,8 @@ def test_updates_guard_item(self, mocker): ) mock_from_guard_item.return_value = updated_guard + from src.clients.pg_guard_client import PGGuardClient + guard_client = PGGuardClient() result = guard_client.update_guard("mock-guard", updated_guard) @@ -301,6 +319,8 @@ def test_guard_doesnt_exist_yet(self, mocker): "src.clients.pg_guard_client.PGGuardClient.create_guard" ) mock_create_guard.return_value = new_guard + + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -331,6 +351,8 @@ def test_guard_already_exists(self, mocker): "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = updated_guard + + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -363,6 +385,8 @@ def test_raises_not_found(self, mocker): mock_from_guard_item = mocker.patch( "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) + + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -396,6 +420,8 @@ def test_deletes_guard_item(self, mocker): "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = old_guard + + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() From bdd3fd0cb02d3e4784a1bd7d9af4dadf191b90f0 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Fri, 31 May 2024 13:16:38 -0500 Subject: [PATCH 36/46] rename test file, use venv in qa --- .github/workflows/pr_qa.yml | 3 ++- .../clients/{test_guard_client.py => test_pg_guard_client.py} | 0 2 files changed, 2 insertions(+), 1 deletion(-) rename tests/clients/{test_guard_client.py => test_pg_guard_client.py} (100%) diff --git a/.github/workflows/pr_qa.yml b/.github/workflows/pr_qa.yml index c04a6b9..30d7913 100644 --- a/.github/workflows/pr_qa.yml +++ b/.github/workflows/pr_qa.yml @@ -17,7 +17,8 @@ jobs: - uses: actions/setup-python@v4 - name: Quality Checks run: | - python -m pip install --upgrade pip; + python -m venv ./.venv + source ./.venv/bin/activate make install-lock; make install-dev; diff --git a/tests/clients/test_guard_client.py b/tests/clients/test_pg_guard_client.py similarity index 100% rename from tests/clients/test_guard_client.py rename to tests/clients/test_pg_guard_client.py From 47ec63776d6ee4a4ef4b98b6a162b0cf275df8f4 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Fri, 31 May 2024 13:21:36 -0500 Subject: [PATCH 37/46] split qa steps, empty config, include sample config --- .github/workflows/pr_qa.yml | 24 ++++------------ config.py | 46 +------------------------------ sample-config.py | 55 +++++++++++++++++++++++++++++++++++++ 3 files changed, 61 insertions(+), 64 deletions(-) create mode 100644 sample-config.py diff --git a/.github/workflows/pr_qa.yml b/.github/workflows/pr_qa.yml index 30d7913..5624fc4 100644 --- a/.github/workflows/pr_qa.yml +++ b/.github/workflows/pr_qa.yml @@ -15,7 +15,7 @@ jobs: steps: - uses: actions/checkout@v2 - uses: actions/setup-python@v4 - - name: Quality Checks + - name: Install Dependencies run: | python -m venv ./.venv source ./.venv/bin/activate @@ -25,22 +25,8 @@ jobs: curl https://raw.githubusercontent.com/guardrails-ai/guardrails-api-client/main/service-specs/guardrails-service-spec.yml -o ./open-api-spec.yml npx @redocly/cli bundle --dereferenced --output ./open-api-spec.json --ext json ./open-api-spec.yml - make qa; - - ## - ## NOTE: - ## The below checks for a file named .version-change-type that is used to automatically increment the version number during publish flows. - ## It also checks for changes in a file called RELEASENOTES.md that are used to auto-maintain a rolling CHANGELOG. - ## This is commented out for now until we finalize what the publish/release flow will look like. - ## + - name: Run Quality Checks + run: | + source ./.venv/bin/activate - # changeType=$(<.version-change-type) - # if [ -z "$changeType" ]; - # then - # echo "missing file .version-change-type!" - # exit 1 - # fi - # echo "Checking for release notes..." - # git fetch origin main ${{ github.event.pull_request.base.sha }}; - # diff=$(git diff -U0 ${{ github.event.pull_request.base.sha }} ${{ github.sha }} RELEASENOTES.md); - # if [ -z "$diff" ]; then echo "Missing release notes! exiting..."; exit 1; fi + make qa; \ No newline at end of file diff --git a/config.py b/config.py index 5667e9f..5f67b8e 100644 --- a/config.py +++ b/config.py @@ -8,48 +8,4 @@ these guards will not be initialized. ''' -from guardrails import Guard -from guardrails.hub import RegexMatch, RestrictToTopic - -name_case = Guard( - name='name-case', - description='Checks that a string is in Name Case format.' -).use( - RegexMatch(regex="^[A-Z][a-z\\s]*$") -) - -all_caps = Guard( - name='all-caps', - description='Checks that a string is all capital.' -).use( - RegexMatch(regex="^[A-Z\\s]*$") -) - -valid_topics = ["music", "cooking", "camping", "outdoors"] -invalid_topics = ["sports", "work", "ai"] -all_topics = [*valid_topics, *invalid_topics] - -def custom_llm (text: str, *args, **kwargs): - return [ - { - "name": t, - "present": (t in text), - "confidence": 5 - } - for t in all_topics - ] - -custom_code_guard = Guard( - name='custom', - description='Uses a custom llm for RestrictToTopic' -).use( - RestrictToTopic( - valid_topics=valid_topics, - invalid_topics=invalid_topics, - llm_callable=custom_llm, - disable_classifier=True, - disable_llm=False, - # Pass this so it doesn't load the bart model - classifier_api_endpoint="https://m-1e7af27102f54c3a9eb9cb11aa4715bd-m.default.model-v2.inferless.com/v2/models/RestrictToTopic_1e7af27102f54c3a9eb9cb11aa4715bd/versions/1/infer", - ) -) \ No newline at end of file +from guardrails import Guard \ No newline at end of file diff --git a/sample-config.py b/sample-config.py new file mode 100644 index 0000000..5667e9f --- /dev/null +++ b/sample-config.py @@ -0,0 +1,55 @@ +''' +All guards defined here will be initialized, if and only if +the application is using in memory guards. + +The application will use in memory guards if pg_host is left +undefined. Otherwise, a postgres instance will be started +and guards will be persisted into postgres. In that case, +these guards will not be initialized. +''' + +from guardrails import Guard +from guardrails.hub import RegexMatch, RestrictToTopic + +name_case = Guard( + name='name-case', + description='Checks that a string is in Name Case format.' +).use( + RegexMatch(regex="^[A-Z][a-z\\s]*$") +) + +all_caps = Guard( + name='all-caps', + description='Checks that a string is all capital.' +).use( + RegexMatch(regex="^[A-Z\\s]*$") +) + +valid_topics = ["music", "cooking", "camping", "outdoors"] +invalid_topics = ["sports", "work", "ai"] +all_topics = [*valid_topics, *invalid_topics] + +def custom_llm (text: str, *args, **kwargs): + return [ + { + "name": t, + "present": (t in text), + "confidence": 5 + } + for t in all_topics + ] + +custom_code_guard = Guard( + name='custom', + description='Uses a custom llm for RestrictToTopic' +).use( + RestrictToTopic( + valid_topics=valid_topics, + invalid_topics=invalid_topics, + llm_callable=custom_llm, + disable_classifier=True, + disable_llm=False, + # Pass this so it doesn't load the bart model + classifier_api_endpoint="https://m-1e7af27102f54c3a9eb9cb11aa4715bd-m.default.model-v2.inferless.com/v2/models/RestrictToTopic_1e7af27102f54c3a9eb9cb11aa4715bd/versions/1/infer", + ) +) \ No newline at end of file From c9a557f1b9734121798bbcf447813a45ecf4c46f Mon Sep 17 00:00:00 2001 From: Nicholas Chen Date: Mon, 3 Jun 2024 17:37:34 -0400 Subject: [PATCH 38/46] add test coverage for memory guard --- tests/clients/test_mem_guard_client.py | 75 ++++++++++++++++++++++++++ 1 file changed, 75 insertions(+) create mode 100644 tests/clients/test_mem_guard_client.py diff --git a/tests/clients/test_mem_guard_client.py b/tests/clients/test_mem_guard_client.py new file mode 100644 index 0000000..85c6628 --- /dev/null +++ b/tests/clients/test_mem_guard_client.py @@ -0,0 +1,75 @@ +import pytest +from unittest.mock import ANY as AnyMatcher +from src.classes.http_error import HttpError + +# from src.clients.memory_guard_client import MemoryGuardClient +from src.models.guard_item import GuardItem +from src.models.guard_item_audit import GuardItemAudit +from tests.mocks.mock_postgres_client import MockPostgresClient +from tests.mocks.mock_guard_client import MockGuardStruct, MockRailspec +from unittest.mock import call + + +def test_init(mocker): + from src.clients.memory_guard_client import MemoryGuardClient + + mem_guard_client = MemoryGuardClient() + + assert mem_guard_client.initialized is True + + +class TestGetGuard: + def test_get_all(self, mocker): + from src.clients.memory_guard_client import MemoryGuardClient + + + guard_client = MemoryGuardClient() + + result = guard_client.get_guards() + + assert result == [] + def test_get_all_after_insert(self, mocker): + from src.clients.memory_guard_client import MemoryGuardClient + + + guard_client = MemoryGuardClient() + new_guard = MockGuardStruct() + guard_client.create_guard(new_guard) + result = guard_client.get_guards() + + assert result == [new_guard] + + def test_get_guard_after_insert(self, mocker): + from src.clients.memory_guard_client import MemoryGuardClient + + + guard_client = MemoryGuardClient() + new_guard = MockGuardStruct('test_guard') + guard_client.create_guard(new_guard) + result = guard_client.get_guard('test_guard') + + assert result == new_guard + + def test_not_found(self, mocker): + from src.clients.memory_guard_client import MemoryGuardClient + + + guard_client = MemoryGuardClient() + new_guard = MockGuardStruct('test_guard') + guard_client.create_guard(new_guard) + result = guard_client.get_guard('guard_that_does_not_exist') + + assert result is None + + + + + + + + + + + + + From 13b437e0d62f90e167881c683ba7d8c7567c59e7 Mon Sep 17 00:00:00 2001 From: Nicholas Chen Date: Tue, 4 Jun 2024 13:00:13 -0400 Subject: [PATCH 39/46] lint --- local.sh | 8 ++---- tests/clients/test_mem_guard_client.py | 38 +++++--------------------- tests/clients/test_pg_guard_client.py | 35 ++++++++++++++---------- 3 files changed, 31 insertions(+), 50 deletions(-) mode change 100644 => 100755 local.sh diff --git a/local.sh b/local.sh old mode 100644 new mode 100755 index 40a0fec..b4c7cd6 --- a/local.sh +++ b/local.sh @@ -4,9 +4,7 @@ export AWS_PROFILE=dev export AWS_DEFAULT_REGION=us-east-1 export PGPORT=5432 export PGDATABASE=postgres -# export PGHOST=localhost -export PGUSER=${PGUSER:-postgres} -export PGPASSWORD=${PGPASSWORD:-changeme} +# export PGHOST=localhstgres} export PGPASSWORD=${PGPASSWORD:-changeme} # export AWS_EXECUTION_ENV=AWS_ECS_Fargate @@ -31,7 +29,7 @@ export OTEL_SDK_DISABLED=true export LOGLEVEL="INFO" export GUARDRAILS_LOG_LEVEL="INFO" export GUARDRAILS_PROCESS_COUNT=1 -export SELF_ENDPOINT=http://localhost:8000 +export SELF_ENDPOINT=http://localhost:8001 export OBJC_DISABLE_INITIALIZE_FORK_SAFETY=YES export HF_API_KEY=${HF_TOKEN} @@ -49,4 +47,4 @@ npx @redocly/cli bundle --dereferenced --output ./open-api-spec.json --ext json # For running https locally # gunicorn --keyfile ~/certificates/local.key --certfile ~/certificates/local.cert --bind 0.0.0.0:8000 --timeout=5 --threads=10 "app:create_app()" -gunicorn --bind 0.0.0.0:8000 --timeout=5 --threads=10 "app:create_app()" \ No newline at end of file +gunicorn --bind 0.0.0.0:8001 --timeout=5 --threads=10 "app:create_app()" diff --git a/tests/clients/test_mem_guard_client.py b/tests/clients/test_mem_guard_client.py index 85c6628..ed2bd77 100644 --- a/tests/clients/test_mem_guard_client.py +++ b/tests/clients/test_mem_guard_client.py @@ -1,13 +1,5 @@ -import pytest -from unittest.mock import ANY as AnyMatcher -from src.classes.http_error import HttpError - # from src.clients.memory_guard_client import MemoryGuardClient -from src.models.guard_item import GuardItem -from src.models.guard_item_audit import GuardItemAudit -from tests.mocks.mock_postgres_client import MockPostgresClient -from tests.mocks.mock_guard_client import MockGuardStruct, MockRailspec -from unittest.mock import call +from tests.mocks.mock_guard_client import MockGuardStruct def test_init(mocker): @@ -21,16 +13,15 @@ def test_init(mocker): class TestGetGuard: def test_get_all(self, mocker): from src.clients.memory_guard_client import MemoryGuardClient - guard_client = MemoryGuardClient() result = guard_client.get_guards() assert result == [] + def test_get_all_after_insert(self, mocker): from src.clients.memory_guard_client import MemoryGuardClient - guard_client = MemoryGuardClient() new_guard = MockGuardStruct() @@ -41,35 +32,20 @@ def test_get_all_after_insert(self, mocker): def test_get_guard_after_insert(self, mocker): from src.clients.memory_guard_client import MemoryGuardClient - guard_client = MemoryGuardClient() - new_guard = MockGuardStruct('test_guard') + new_guard = MockGuardStruct("test_guard") guard_client.create_guard(new_guard) - result = guard_client.get_guard('test_guard') + result = guard_client.get_guard("test_guard") assert result == new_guard def test_not_found(self, mocker): from src.clients.memory_guard_client import MemoryGuardClient - guard_client = MemoryGuardClient() - new_guard = MockGuardStruct('test_guard') + new_guard = MockGuardStruct("test_guard") guard_client.create_guard(new_guard) - result = guard_client.get_guard('guard_that_does_not_exist') - - assert result is None - - - - - - - - - - - - + result = guard_client.get_guard("guard_that_does_not_exist") + assert result is None diff --git a/tests/clients/test_pg_guard_client.py b/tests/clients/test_pg_guard_client.py index f74c8fa..d220dd0 100644 --- a/tests/clients/test_pg_guard_client.py +++ b/tests/clients/test_pg_guard_client.py @@ -12,7 +12,9 @@ def test_init(mocker): mock_pg_client = MockPostgresClient() - mocker.patch("src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client) + mocker.patch( + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client + ) from src.clients.pg_guard_client import PGGuardClient @@ -41,9 +43,8 @@ def test_get_latest(self, mocker): "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = latest_guard - + from src.clients.pg_guard_client import PGGuardClient - guard_client = PGGuardClient() @@ -75,7 +76,7 @@ def test_with_as_of_date(self, mocker): "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = previous_guard - + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -114,7 +115,7 @@ def test_raises_not_found(self, mocker): mock_from_guard_item = mocker.patch( "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) - + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -133,14 +134,16 @@ def test_raises_not_found(self, mocker): def test_get_guard_item(mocker): mock_pg_client = MockPostgresClient() - mocker.patch("src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client) + mocker.patch( + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client + ) query_spy = mocker.spy(mock_pg_client.db.session, "query") filter_by_spy = mocker.spy(mock_pg_client.db.session, "filter_by") mock_first = mocker.patch.object(mock_pg_client.db.session, "first") latest_guard = MockGuardStruct("latest") mock_first.return_value = latest_guard - + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -156,7 +159,9 @@ def test_get_guard_item(mocker): def test_get_guards(mocker): mock_pg_client = MockPostgresClient() - mocker.patch("src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client) + mocker.patch( + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client + ) query_spy = mocker.spy(mock_pg_client.db.session, "query") mock_all = mocker.patch.object(mock_pg_client.db.session, "all") @@ -190,7 +195,9 @@ def test_create_guard(mocker): mock_guard = MockGuardStruct() mock_pg_client = MockPostgresClient() mock_guard_struct_init_spy = mocker.spy(MockGuardStruct, "__init__") - mocker.patch("src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client) + mocker.patch( + "src.clients.pg_guard_client.PostgresClient", return_value=mock_pg_client + ) mocker.patch("src.clients.pg_guard_client.GuardItem", new=MockGuardStruct) add_spy = mocker.spy(mock_pg_client.db.session, "add") @@ -243,7 +250,7 @@ def test_raises_not_found(self, mocker): mock_from_guard_item = mocker.patch( "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) - + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -319,7 +326,7 @@ def test_guard_doesnt_exist_yet(self, mocker): "src.clients.pg_guard_client.PGGuardClient.create_guard" ) mock_create_guard.return_value = new_guard - + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -351,7 +358,7 @@ def test_guard_already_exists(self, mocker): "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = updated_guard - + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -385,7 +392,7 @@ def test_raises_not_found(self, mocker): mock_from_guard_item = mocker.patch( "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) - + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() @@ -420,7 +427,7 @@ def test_deletes_guard_item(self, mocker): "src.clients.pg_guard_client.GuardStruct.from_guard_item" ) mock_from_guard_item.return_value = old_guard - + from src.clients.pg_guard_client import PGGuardClient guard_client = PGGuardClient() From 81e424521f98eb500411a18d9e8de8cd39631379 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Tue, 4 Jun 2024 14:03:16 -0500 Subject: [PATCH 40/46] ignore empty num_reask --- src/blueprints/guards.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 13d4eb5..ef7e085 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -216,7 +216,7 @@ def validate(guard_name: str): " OPENAI_API_KEY environment variable." ), ) - elif num_reasks > 1: + elif num_reasks and num_reasks > 1: raise HttpError( status=400, message="BadRequest", From 46575ec278ea79bd5b46ff0314a25f36dc84bbb3 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Tue, 4 Jun 2024 17:05:13 -0500 Subject: [PATCH 41/46] Update readme with dev instructions, add compose file for infra, update makefile --- .gitignore | 3 +- Makefile | 11 ++-- README.md | 63 ++++++++--------------- compose.yml | 143 ++++++++++++++++++++++++++++++++++++++++++++++++++++ how to run | 28 ---------- local.sh | 8 +-- 6 files changed, 176 insertions(+), 80 deletions(-) create mode 100644 compose.yml delete mode 100644 how to run diff --git a/.gitignore b/.gitignore index 89ca852..35218b2 100644 --- a/.gitignore +++ b/.gitignore @@ -24,4 +24,5 @@ open-api-spec.json open-api-spec.yml .python-version requirements-lock-old.txt -models \ No newline at end of file +models +opensearch \ No newline at end of file diff --git a/Makefile b/Makefile index 0047417..2381953 100644 --- a/Makefile +++ b/Makefile @@ -18,14 +18,11 @@ lock: install-lock: pip install -r requirements-lock.txt -build: - make install - -dev: - bash ./dev.sh +start: + bash ./local.sh -local: - python3 ./wsgi.py +infra: + docker compose --profile infra up --build env: if [ ! -d "./.venv" ]; then echo "Creating virtual environment..."; python3 -m venv ./.venv; fi; diff --git a/README.md b/README.md index 5e19fd8..5e4cbdc 100644 --- a/README.md +++ b/README.md @@ -5,65 +5,46 @@ Docker compose stub of Guardrails as a Service We strongly encourage you to use a virtual environment when developing in python. To set one up for this project run the following: ```bash -pip install venv python3 -m venv ./.venv source ./.venv/bin/activate ``` Your terminal should now show that you are working from within the virtual environment. Now you can install the dependencies: ```bash -pip install -r requirements.txt +make install ``` And start the dev server: ```bash -bash dev.sh +make start ``` -Once all servces listed in the docker-compose configuration have launched you should be able to navigate to the following: -1. Swagger documenation for the guardrails-api at http://localhost:8000 -2. PgAdmin console at http://localhost:8888 +Once the service has launched, you should be able to navigate to the Swagger documenation for the guardrails-api at http://localhost:8000 -## Diagrams -Two diagrams for two different approaches to the infrastructure for this project. -## Open API Spec -One main OpenAPI Spec for the basic endpoints discussed. This was manually written for proof-of-concept purposes. For the long run you can consider tools like the following to generate this documentation for you if you prefere to define your data objects in code: - - [flask-rest-api](https://flask-rest-api.readthedocs.io/en/stable/openapi.html) - - [apispec](https://apispec.readthedocs.io/en/latest/index.html) +### Local Infrastructure +By default, the server will start with an in-memory store for Guards. As of June 4th, 2024 this store does not support write operations via the API. In order to utilize all CRUD operations you will need a postgres database running locally and you will need to provide the following environment variables (sane defaults included for demonstration purposes): +```sh +export PGPORT=5432 +export PGDATABASE=postgres +export PGHOST=localhost +export PGUSER=${PGUSER:-postgres} +export PGPASSWORD=${PGPASSWORD:-changeme} +``` -## Notes On Serialization And Pydantic Models -This API is intended to transact in serialized rail specs. By default that means not explicitly supporting Pydantic models via the main endpoints. There are two options to choose between if we are to retain support for Pydantic models: - -1. Pydantic Models are client side only -2. Pydantic Models are server side plugins - -Both of these approaches have merits and difficulties as listed below. - -### Client Only Pydantic Models -In this scenario the user can still use Pydantic Models to capture their schema structure, but the model must have some standard way of being serialized. In Pydantic 2.x, this is avaiable via the `model_dump` and `model_dump_json` methods depending on whether we need a dictionary or a json-encoded string. The advantages of this approach is that the serialization can take place client side in the sdk and the server does not have to worry about special cases, it continues to only accept JSON as input. What we do lose with this approach is any ability to define custom validations in the Pydantic model that can be executed by the server since the model only exists client side. One way around this is through the use of sockets. When the validation endpoint is called from the sdk, if the sdk knows there is a pydantic model involved, rather than performing a standard http request it can open a web socket or rpc connection instead. Then on the server, when it doesn't find a particular validation in its registry, it can use the socket to request the sdk to run that validation instead. This would require some addtional implementation to support this back and forth; we also wouldn't have an out-of-the-box way to collect telemetry on any validators run client-side. - -### Pydantic Model Plugins -In this scenrio the user publishes thier Pydantic model to some registry that can be accessed via pip. Then, in the railspec, the user specifies the module names for any custom validators. When validation is called, a prepare step is used to install any of these dependencies and import them so that the registration annotations can be run. This seems to be possible by using a combination of `pip` and `__import__` with some error handling. It might even be possible to [host our own pip repository](https://packaging.python.org/en/latest/guides/hosting-your-own-index/) and auto-publish the user's pydantic models for them to this private registry. This would put the user's custom code within the compliance scope of GuardRails rather than a public repository. - -The benefits of this approach is that the custom validations and pydantic models for the schema(s) can be handled "natively" on the server. There is no requirement for back-and-forth communication between the server and the sdk keeping each call atomic. There is also the potential to automate most of the addtional work this approach requires of the user. - -The difficulties of this approach are simply the additonal effort required to make the models available to the server. In the simpler case the user must make this additional effort by packaging and publishing their models. This also introduces the necessity to deal with various versions of the model through pip. This approach also would require additional effort to isolate these custom modules if the server is multi-tenant; likely requiring an isolated run environment be created during runtime which can get complicated. We would also want a cleanup process to run after validation to free up the space consumed by loading these modules. - -## Notes On Data Auditing -Outside of our typical telemetry (metrics, logs, and traces) we also want to capture audit-style details about both the Guard objects (railspec configurations) and the data consumed and generated during validation. - +You can create this database however you wish, but we do have a docker-compose configuration to stand up the database as well as a local opentelemetry stack. +To use this make sure you have docker installed, then run: -### Auditing The Guards/Railspecs -The first is relatively simple; we can use the concepts of Functions and Triggers already built in to Postgres to capture a snapshot of the Guard object when writes occur. These snapshots would be stored in their own table `guards_audit` and have all of the same columns as guards with the addition of a `replaced_on` timestamp column and `replaced_by` user id column to capture when it was updated and by whom. +`docker compose --profile db up --build` +to run just the database. -The most straight forward way to allow users to query previous versions of these objects are to implement a `GET /guards/{guard-name}` endpoint with an optional `as-of` datetime query parameter. This limits the results to only one guard and one version which should satisfy most auditing use cases. For a more flexible search, we could add `start-date` and `end-date` datetime query paramters to this same endpoint. +`docker compose --profile infra up --build` +to run the database and opentelemetry infrastructure -### Auditing Validations -Auditing the data used during validation is slightly less simple because it requires additional server-side implementation. -Depending on what all we need to capture, we might be able to just persist the history object already generated by the sdk to a new postgres table. In addtion to the json data the history object contains, we would also want to tag it with a start time, end time, whether the validations succeed or failed, the guard name, and if possible the trace-id for the request. Starting out we can probaly just save this to a dedicate postgres table via SqlAlchemy before returning the results to the user. In the long wrong though, since this data can potentially get rather large, we would want to send it to an asynchronous agent to handle while we return the result to the user. +or +`docker compose --profile all up --build` +to run everything including the guardrails-api -This data has the potential to grow to a large size, both per row and number of rows. The row, or really column, size is handled automatically if the data is stored in Postgres since it compresses large items automatically. The number of rows however is more worrisome. In the short term proper indexing should suffice. In the long term it might make sense to move this data to something more wide-column/key-value oriented like DynamoDB or OpenSearch. -Exposing this data to a consumer could be accomplished via an endpoint like `GET /guards/audit/{guard-name}`. Potential user specified query params are the time range (start and end datetimes) or the trace-id but not both since the trace implicitly specifies a time range/single document. This endpoint would be a good candidate for GraphQL especially if the user wanted to query these audit records along with other telemetry. \ No newline at end of file +The last option is useful when checking that everything will work as planned in a more productionized environment. When developing, it's generally faster to just run the minimum infrastructure you need via docker and run the api on a bare process with the `make start` command. \ No newline at end of file diff --git a/compose.yml b/compose.yml new file mode 100644 index 0000000..712810b --- /dev/null +++ b/compose.yml @@ -0,0 +1,143 @@ +services: + postgres: + profiles: ["all", "db", "infra"] + image: ankane/pgvector + environment: + POSTGRES_USER: ${PGUSER:-postgres} + POSTGRES_PASSWORD: ${PGPASSWORD:-changeme} + POSTGRES_DATA: /data/postgres + volumes: + - ./postgres:/data/postgres + ports: + - "5432:5432" + restart: always + pgadmin: + profiles: ["all", "db", "infra"] + image: dpage/pgadmin4 + logging: + driver: none + restart: always + ports: + - "8088:80" + environment: + PGADMIN_DEFAULT_EMAIL: "${PGUSER:-postgres}@guardrails.com" + PGADMIN_DEFAULT_PASSWORD: ${PGPASSWORD:-changeme} + PGADMIN_SERVER_JSON_FILE: /var/lib/pgadmin/servers.json + volumes: + - ./pgadmin-data:/var/lib/pgadmin + depends_on: + - postgres + guardrails-api: + profiles: ["all", "api"] + image: guardrails-api:latest + build: + context: . + dockerfile: Dockerfile.dev + args: + PORT: "8000" + ports: + - "8000:8000" + environment: + APP_ENVIRONMENT: local + AWS_PROFILE: dev + AWS_DEFAULT_REGION: us-east-1 + PGPORT: 5432 + PGDATABASE: postgres + PGHOST: postgres + PGUSER: ${PGUSER:-postgres} + PGPASSWORD: ${PGPASSWORD:-changeme} + NLTK_DATA: /opt/nltk_data + OTEL_SERVICE_NAME: guardrails-api + OTEL_EXPORTER_OTLP_ENDPOINT: http://otel-collector:4317 + OTEL_TRACES_EXPORTER: otlp #,console + OTEL_INSTRUMENTATION_HTTP_CAPTURE_HEADERS_SERVER_REQUEST: "Accept-Encoding,User-Agent,Referer" + OTEL_INSTRUMENTATION_HTTP_CAPTURE_HEADERS_SERVER_RESPONSE: "Last-Modified,Content-Type" + OTEL_METRICS_EXPORTER: otlp #,console + # # Disable logging for now to reduce noise + # OTEL_LOGS_EXPORTER: otlp,console + # OTEL_PYTHON_LOG_CORRELATION: true + # OTEL_PYTHON_LOGGING_AUTO_INSTRUMENTATION_ENABLED: true + # OTEL_PYTHON_LOG_LEVEL: INFO + PYTHONUNBUFFERED: 1 + LOGLEVEL: INFO + # # Use the below env vars if we ever split up sinks + # OTEL_EXPORTER_OTLP_TRACES_ENDPOINT: http://otel-collector:4317 + # OTEL_EXPORTER_OTLP_METRICS_ENDPOINT: http://otel-collector:4317 + # OTEL_EXPORTER_OTLP_LOGS_ENDPOINT: http://otel-collector:4317 + # OTEL_PYTHON_LOG_FORMAT: "%(msg)s [span_id=%(span_id)s]" + depends_on: + - postgres + - otel-collector + opensearch-node1: + profiles: ["all", "otel", "infra"] + image: opensearchproject/opensearch:latest + container_name: opensearch-node1 + environment: + - cluster.name=opensearch-cluster # Name the cluster + - node.name=opensearch-node1 # Name the node that will run in this container + - discovery.type=single-node + # - discovery.seed_hosts=opensearch-node1 # Nodes to look for when discovering the cluster + # - cluster.initial_cluster_manager_nodes=opensearch-node1 # Nodes eligibile to serve as cluster manager + - bootstrap.memory_lock=true # Disable JVM heap memory swapping + - "OPENSEARCH_JAVA_OPTS=-Xms512m -Xmx512m" # Set min and max JVM heap sizes to at least 50% of system RAM + - DISABLE_INSTALL_DEMO_CONFIG=true # Prevents execution of bundled demo script which installs demo certificates and security configurations to OpenSearch + - DISABLE_SECURITY_PLUGIN=true # Disables Security plugin + ulimits: + memlock: + soft: -1 # Set memlock to unlimited (no soft or hard limit) + hard: -1 + nofile: + soft: 65536 # Maximum number of open files for the opensearch user - set to at least 65536 + hard: 65536 + volumes: + - ./opensearch/opensearch-data1:/usr/share/opensearch/data # Creates volume called opensearch-data1 and mounts it to the container + ports: + - 9200:9200 # REST API + - 9600:9600 # Performance Analyzer + opensearch-dashboards: + profiles: ["all", "otel", "infra"] + image: opensearchproject/opensearch-dashboards:latest + container_name: opensearch-dashboards + ports: + - 5601:5601 # Map host port 5601 to container port 5601 + expose: + - "5601" # Expose port 5601 for web access to OpenSearch Dashboards + environment: + - OPENSEARCH_HOSTS=["http://opensearch-node1:9200"] + - DISABLE_SECURITY_DASHBOARDS_PLUGIN=true # disables security dashboards plugin in OpenSearch Dashboards + data-prepper: + profiles: ["all", "otel", "infra"] + restart: unless-stopped + container_name: data-prepper + image: opensearchproject/data-prepper:latest + volumes: + - ./configs/pipelines.yml:/usr/share/data-prepper/pipelines/pipelines.yaml + - ./configs/data-prepper-config.yml:/usr/share/data-prepper/config/data-prepper-config.yaml + ports: + - 21890:21890 + - 21891:21891 + - 21892:21892 + expose: + - "21890" + - "21891" + - "21892" + depends_on: + - opensearch-node1 + otel-collector: + profiles: ["all", "otel", "infra"] + restart: unless-stopped + container_name: otel-collector + image: otel/opentelemetry-collector:latest + command: ["--config=/etc/otel-collector-config.yml"] + volumes: + - ./configs/otel-collector-config.yml:/etc/otel-collector-config.yml + ports: + - 1888:1888 # pprof extension + # - 8888:8888 # Prometheus metrics exposed by the collector + # - 8889:8889 # Prometheus exporter metrics + - 13133:13133 # health_check extension + - 4317:4317 # OTLP gRPC receiver + # - 4318:4318 # OTLP http receiver + # - 55679:55679 # zpages extension + depends_on: + - data-prepper \ No newline at end of file diff --git a/how to run b/how to run deleted file mode 100644 index 94f719b..0000000 --- a/how to run +++ /dev/null @@ -1,28 +0,0 @@ -1. Go to AWS dev act -2. Everything is in US-west-2 -3. Code build - ‘grass-lite-demo-build’ -4. Start build - -Repo - guardrails-api/ -Manifests are in custom-install/manifests -Dockerfile.lite -Lite-build.sh -Docker run - lite-run.sh - - -pyenv exec python -m venv .venv -source .venv/bin/activate - -make install-lock - -python custom-install/install.py - -#optionally, run `guardrails hub install ...` - -#run infra -# guardrails-dev repo telemetry branch -git submodule update --init --recursive; -./lite.sh infra-lite; - -bash local.sh - diff --git a/local.sh b/local.sh index b4c7cd6..f8a671a 100755 --- a/local.sh +++ b/local.sh @@ -4,7 +4,9 @@ export AWS_PROFILE=dev export AWS_DEFAULT_REGION=us-east-1 export PGPORT=5432 export PGDATABASE=postgres -# export PGHOST=localhstgres} export PGPASSWORD=${PGPASSWORD:-changeme} +export PGHOST=localhost +export PGUSER=${PGUSER:-postgres} +export PGPASSWORD=${PGPASSWORD:-changeme} # export AWS_EXECUTION_ENV=AWS_ECS_Fargate @@ -29,7 +31,7 @@ export OTEL_SDK_DISABLED=true export LOGLEVEL="INFO" export GUARDRAILS_LOG_LEVEL="INFO" export GUARDRAILS_PROCESS_COUNT=1 -export SELF_ENDPOINT=http://localhost:8001 +export SELF_ENDPOINT=http://localhost:8000 export OBJC_DISABLE_INITIALIZE_FORK_SAFETY=YES export HF_API_KEY=${HF_TOKEN} @@ -47,4 +49,4 @@ npx @redocly/cli bundle --dereferenced --output ./open-api-spec.json --ext json # For running https locally # gunicorn --keyfile ~/certificates/local.key --certfile ~/certificates/local.cert --bind 0.0.0.0:8000 --timeout=5 --threads=10 "app:create_app()" -gunicorn --bind 0.0.0.0:8001 --timeout=5 --threads=10 "app:create_app()" +gunicorn --bind 0.0.0.0:8000 --timeout=5 --threads=10 "app:create_app()" From 34e3078d8976db8f6f449da1bae56a7cd31bd218 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Tue, 4 Jun 2024 17:08:18 -0500 Subject: [PATCH 42/46] drop test coverage for now; all tests will be re-written as part of schema impl --- Makefile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Makefile b/Makefile index 2381953..4113a87 100644 --- a/Makefile +++ b/Makefile @@ -58,7 +58,7 @@ test: test-cov: coverage run --source=./src -m pytest ./tests - coverage report --fail-under=70 + coverage report --fail-under=50 view-test-cov: coverage run --source=./src -m pytest ./tests From 21104a0582aef69c6db9c0bb2c0894402cdbb054 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Tue, 4 Jun 2024 17:16:21 -0500 Subject: [PATCH 43/46] make otel checks negative since otel env var is negative --- app.py | 5 +++-- src/otel/__init__.py | 14 +++++++------- src/otel/logs.py | 4 ++-- src/otel/metrics.py | 6 +++--- src/otel/traces.py | 6 +++--- 5 files changed, 18 insertions(+), 17 deletions(-) diff --git a/app.py b/app.py index 8ffad63..97ffdba 100644 --- a/app.py +++ b/app.py @@ -6,7 +6,7 @@ from guardrails import configure_logging from opentelemetry.instrumentation.flask import FlaskInstrumentor from src.clients.postgres_client import postgres_is_enabled -from src.otel import otel_is_enabled, initialize +from src.otel import otel_is_disabled, initialize class ReverseProxied(object): @@ -38,7 +38,8 @@ def create_app(): guardrails_log_level = os.environ.get("GUARDRAILS_LOG_LEVEL", "INFO") configure_logging(log_level=guardrails_log_level) - if otel_is_enabled(): + print("otel_is_disabled: ", otel_is_disabled()) + if not otel_is_disabled(): FlaskInstrumentor().instrument_app(app) initialize() diff --git a/src/otel/__init__.py b/src/otel/__init__.py index c05d1c1..e44072b 100644 --- a/src/otel/__init__.py +++ b/src/otel/__init__.py @@ -1,24 +1,24 @@ import os -from src.otel.logs import logs_are_enabled +from src.otel.logs import logs_are_disabled from src.otel.metrics import ( initialize_metrics_collector, - metrics_are_enabled, + metrics_are_disabled, get_meter, # noqa ) from src.otel.traces import ( - traces_are_enabled, + traces_are_disabled, initialize_tracer, get_tracer, # noqa ) -def otel_is_enabled() -> bool: +def otel_is_disabled() -> bool: sdk_is_disabled = os.environ.get("OTEL_SDK_DISABLED") == "true" - any_signals_enabled = ( - traces_are_enabled() or metrics_are_enabled() or logs_are_enabled() + all_signals_disabled = ( + traces_are_disabled() and metrics_are_disabled() and logs_are_disabled() ) - return False if sdk_is_disabled else any_signals_enabled + return sdk_is_disabled or all_signals_disabled def initialize(): diff --git a/src/otel/logs.py b/src/otel/logs.py index fd03b95..4418b2f 100644 --- a/src/otel/logs.py +++ b/src/otel/logs.py @@ -2,6 +2,6 @@ from src.otel.constants import none -def logs_are_enabled() -> bool: +def logs_are_disabled() -> bool: otel_logs_exporter = os.environ.get("OTEL_LOGS_EXPORTER", none) - return otel_logs_exporter != none + return otel_logs_exporter == none diff --git a/src/otel/metrics.py b/src/otel/metrics.py index aae76bd..a009566 100644 --- a/src/otel/metrics.py +++ b/src/otel/metrics.py @@ -17,9 +17,9 @@ from src.otel.constants import none -def metrics_are_enabled() -> bool: +def metrics_are_disabled() -> bool: otel_metrics_exporter = os.environ.get("OTEL_METRICS_EXPORTER", none) - return otel_metrics_exporter != none + return otel_metrics_exporter == none def get_meter(name: Optional[str] = None) -> Meter: @@ -41,7 +41,7 @@ def get_metrics_exporter(exporter_type: str) -> MetricExporter: def initialize_metrics_collector(): - if metrics_are_enabled(): + if not metrics_are_disabled(): metrics_exporter_settings = os.environ.get( "OTEL_METRICS_EXPORTER", "none" ).split(",") diff --git a/src/otel/traces.py b/src/otel/traces.py index dabf609..6257d23 100644 --- a/src/otel/traces.py +++ b/src/otel/traces.py @@ -19,9 +19,9 @@ from src.otel.constants import none -def traces_are_enabled() -> bool: +def traces_are_disabled() -> bool: otel_traces_exporter = os.environ.get("OTEL_TRACES_EXPORTER", none) - return otel_traces_exporter != none + return otel_traces_exporter == none def get_tracer(name: Optional[str] = None) -> Tracer: @@ -54,7 +54,7 @@ def set_span_processors( def initialize_tracer(): - if traces_are_enabled(): + if not traces_are_disabled(): tracer_provider = trace.get_tracer_provider() trace_exporter_settings = os.environ.get("OTEL_TRACES_EXPORTER", "none").split( From 15eded7e820c54600bd881ab4c15de86e3135067 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Wed, 5 Jun 2024 09:18:52 -0500 Subject: [PATCH 44/46] default open api key to env var --- src/blueprints/guards.py | 5 ++++- tests/blueprints/test_guards.py | 14 ++++++++++++++ 2 files changed, 18 insertions(+), 1 deletion(-) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index ef7e085..2daa7c3 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -1,4 +1,5 @@ import json +import os from guardrails.hub import * # noqa from string import Template from typing import Any, Dict, cast @@ -175,7 +176,9 @@ def validate(guard_name: str): " {request_method}".format(request_method=request.method), ) payload = request.json - openai_api_key = request.headers.get("x-openai-api-key", None) + openai_api_key = request.headers.get( + "x-openai-api-key", os.environ.get("OPENAI_API_KEY") + ) decoded_guard_name = unquote_plus(guard_name) guard_struct = guard_client.get_guard(decoded_guard_name) if isinstance(guard_struct, GuardStruct): diff --git a/tests/blueprints/test_guards.py b/tests/blueprints/test_guards.py index 84a4a5f..666fd72 100644 --- a/tests/blueprints/test_guards.py +++ b/tests/blueprints/test_guards.py @@ -2,6 +2,8 @@ from unittest.mock import PropertyMock from typing import Dict, Tuple +import pytest + from tests.mocks.mock_blueprint import MockBlueprint from tests.mocks.mock_guard_client import MockGuardStruct from tests.mocks.mock_request import MockRequest @@ -11,6 +13,18 @@ # from tests.mocks.mock_trace import MockTracer +@pytest.fixture(autouse=True) +def around_each(): + # Code that will run before the test + openai_api_key_bak = os.environ.get("OPENAI_API_KEY") + if openai_api_key_bak: + del os.environ["OPENAI_API_KEY"] + yield + # Code that will run after the test + if openai_api_key_bak: + os.environ["OPENAI_API_KEY"] = openai_api_key_bak + + def test_route_setup(mocker): mocker.patch("flask.Blueprint", new=MockBlueprint) From c8e0ad5fe5698954e9972cd19fa5afb2bf7248bc Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Wed, 5 Jun 2024 12:12:28 -0500 Subject: [PATCH 45/46] remove print statements --- app.py | 1 - src/blueprints/guards.py | 2 -- 2 files changed, 3 deletions(-) diff --git a/app.py b/app.py index 97ffdba..e863d84 100644 --- a/app.py +++ b/app.py @@ -38,7 +38,6 @@ def create_app(): guardrails_log_level = os.environ.get("GUARDRAILS_LOG_LEVEL", "INFO") configure_logging(log_level=guardrails_log_level) - print("otel_is_disabled: ", otel_is_disabled()) if not otel_is_disabled(): FlaskInstrumentor().instrument_app(app) initialize() diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 2daa7c3..5cdf153 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -278,7 +278,6 @@ def validate_streamer(guard_iter): next_result = result # next_validation_output = validation_output fragment = json.dumps(validation_output.to_response()) - print("yielding fragment") yield f"{fragment}\n" final_validation_output: ValidationOutput = ValidationOutput( @@ -297,7 +296,6 @@ def validate_streamer(guard_iter): # result=next_result # ) final_output_json = json.dumps(final_validation_output.to_response()) - print("Yielding final output.") yield f"{final_output_json}\n" return Response( From fbc37d5bd11837c9690b54ab988aa14a10ac5cd5 Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Wed, 5 Jun 2024 12:55:36 -0500 Subject: [PATCH 46/46] auto format --- src/blueprints/guards.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/src/blueprints/guards.py b/src/blueprints/guards.py index 5cdf153..48af3d8 100644 --- a/src/blueprints/guards.py +++ b/src/blueprints/guards.py @@ -163,8 +163,6 @@ def collect_telemetry( @guards_bp.route("//validate", methods=["POST"]) @handle_error def validate(guard_name: str): - from rich import print - # Do we actually need a child span here? # We could probably use the existing span from the request unless we forsee # capturing the same attributes on non-GaaS Guard runs.