From 8c2f6addf23aed8a960837c01f3a8bf234dfd1d5 Mon Sep 17 00:00:00 2001 From: Boris Feld Date: Fri, 21 Mar 2025 19:18:19 +0100 Subject: [PATCH] feat: add new Opik Tracer (#6928) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * feat: add new Opik Tracer This PR adds a new Tracer to sends traces and spans to Opik. * Fix typo in docs * Optimize Opik integration to reduce number of HTTP calls * Add session_id and user_id to the Opik tracer * Check Opik configuration on the client side before making a remote check * Tackle documentation reviews * Apply suggestions from code review Co-authored-by: Jacques Verré * Fix one of the doc link * Explicitely check for Opik environment variables before enabling the Opik tracer * test: add opik tracing unit tests --------- Co-authored-by: Nadir J <31660040+NadirJ@users.noreply.github.com> Co-authored-by: Jacques Verré Co-authored-by: Ítalo Johnny --- .../Integrations/integrations-langfuse.md | 8 +- docs/docs/Integrations/integrations-opik.md | 52 ++++ docs/sidebars.js | 1 + pyproject.toml | 1 + .../base/langflow/services/tracing/opik.py | 235 ++++++++++++++++ .../base/langflow/services/tracing/service.py | 18 ++ .../services/tracing/test_tracing_service.py | 6 +- uv.lock | 251 ++++++++++++++++++ 8 files changed, 567 insertions(+), 5 deletions(-) create mode 100644 docs/docs/Integrations/integrations-opik.md create mode 100644 src/backend/base/langflow/services/tracing/opik.py diff --git a/docs/docs/Integrations/integrations-langfuse.md b/docs/docs/Integrations/integrations-langfuse.md index 6b19748fb..df5bd7389 100644 --- a/docs/docs/Integrations/integrations-langfuse.md +++ b/docs/docs/Integrations/integrations-langfuse.md @@ -61,11 +61,11 @@ Replace `SECRET_KEY`, `PUBLIC_KEY`, and `HOST_URL` with the API key information 1. Start Langflow in the same terminal or environment where you set the environment variables: - ```bash - python -m langflow run - ``` +```bash +uv run langflow run +``` -2. In Langflow, open and existing project, and then run a flow. +2. In Langflow, open an existing project, and then run a flow. ## View tracing data in Langfuse diff --git a/docs/docs/Integrations/integrations-opik.md b/docs/docs/Integrations/integrations-opik.md new file mode 100644 index 000000000..de94ae42e --- /dev/null +++ b/docs/docs/Integrations/integrations-opik.md @@ -0,0 +1,52 @@ +--- +title: Opik +slug: /integrations-opik +--- + +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +# Integrate Opik with Langflow + +[Opik](https://www.comet.com/site/products/opik/) is an open-source platform designed for evaluating, testing, and monitoring large language model (LLM) applications. Developed by Comet, it aims to facilitate more intuitive collaboration, testing, and monitoring of LLM-based applications. + +This guide walks you through how to configure Langflow to collect [tracing](https://www.comet.com/docs/opik/tracing/log_traces) data about your flow executions and automatically send the data to Opik. + +## Prerequisites + +- A project in Langflow with a runnable flow +- An Open-Source Opik server or an Opik Cloud account - You can learn more about the differences [here](https://www.comet.com/docs/opik/faq#what-is-the-difference-between-opik-cloud-and-the-open-source-opik-platform-) +- If you are using Opik Cloud, you will also need your [Opik API key](https://www.comet.com/docs/opik/faq#where-can-i-find-my-opik-api-key-) + +## Set your Opik configuration as environment variables + +Call the CLI `opik configure` to save your Opik configuration in the same environment where you run Langflow. + +```bash +opik configure +``` + +For self-hosted Opik, you can also configure it using the Opik CLI by running the following command: + +```bash +opik configure --use_local +``` + +See the [Opik documentation](https://www.comet.com/docs/opik/tracing/sdk_configuration) for more ways to configure Opik SDKs. + +## Start Langflow and run a flow + +1. Start Langflow in the same terminal or environment where you set the environment variables: + +```bash +uv run langflow run +``` + +2. In Langflow, open an existing project, and then run a flow. + + +3. Navigate to your Opik project dashboard and view the collected tracing data. + +## Disable the Opik integration + +To disable the Opik integration, remove the environment variables you set in the previous steps and restart Langflow. diff --git a/docs/sidebars.js b/docs/sidebars.js index 2204eef5c..fd51670a9 100644 --- a/docs/sidebars.js +++ b/docs/sidebars.js @@ -147,6 +147,7 @@ module.exports = { "Integrations/integrations-langfuse", "Integrations/integrations-langsmith", "Integrations/integrations-langwatch", + "Integrations/integrations-opik", { type: "doc", id: "Integrations/integrations-mcp", diff --git a/pyproject.toml b/pyproject.toml index 19e47df25..b8a7d44b4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -119,6 +119,7 @@ dependencies = [ "ruff>=0.9.7", "langchain-graph-retriever==0.6.1", "graph-retriever==0.6.1", + "opik>=1.6.3", ] [dependency-groups] diff --git a/src/backend/base/langflow/services/tracing/opik.py b/src/backend/base/langflow/services/tracing/opik.py new file mode 100644 index 000000000..5f34591d3 --- /dev/null +++ b/src/backend/base/langflow/services/tracing/opik.py @@ -0,0 +1,235 @@ +from __future__ import annotations + +import os +import types +from typing import TYPE_CHECKING, Any + +from langchain_core.documents import Document +from langchain_core.messages import BaseMessage, HumanMessage, SystemMessage +from loguru import logger +from typing_extensions import override + +from langflow.schema.data import Data +from langflow.schema.message import Message +from langflow.services.tracing.base import BaseTracer + +if TYPE_CHECKING: + from collections.abc import Sequence + from uuid import UUID + + from langchain.callbacks.base import BaseCallbackHandler + + from langflow.graph.vertex.base import Vertex + from langflow.services.tracing.schema import Log + + +def get_distributed_trace_headers(trace_id, span_id): + """Returns headers dictionary to be passed into tracked function on remote node.""" + return {"opik_parent_span_id": span_id, "opik_trace_id": trace_id} + + +class OpikTracer(BaseTracer): + flow_id: str + + def __init__( + self, + trace_name: str, + trace_type: str, + project_name: str, + trace_id: UUID, + user_id: str | None = None, + session_id: str | None = None, + ): + self._project_name = project_name + self.trace_name = trace_name + self.trace_type = trace_type + self.opik_trace_id = None + self.user_id = user_id + self.session_id = session_id + self.flow_id = trace_name.split(" - ")[-1] + self.spans: dict = {} + + config = self._get_config() + self._ready: bool = self._setup_opik(config, trace_id) if config else False + self._distributed_headers = None + + @property + def ready(self): + return self._ready + + def _setup_opik(self, config: dict, trace_id: UUID) -> bool: + try: + from opik import Opik + from opik.api_objects.trace import TraceData + + self._client = Opik(project_name=self._project_name, _show_misconfiguration_message=False, **config) + + missing_configuration, _ = self._client._config.get_misconfiguration_detection_results() + + if missing_configuration: + return False + + if not self._check_opik_auth(self._client): + return False + + # Langflow Trace ID seems to always be random + metadata = { + "langflow_trace_id": trace_id, + "langflow_trace_name": self.trace_name, + "user_id": self.user_id, + "created_from": "langflow", + } + self.trace = TraceData( + name=self.flow_id, + metadata=metadata, + thread_id=self.session_id, + ) + self.opik_trace_id = self.trace.id + except ImportError: + logger.exception("Could not import opik. Please install it with `pip install opik`.") + return False + + except Exception as e: # noqa: BLE001 + logger.exception(f"Error setting up opik tracer: {e}") + return False + + return True + + def _check_opik_auth(self, opik_client) -> bool: + try: + opik_client.auth_check() + except Exception as e: # noqa: BLE001 + logger.error(f"Opik auth check failed, OpikTracer will be disabled: {e}") + return False + else: + return True + + @override + def add_trace( + self, + trace_id: str, + trace_name: str, + trace_type: str, + inputs: dict[str, Any], + metadata: dict[str, Any] | None = None, + vertex: Vertex | None = None, + ) -> None: + if not self._ready: + return + + from opik.api_objects.span import SpanData + + name = trace_name.removesuffix(f" ({trace_id})") + processed_inputs = self._convert_to_opik_types(inputs) if inputs else {} + processed_metadata = self._convert_to_opik_types(metadata) if metadata else {} + + span = SpanData( + trace_id=self.opik_trace_id, + name=name, + input=processed_inputs, + metadata=processed_metadata, + type="general", # The LLM span will comes from the langchain callback + ) + + self.spans[trace_id] = span + self._distributed_headers = get_distributed_trace_headers(self.opik_trace_id, span.id) + + @override + def end_trace( + self, + trace_id: str, + trace_name: str, + outputs: dict[str, Any] | None = None, + error: Exception | None = None, + logs: Sequence[Log | dict] = (), + ) -> None: + if not self._ready: + return + + from opik.decorator.error_info_collector import collect + + span = self.spans.get(trace_id, None) + + if span: + output: dict = {} + output |= outputs or {} + output |= {"logs": list(logs)} if logs else {} + content = {"output": output, "error_info": collect(error) if error else None} + + span.init_end_time().update(**content) + + self._client.span(**span.__dict__) + else: + logger.warning("No corresponding span found") + + @override + def end( + self, + inputs: dict[str, Any], + outputs: dict[str, Any], + error: Exception | None = None, + metadata: dict[str, Any] | None = None, + ) -> None: + if not self._ready: + return + + from opik.decorator.error_info_collector import collect + + self.trace.init_end_time().update( + input=inputs, output=outputs, error_info=collect(error) if error else None, metadata=metadata + ) + + self._client.trace(**self.trace.__dict__) + + self._client.flush() + + def get_langchain_callback(self) -> BaseCallbackHandler | None: + if not self._ready: + return None + + from opik.integrations.langchain import OpikTracer as LangchainOpikTracer + + # Set project name for the langchain integration + os.environ["OPIK_PROJECT_NAME"] = self._project_name + + return LangchainOpikTracer(distributed_headers=self._distributed_headers) + + def _convert_to_opik_types(self, io_dict: dict[str | Any, Any]) -> dict[str, Any]: + """Converts data types to Opik compatible formats.""" + return {str(key): self._convert_to_opik_type(value) for key, value in io_dict.items() if key is not None} + + def _convert_to_opik_type(self, value): + """Recursively converts a value to a Opik compatible type.""" + if isinstance(value, dict): + value = {key: self._convert_to_opik_type(val) for key, val in value.items()} + + elif isinstance(value, list): + value = [self._convert_to_opik_type(v) for v in value] + + elif isinstance(value, Message): + value = value.text + + elif isinstance(value, Data): + value = value.get_text() + + elif isinstance(value, (BaseMessage | HumanMessage | SystemMessage)): + value = value.content + + elif isinstance(value, Document): + value = value.page_content + + elif isinstance(value, (types.GeneratorType | types.NoneType)): + value = str(value) + + return value + + @staticmethod + def _get_config() -> dict: + host = os.getenv("OPIK_URL_OVERRIDE", None) + api_key = os.getenv("OPIK_API_KEY", None) + workspace = os.getenv("OPIK_WORKSPACE", None) + + # API Key is mandatory for Opik Cloud and URL is mandatory for Open-Source Opik Server + if host or api_key: + return {"host": host, "api_key": api_key, "workspace": workspace} + return {} diff --git a/src/backend/base/langflow/services/tracing/service.py b/src/backend/base/langflow/services/tracing/service.py index a9626c146..521e40637 100644 --- a/src/backend/base/langflow/services/tracing/service.py +++ b/src/backend/base/langflow/services/tracing/service.py @@ -47,6 +47,12 @@ def _get_arize_phoenix_tracer(): return ArizePhoenixTracer +def _get_opik_tracer(): + from langflow.services.tracing.opik import OpikTracer + + return OpikTracer + + trace_context_var: ContextVar[TraceContext | None] = ContextVar("trace_context", default=None) component_context_var: ContextVar[ComponentTraceContext | None] = ContextVar("component_trace_context", default=None) @@ -176,6 +182,17 @@ class TracingService(Service): trace_id=trace_context.run_id, ) + def _initialize_opik_tracer(self, trace_context: TraceContext) -> None: + opik_tracer = _get_opik_tracer() + trace_context.tracers["opik"] = opik_tracer( + trace_name=trace_context.run_name, + trace_type="chain", + project_name=trace_context.project_name, + trace_id=trace_context.run_id, + user_id=trace_context.user_id, + session_id=trace_context.session_id, + ) + async def start_tracers( self, run_id: UUID, @@ -201,6 +218,7 @@ class TracingService(Service): self._initialize_langwatch_tracer(trace_context) self._initialize_langfuse_tracer(trace_context) self._initialize_arize_phoenix_tracer(trace_context) + self._initialize_opik_tracer(trace_context) except Exception as e: # noqa: BLE001 logger.debug(f"Error initializing tracers: {e}") diff --git a/src/backend/tests/unit/services/tracing/test_tracing_service.py b/src/backend/tests/unit/services/tracing/test_tracing_service.py index 28796d142..b3ae77f9d 100644 --- a/src/backend/tests/unit/services/tracing/test_tracing_service.py +++ b/src/backend/tests/unit/services/tracing/test_tracing_service.py @@ -135,6 +135,10 @@ def mock_tracers(): "langflow.services.tracing.service._get_arize_phoenix_tracer", return_value=MockTracer, ), + patch( + "langflow.services.tracing.service._get_opik_tracer", + return_value=MockTracer, + ), ): yield @@ -294,7 +298,7 @@ async def test_get_langchain_callbacks(tracing_service): assert tracer.get_langchain_callback_called # Verify returned callbacks list length - assert len(callbacks) == 4 # Four tracers + assert len(callbacks) == 5 # Five tracers # Cleanup await tracing_service.end_tracers({}) diff --git a/uv.lock b/uv.lock index 63f0881ed..48c772358 100644 --- a/uv.lock +++ b/uv.lock @@ -688,6 +688,25 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/65/41/faa5081761be3bac3999f912996c14c4dc9d06eab86c234bd6441f54bd64/boto3-1.34.162-py3-none-any.whl", hash = "sha256:d6f6096bdab35a0c0deff469563b87d184a28df7689790f7fe7be98502b7c590", size = 139174 }, ] +[[package]] +name = "boto3-stubs" +version = "1.37.16" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { 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