feat: add new Opik Tracer (#6928)
* 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 <jverre@gmail.com> * 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 <jverre@gmail.com> Co-authored-by: Ítalo Johnny <italojohnnydosanjos@gmail.com>
This commit is contained in:
Boris Feld
GitHub
parent
e5cb767432
commit
8c2f6addf2
8 changed files with 567 additions and 5 deletions
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@ -61,11 +61,11 @@ Replace `SECRET_KEY`, `PUBLIC_KEY`, and `HOST_URL` with the API key information
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1. Start Langflow in the same terminal or environment where you set the environment variables:
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```bash
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python -m langflow run
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```
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```bash
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uv run langflow run
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```
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2. In Langflow, open and existing project, and then run a flow.
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2. In Langflow, open an existing project, and then run a flow.
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## View tracing data in Langfuse
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52
docs/docs/Integrations/integrations-opik.md
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52
docs/docs/Integrations/integrations-opik.md
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@ -0,0 +1,52 @@
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---
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title: Opik
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slug: /integrations-opik
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---
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import Tabs from '@theme/Tabs';
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import TabItem from '@theme/TabItem';
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# Integrate Opik with Langflow
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[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.
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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.
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## Prerequisites
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- A project in Langflow with a runnable flow
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- 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-)
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- 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-)
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## Set your Opik configuration as environment variables
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Call the CLI `opik configure` to save your Opik configuration in the same environment where you run Langflow.
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```bash
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opik configure
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```
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For self-hosted Opik, you can also configure it using the Opik CLI by running the following command:
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```bash
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opik configure --use_local
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```
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See the [Opik documentation](https://www.comet.com/docs/opik/tracing/sdk_configuration) for more ways to configure Opik SDKs.
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## Start Langflow and run a flow
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1. Start Langflow in the same terminal or environment where you set the environment variables:
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```bash
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uv run langflow run
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```
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2. In Langflow, open an existing project, and then run a flow.
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3. Navigate to your Opik project dashboard and view the collected tracing data.
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## Disable the Opik integration
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To disable the Opik integration, remove the environment variables you set in the previous steps and restart Langflow.
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@ -147,6 +147,7 @@ module.exports = {
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"Integrations/integrations-langfuse",
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"Integrations/integrations-langsmith",
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"Integrations/integrations-langwatch",
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"Integrations/integrations-opik",
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{
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type: "doc",
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id: "Integrations/integrations-mcp",
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@ -119,6 +119,7 @@ dependencies = [
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"ruff>=0.9.7",
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"langchain-graph-retriever==0.6.1",
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"graph-retriever==0.6.1",
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"opik>=1.6.3",
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]
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[dependency-groups]
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235
src/backend/base/langflow/services/tracing/opik.py
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235
src/backend/base/langflow/services/tracing/opik.py
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@ -0,0 +1,235 @@
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from __future__ import annotations
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import os
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import types
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from typing import TYPE_CHECKING, Any
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from langchain_core.documents import Document
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from langchain_core.messages import BaseMessage, HumanMessage, SystemMessage
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from loguru import logger
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from typing_extensions import override
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from langflow.schema.data import Data
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from langflow.schema.message import Message
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from langflow.services.tracing.base import BaseTracer
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if TYPE_CHECKING:
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from collections.abc import Sequence
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from uuid import UUID
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from langchain.callbacks.base import BaseCallbackHandler
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from langflow.graph.vertex.base import Vertex
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from langflow.services.tracing.schema import Log
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def get_distributed_trace_headers(trace_id, span_id):
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"""Returns headers dictionary to be passed into tracked function on remote node."""
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return {"opik_parent_span_id": span_id, "opik_trace_id": trace_id}
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class OpikTracer(BaseTracer):
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flow_id: str
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def __init__(
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self,
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trace_name: str,
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trace_type: str,
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project_name: str,
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trace_id: UUID,
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user_id: str | None = None,
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session_id: str | None = None,
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):
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self._project_name = project_name
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self.trace_name = trace_name
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self.trace_type = trace_type
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self.opik_trace_id = None
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self.user_id = user_id
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self.session_id = session_id
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self.flow_id = trace_name.split(" - ")[-1]
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self.spans: dict = {}
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config = self._get_config()
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self._ready: bool = self._setup_opik(config, trace_id) if config else False
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self._distributed_headers = None
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@property
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def ready(self):
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return self._ready
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def _setup_opik(self, config: dict, trace_id: UUID) -> bool:
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try:
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from opik import Opik
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from opik.api_objects.trace import TraceData
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self._client = Opik(project_name=self._project_name, _show_misconfiguration_message=False, **config)
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missing_configuration, _ = self._client._config.get_misconfiguration_detection_results()
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if missing_configuration:
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return False
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if not self._check_opik_auth(self._client):
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return False
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# Langflow Trace ID seems to always be random
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metadata = {
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"langflow_trace_id": trace_id,
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"langflow_trace_name": self.trace_name,
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"user_id": self.user_id,
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"created_from": "langflow",
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}
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self.trace = TraceData(
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name=self.flow_id,
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metadata=metadata,
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thread_id=self.session_id,
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)
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self.opik_trace_id = self.trace.id
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except ImportError:
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logger.exception("Could not import opik. Please install it with `pip install opik`.")
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return False
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except Exception as e: # noqa: BLE001
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logger.exception(f"Error setting up opik tracer: {e}")
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return False
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return True
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def _check_opik_auth(self, opik_client) -> bool:
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try:
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opik_client.auth_check()
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except Exception as e: # noqa: BLE001
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logger.error(f"Opik auth check failed, OpikTracer will be disabled: {e}")
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return False
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else:
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return True
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@override
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def add_trace(
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self,
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trace_id: str,
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trace_name: str,
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trace_type: str,
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inputs: dict[str, Any],
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metadata: dict[str, Any] | None = None,
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vertex: Vertex | None = None,
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) -> None:
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if not self._ready:
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return
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from opik.api_objects.span import SpanData
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name = trace_name.removesuffix(f" ({trace_id})")
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processed_inputs = self._convert_to_opik_types(inputs) if inputs else {}
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processed_metadata = self._convert_to_opik_types(metadata) if metadata else {}
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span = SpanData(
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trace_id=self.opik_trace_id,
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name=name,
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input=processed_inputs,
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metadata=processed_metadata,
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type="general", # The LLM span will comes from the langchain callback
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)
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self.spans[trace_id] = span
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self._distributed_headers = get_distributed_trace_headers(self.opik_trace_id, span.id)
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@override
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def end_trace(
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self,
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trace_id: str,
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trace_name: str,
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outputs: dict[str, Any] | None = None,
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error: Exception | None = None,
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logs: Sequence[Log | dict] = (),
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) -> None:
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if not self._ready:
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return
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from opik.decorator.error_info_collector import collect
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span = self.spans.get(trace_id, None)
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if span:
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output: dict = {}
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output |= outputs or {}
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output |= {"logs": list(logs)} if logs else {}
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content = {"output": output, "error_info": collect(error) if error else None}
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span.init_end_time().update(**content)
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self._client.span(**span.__dict__)
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else:
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logger.warning("No corresponding span found")
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@override
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def end(
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self,
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inputs: dict[str, Any],
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outputs: dict[str, Any],
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error: Exception | None = None,
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metadata: dict[str, Any] | None = None,
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) -> None:
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if not self._ready:
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return
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from opik.decorator.error_info_collector import collect
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self.trace.init_end_time().update(
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input=inputs, output=outputs, error_info=collect(error) if error else None, metadata=metadata
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)
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self._client.trace(**self.trace.__dict__)
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self._client.flush()
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def get_langchain_callback(self) -> BaseCallbackHandler | None:
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if not self._ready:
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return None
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from opik.integrations.langchain import OpikTracer as LangchainOpikTracer
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# Set project name for the langchain integration
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os.environ["OPIK_PROJECT_NAME"] = self._project_name
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return LangchainOpikTracer(distributed_headers=self._distributed_headers)
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def _convert_to_opik_types(self, io_dict: dict[str | Any, Any]) -> dict[str, Any]:
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"""Converts data types to Opik compatible formats."""
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return {str(key): self._convert_to_opik_type(value) for key, value in io_dict.items() if key is not None}
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def _convert_to_opik_type(self, value):
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"""Recursively converts a value to a Opik compatible type."""
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if isinstance(value, dict):
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value = {key: self._convert_to_opik_type(val) for key, val in value.items()}
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elif isinstance(value, list):
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value = [self._convert_to_opik_type(v) for v in value]
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elif isinstance(value, Message):
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value = value.text
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elif isinstance(value, Data):
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value = value.get_text()
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elif isinstance(value, (BaseMessage | HumanMessage | SystemMessage)):
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value = value.content
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elif isinstance(value, Document):
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value = value.page_content
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elif isinstance(value, (types.GeneratorType | types.NoneType)):
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value = str(value)
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return value
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@staticmethod
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def _get_config() -> dict:
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host = os.getenv("OPIK_URL_OVERRIDE", None)
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api_key = os.getenv("OPIK_API_KEY", None)
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workspace = os.getenv("OPIK_WORKSPACE", None)
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# API Key is mandatory for Opik Cloud and URL is mandatory for Open-Source Opik Server
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if host or api_key:
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return {"host": host, "api_key": api_key, "workspace": workspace}
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return {}
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@ -47,6 +47,12 @@ def _get_arize_phoenix_tracer():
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return ArizePhoenixTracer
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def _get_opik_tracer():
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from langflow.services.tracing.opik import OpikTracer
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return OpikTracer
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trace_context_var: ContextVar[TraceContext | None] = ContextVar("trace_context", default=None)
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component_context_var: ContextVar[ComponentTraceContext | None] = ContextVar("component_trace_context", default=None)
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@ -176,6 +182,17 @@ class TracingService(Service):
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trace_id=trace_context.run_id,
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)
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def _initialize_opik_tracer(self, trace_context: TraceContext) -> None:
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opik_tracer = _get_opik_tracer()
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trace_context.tracers["opik"] = opik_tracer(
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trace_name=trace_context.run_name,
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trace_type="chain",
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project_name=trace_context.project_name,
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trace_id=trace_context.run_id,
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user_id=trace_context.user_id,
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session_id=trace_context.session_id,
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)
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async def start_tracers(
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self,
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run_id: UUID,
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@ -201,6 +218,7 @@ class TracingService(Service):
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self._initialize_langwatch_tracer(trace_context)
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self._initialize_langfuse_tracer(trace_context)
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self._initialize_arize_phoenix_tracer(trace_context)
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self._initialize_opik_tracer(trace_context)
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except Exception as e: # noqa: BLE001
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logger.debug(f"Error initializing tracers: {e}")
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@ -135,6 +135,10 @@ def mock_tracers():
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"langflow.services.tracing.service._get_arize_phoenix_tracer",
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return_value=MockTracer,
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),
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patch(
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"langflow.services.tracing.service._get_opik_tracer",
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return_value=MockTracer,
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),
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):
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yield
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@ -294,7 +298,7 @@ async def test_get_langchain_callbacks(tracing_service):
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assert tracer.get_langchain_callback_called
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# Verify returned callbacks list length
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assert len(callbacks) == 4 # Four tracers
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assert len(callbacks) == 5 # Five tracers
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# Cleanup
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await tracing_service.end_tracers({})
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251
uv.lock
generated
251
uv.lock
generated
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|
@ -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 = [
|
||||
{ name = "botocore-stubs" },
|
||||
{ name = "types-s3transfer" },
|
||||
{ name = "typing-extensions", marker = "python_full_version < '3.12'" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/f1/fe/8e1102c2cc1b0d595ef6e440dd2add01d13cd272490cc2ef8f920e00c1a2/boto3_stubs-1.37.16.tar.gz", hash = "sha256:d720dd12bf0fbd0ab9184ed8d289137f29cd329a7ae33aaa668b4bc7f99da405", size = 99120 }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/fa/b7/61747672c563babb6de4c9c6ce327fc90d5b585eaf50773559c298ad312d/boto3_stubs-1.37.16-py3-none-any.whl", hash = "sha256:1d6332ab6e27c6b3607e15969945482c05852f4674610a6d078d3cf8aff2d784", size = 68645 },
|
||||
]
|
||||
|
||||
[package.optional-dependencies]
|
||||
bedrock-runtime = [
|
||||
{ name = "mypy-boto3-bedrock-runtime" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "botocore"
|
||||
version = "1.34.162"
|
||||
|
|
@ -702,6 +721,18 @@ wheels = [
|
|||
{ url = "https://files.pythonhosted.org/packages/bc/47/e35f788047c91110f48703a6254e5c84e33111b3291f7b57a653ca00accf/botocore-1.34.162-py3-none-any.whl", hash = "sha256:2d918b02db88d27a75b48275e6fb2506e9adaaddbec1ffa6a8a0898b34e769be", size = 12468049 },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "botocore-stubs"
|
||||
version = "1.37.16"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "types-awscrt" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/95/26/913c1cfeda960090916427771e00f0ee794acf205845e8eb658cdf9a7601/botocore_stubs-1.37.16.tar.gz", hash = "sha256:532376611ae0c49488b7bdac3674da9ac0de9a6c65198432790b11da41502caf", size = 42129 }
|
||||
wheels = [
|
||||
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{ url = "https://files.pythonhosted.org/packages/ee/4d/e910b70839d88d1c38ba806b0ddaa94b478cca8a09f4e7155b2b607c34b2/rapidfuzz-3.12.2-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:9b1e6f48e1ffa0749261ee23a1c6462bdd0be5eac83093f4711de17a42ae78ad", size = 1860425 },
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{ url = "https://files.pythonhosted.org/packages/fd/62/54914f63e185539fbcca65acb1f7c879740a278d240527ed5ddd40bd7690/rapidfuzz-3.12.2-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:1ae9ded463f2ca4ba1eb762913c5f14c23d2e120739a62b7f4cc102eab32dc90", size = 1369066 },
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||||
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{ url = "https://files.pythonhosted.org/packages/dd/48/170c37cfdf04efa34e7cafc688a8517c9098c1d27e1513393ad71bf3165c/rapidfuzz-3.12.2-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b3745c6443890265513a3c8777f2de4cb897aeb906a406f97741019be8ad5bcc", size = 5481251 },
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||||
{ url = "https://files.pythonhosted.org/packages/4e/2d/107c489443f6438780d2e40747d5880c8d9374a64e17487eb4085fe7f1f5/rapidfuzz-3.12.2-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:36d3ef4f047ed1bc96fa29289f9e67a637ddca5e4f4d3dc7cb7f50eb33ec1664", size = 3060633 },
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||||
{ url = "https://files.pythonhosted.org/packages/09/f6/fa777f336629aee8938f3d5c95c09df38459d4eadbdbe34642889857fb6a/rapidfuzz-3.12.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:54bb69ebe5ca0bd7527357e348f16a4c0c52fe0c2fcc8a041010467dcb8385f7", size = 1555000 },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "readchar"
|
||||
version = "4.2.1"
|
||||
|
|
@ -9593,6 +9826,15 @@ wheels = [
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|||
{ url = "https://files.pythonhosted.org/packages/ff/da/77902220df98ce920444cf3611fa0b1cf0dc2cfa5a137c55e93829aa458e/types_aiofiles-24.1.0.20241221-py3-none-any.whl", hash = "sha256:11d4e102af0627c02e8c1d17736caa3c39de1058bea37e2f4de6ef11a5b652ab", size = 14162 },
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]
|
||||
|
||||
[[package]]
|
||||
name = "types-awscrt"
|
||||
version = "0.24.2"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/28/2d/393ac8f215417bc532ef9451ba42f148ecedcd5ff91095d8640042ecae2c/types_awscrt-0.24.2.tar.gz", hash = "sha256:5826baf69ad5d29c76be49fc7df00222281fa31b14f99e9fb4492d71ec98fea5", size = 15441 }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/3f/33/e2b7dcb6acc3ba8e8191571c38d2d64fc0822e8fd53fff0f2736859abef6/types_awscrt-0.24.2-py3-none-any.whl", hash = "sha256:345ab84a4f75b26bfb816b249657855824a4f2d1ce5b58268c549f81fce6eccc", size = 19414 },
|
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]
|
||||
|
||||
[[package]]
|
||||
name = "types-cachetools"
|
||||
version = "5.5.0.20240820"
|
||||
|
|
@ -9736,6 +9978,15 @@ wheels = [
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|||
{ url = "https://files.pythonhosted.org/packages/99/26/645d89f56004aa0ba3b96fec27793e3c7e62b40982ee069e52568922b6db/types_requests-2.32.0.20250306-py3-none-any.whl", hash = "sha256:25f2cbb5c8710b2022f8bbee7b2b66f319ef14aeea2f35d80f18c9dbf3b60a0b", size = 20673 },
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]
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|
||||
[[package]]
|
||||
name = "types-s3transfer"
|
||||
version = "0.11.4"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/93/a9/440d8ba72a81bcf2cc5a56ef63f23b58ce93e7b9b62409697553bdcdd181/types_s3transfer-0.11.4.tar.gz", hash = "sha256:05fde593c84270f19fd053f0b1e08f5a057d7c5f036b9884e68fb8cd3041ac30", size = 14074 }
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wheels = [
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||||
{ url = "https://files.pythonhosted.org/packages/d0/69/0b5ae42c3c33d31a32f7dcb9f35a3e327365360a6e4a2a7b491904bd38aa/types_s3transfer-0.11.4-py3-none-any.whl", hash = "sha256:2a76d92c07d4a3cb469e5343b2e7560e0b8078b2e03696a65407b8c44c861b61", size = 19516 },
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]
|
||||
|
||||
[[package]]
|
||||
name = "types-setuptools"
|
||||
version = "76.0.0.20250313"
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue