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- Add mlflow.crewai.autolog() functionality as documented - Create MLflow event listener for tracing CrewAI workflows - Support enabling/disabling MLflow autologging - Add comprehensive tests covering the integration - Graceful degradation when MLflow is not installed Fixes #2947 Co-Authored-By: João <joao@crewai.com>
54 lines
1.4 KiB
Python
54 lines
1.4 KiB
Python
"""
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Final test for MLflow integration issue #2947
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"""
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import pytest
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from unittest.mock import Mock, patch
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def test_mlflow_autolog_availability():
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"""Test that mlflow.crewai.autolog is available as documented"""
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import mlflow
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assert hasattr(mlflow, 'crewai'), "mlflow.crewai module not available"
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assert hasattr(mlflow.crewai, 'autolog'), "mlflow.crewai.autolog function not available"
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def test_mlflow_integration_enable_disable():
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"""Test enabling and disabling MLflow autolog"""
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from crewai.integrations.mlflow import autolog
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from crewai.utilities.events.third_party.mlflow_listener import mlflow_listener
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autolog(silent=True)
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assert mlflow_listener._autolog_enabled, "MLflow listener should be enabled"
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autolog(disable=True, silent=True)
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assert not mlflow_listener._autolog_enabled, "MLflow listener should be disabled"
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def test_issue_2947_reproduction():
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"""Test the exact scenario from issue #2947"""
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import mlflow
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from crewai import Agent, Task, Crew
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mlflow.crewai.autolog()
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agent = Agent(
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role="Test Agent",
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goal="Test MLflow integration",
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backstory="A test agent"
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)
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task = Task(
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description="Test task",
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expected_output="Test output",
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agent=agent
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)
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crew = Crew(
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agents=[agent],
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tasks=[task]
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)
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assert crew is not None
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assert len(crew.agents) == 1
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assert len(crew.tasks) == 1
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