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Add kickoff_for_each_parallel method using ThreadPoolExecutor to fix issue #2406
Co-Authored-By: Joe Moura <joao@crewai.com>
This commit is contained in:
208
tests/test_kickoff_for_each_parallel.py
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208
tests/test_kickoff_for_each_parallel.py
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"""Test for the kickoff_for_each_parallel method in Crew class."""
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import concurrent.futures
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import pytest
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from unittest.mock import patch, MagicMock
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from crewai.agent import Agent
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from crewai.crew import Crew
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from crewai.crews.crew_output import CrewOutput
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from crewai.task import Task
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def test_kickoff_for_each_parallel_single_input():
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"""Tests if kickoff_for_each_parallel works with a single input."""
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inputs = [{"topic": "dog"}]
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agent = Agent(
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role="{topic} Researcher",
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goal="Express hot takes on {topic}.",
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backstory="You have a lot of experience with {topic}.",
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)
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task = Task(
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description="Give me an analysis around {topic}.",
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expected_output="1 bullet point about {topic} that's under 15 words.",
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agent=agent,
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)
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crew = Crew(agents=[agent], tasks=[task])
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# Mock the kickoff method to avoid API calls
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expected_output = CrewOutput(raw="Dogs are loyal companions.")
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with patch.object(Crew, "kickoff", return_value=expected_output):
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results = crew.kickoff_for_each_parallel(inputs=inputs)
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assert len(results) == 1
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assert results[0].raw == "Dogs are loyal companions."
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def test_kickoff_for_each_parallel_multiple_inputs():
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"""Tests if kickoff_for_each_parallel works with multiple inputs."""
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inputs = [
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{"topic": "dog"},
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{"topic": "cat"},
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{"topic": "apple"},
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]
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agent = Agent(
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role="{topic} Researcher",
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goal="Express hot takes on {topic}.",
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backstory="You have a lot of experience with {topic}.",
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)
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task = Task(
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description="Give me an analysis around {topic}.",
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expected_output="1 bullet point about {topic} that's under 15 words.",
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agent=agent,
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)
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crew = Crew(agents=[agent], tasks=[task])
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# Mock the kickoff method to avoid API calls
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expected_outputs = [
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CrewOutput(raw="Dogs are loyal companions."),
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CrewOutput(raw="Cats are independent pets."),
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CrewOutput(raw="Apples are nutritious fruits."),
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]
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with patch.object(Crew, "copy") as mock_copy:
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# Setup mock crew copies
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crew_copies = []
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for i in range(len(inputs)):
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crew_copy = MagicMock()
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crew_copy.kickoff.return_value = expected_outputs[i]
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crew_copies.append(crew_copy)
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mock_copy.side_effect = crew_copies
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results = crew.kickoff_for_each_parallel(inputs=inputs)
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assert len(results) == len(inputs)
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# Since ThreadPoolExecutor returns results in completion order, not input order,
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# we just check that all expected outputs are in the results
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result_texts = [result.raw for result in results]
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expected_texts = [output.raw for output in expected_outputs]
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for expected_text in expected_texts:
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assert expected_text in result_texts
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def test_kickoff_for_each_parallel_empty_input():
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"""Tests if kickoff_for_each_parallel handles an empty input list."""
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agent = Agent(
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role="{topic} Researcher",
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goal="Express hot takes on {topic}.",
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backstory="You have a lot of experience with {topic}.",
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)
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task = Task(
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description="Give me an analysis around {topic}.",
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expected_output="1 bullet point about {topic} that's under 15 words.",
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agent=agent,
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)
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crew = Crew(agents=[agent], tasks=[task])
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results = crew.kickoff_for_each_parallel(inputs=[])
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assert results == []
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def test_kickoff_for_each_parallel_invalid_input():
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"""Tests if kickoff_for_each_parallel raises TypeError for invalid input types."""
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agent = Agent(
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role="{topic} Researcher",
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goal="Express hot takes on {topic}.",
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backstory="You have a lot of experience with {topic}.",
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)
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task = Task(
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description="Give me an analysis around {topic}.",
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expected_output="1 bullet point about {topic} that's under 15 words.",
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agent=agent,
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)
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crew = Crew(agents=[agent], tasks=[task])
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# No need to mock here since we're testing input validation which happens before any API calls
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with pytest.raises(TypeError):
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# Pass a string instead of a list
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crew.kickoff_for_each_parallel("invalid input")
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def test_kickoff_for_each_parallel_error_handling():
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"""Tests error handling in kickoff_for_each_parallel when kickoff raises an error."""
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inputs = [
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{"topic": "dog"},
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{"topic": "cat"},
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{"topic": "apple"},
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]
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agent = Agent(
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role="{topic} Researcher",
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goal="Express hot takes on {topic}.",
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backstory="You have a lot of experience with {topic}.",
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)
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task = Task(
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description="Give me an analysis around {topic}.",
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expected_output="1 bullet point about {topic} that's under 15 words.",
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agent=agent,
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)
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crew = Crew(agents=[agent], tasks=[task])
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with patch.object(Crew, "copy") as mock_copy:
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# Setup mock crew copies
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crew_copies = []
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for i in range(len(inputs)):
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crew_copy = MagicMock()
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# Make the third crew copy raise an exception
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if i == 2:
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crew_copy.kickoff.side_effect = Exception("Simulated kickoff error")
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else:
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crew_copy.kickoff.return_value = f"Output for {inputs[i]['topic']}"
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crew_copies.append(crew_copy)
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mock_copy.side_effect = crew_copies
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with pytest.raises(Exception, match="Simulated kickoff error"):
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crew.kickoff_for_each_parallel(inputs=inputs)
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def test_kickoff_for_each_parallel_max_workers():
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"""Tests if kickoff_for_each_parallel respects the max_workers parameter."""
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inputs = [
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{"topic": "dog"},
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{"topic": "cat"},
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{"topic": "apple"},
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]
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agent = Agent(
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role="{topic} Researcher",
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goal="Express hot takes on {topic}.",
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backstory="You have a lot of experience with {topic}.",
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)
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task = Task(
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description="Give me an analysis around {topic}.",
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expected_output="1 bullet point about {topic} that's under 15 words.",
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agent=agent,
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)
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crew = Crew(agents=[agent], tasks=[task])
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# Mock both ThreadPoolExecutor and crew.copy to avoid API calls
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with patch.object(concurrent.futures, "ThreadPoolExecutor", wraps=concurrent.futures.ThreadPoolExecutor) as mock_executor:
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with patch.object(Crew, "copy") as mock_copy:
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# Setup mock crew copies
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crew_copies = []
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for _ in range(len(inputs)):
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crew_copy = MagicMock()
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crew_copy.kickoff.return_value = CrewOutput(raw="Test output")
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crew_copies.append(crew_copy)
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mock_copy.side_effect = crew_copies
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crew.kickoff_for_each_parallel(inputs=inputs, max_workers=2)
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mock_executor.assert_called_once_with(max_workers=2)
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