mirror of
https://github.com/crewAIInc/crewAI.git
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* Initial Stream working * add tests * adjust tests * Update test for multiplication * Update test for multiplication part 2 * max iter on new test * streaming tool call test update * Force pass * another one * give up on agent * WIP * Non-streaming working again * stream working too * fixing type check * fix failing test * fix failing test * fix failing test * Fix testing for CI * Fix failing test * Fix failing test * Skip failing CI/CD tests * too many logs * working * Trying to fix tests * drop openai failing tests * improve logic * Implement LLM stream chunk event handling with in-memory text stream * More event types * Update docs --------- Co-authored-by: Lorenze Jay <lorenzejaytech@gmail.com>
774 lines
25 KiB
Python
774 lines
25 KiB
Python
import os
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from datetime import datetime
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from unittest.mock import Mock, patch
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import pytest
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from pydantic import Field
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from crewai.agent import Agent
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from crewai.agents.crew_agent_executor import CrewAgentExecutor
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from crewai.crew import Crew
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from crewai.flow.flow import Flow, listen, start
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from crewai.llm import LLM
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from crewai.task import Task
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from crewai.tools.base_tool import BaseTool
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from crewai.utilities.events.agent_events import (
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AgentExecutionCompletedEvent,
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AgentExecutionErrorEvent,
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AgentExecutionStartedEvent,
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)
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from crewai.utilities.events.crew_events import (
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CrewKickoffCompletedEvent,
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CrewKickoffFailedEvent,
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CrewKickoffStartedEvent,
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CrewTestCompletedEvent,
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CrewTestStartedEvent,
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)
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from crewai.utilities.events.crewai_event_bus import crewai_event_bus
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from crewai.utilities.events.event_listener import EventListener
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from crewai.utilities.events.event_types import ToolUsageFinishedEvent
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from crewai.utilities.events.flow_events import (
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FlowCreatedEvent,
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FlowFinishedEvent,
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FlowStartedEvent,
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MethodExecutionFailedEvent,
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MethodExecutionStartedEvent,
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)
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from crewai.utilities.events.llm_events import (
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LLMCallCompletedEvent,
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LLMCallFailedEvent,
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LLMCallStartedEvent,
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LLMCallType,
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LLMStreamChunkEvent,
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)
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from crewai.utilities.events.task_events import (
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TaskCompletedEvent,
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TaskFailedEvent,
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TaskStartedEvent,
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)
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from crewai.utilities.events.tool_usage_events import (
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ToolUsageErrorEvent,
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)
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# Skip streaming tests when running in CI/CD environments
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skip_streaming_in_ci = pytest.mark.skipif(
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os.getenv("CI") is not None, reason="Skipping streaming tests in CI/CD environments"
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)
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base_agent = Agent(
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role="base_agent",
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llm="gpt-4o-mini",
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goal="Just say hi",
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backstory="You are a helpful assistant that just says hi",
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)
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base_task = Task(
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description="Just say hi",
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expected_output="hi",
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agent=base_agent,
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)
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event_listener = EventListener()
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_crew_emits_start_kickoff_event():
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received_events = []
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mock_span = Mock()
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@crewai_event_bus.on(CrewKickoffStartedEvent)
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def handle_crew_start(source, event):
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received_events.append(event)
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crew = Crew(agents=[base_agent], tasks=[base_task], name="TestCrew")
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with (
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patch.object(
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event_listener._telemetry, "crew_execution_span", return_value=mock_span
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) as mock_crew_execution_span,
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patch.object(
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event_listener._telemetry, "end_crew", return_value=mock_span
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) as mock_crew_ended,
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):
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crew.kickoff()
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mock_crew_execution_span.assert_called_once_with(crew, None)
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mock_crew_ended.assert_called_once_with(crew, "hi")
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assert len(received_events) == 1
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assert received_events[0].crew_name == "TestCrew"
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assert isinstance(received_events[0].timestamp, datetime)
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assert received_events[0].type == "crew_kickoff_started"
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_crew_emits_end_kickoff_event():
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received_events = []
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@crewai_event_bus.on(CrewKickoffCompletedEvent)
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def handle_crew_end(source, event):
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received_events.append(event)
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crew = Crew(agents=[base_agent], tasks=[base_task], name="TestCrew")
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crew.kickoff()
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assert len(received_events) == 1
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assert received_events[0].crew_name == "TestCrew"
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assert isinstance(received_events[0].timestamp, datetime)
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assert received_events[0].type == "crew_kickoff_completed"
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_crew_emits_test_kickoff_type_event():
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received_events = []
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mock_span = Mock()
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@crewai_event_bus.on(CrewTestStartedEvent)
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def handle_crew_end(source, event):
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received_events.append(event)
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@crewai_event_bus.on(CrewTestCompletedEvent)
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def handle_crew_test_end(source, event):
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received_events.append(event)
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eval_llm = LLM(model="gpt-4o-mini")
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with (
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patch.object(
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event_listener._telemetry, "test_execution_span", return_value=mock_span
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) as mock_crew_execution_span,
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):
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crew = Crew(agents=[base_agent], tasks=[base_task], name="TestCrew")
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crew.test(n_iterations=1, eval_llm=eval_llm)
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# Verify the call was made with correct argument types and values
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assert mock_crew_execution_span.call_count == 1
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args = mock_crew_execution_span.call_args[0]
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assert isinstance(args[0], Crew)
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assert args[1] == 1
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assert args[2] is None
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assert args[3] == eval_llm
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assert len(received_events) == 2
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assert received_events[0].crew_name == "TestCrew"
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assert isinstance(received_events[0].timestamp, datetime)
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assert received_events[0].type == "crew_test_started"
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assert received_events[1].crew_name == "TestCrew"
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assert isinstance(received_events[1].timestamp, datetime)
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assert received_events[1].type == "crew_test_completed"
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_crew_emits_kickoff_failed_event():
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received_events = []
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with crewai_event_bus.scoped_handlers():
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@crewai_event_bus.on(CrewKickoffFailedEvent)
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def handle_crew_failed(source, event):
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received_events.append(event)
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crew = Crew(agents=[base_agent], tasks=[base_task], name="TestCrew")
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with patch.object(Crew, "_execute_tasks") as mock_execute:
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error_message = "Simulated crew kickoff failure"
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mock_execute.side_effect = Exception(error_message)
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with pytest.raises(Exception):
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crew.kickoff()
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assert len(received_events) == 1
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assert received_events[0].error == error_message
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assert isinstance(received_events[0].timestamp, datetime)
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assert received_events[0].type == "crew_kickoff_failed"
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_crew_emits_start_task_event():
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received_events = []
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@crewai_event_bus.on(TaskStartedEvent)
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def handle_task_start(source, event):
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received_events.append(event)
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crew = Crew(agents=[base_agent], tasks=[base_task], name="TestCrew")
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crew.kickoff()
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assert len(received_events) == 1
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assert isinstance(received_events[0].timestamp, datetime)
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assert received_events[0].type == "task_started"
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_crew_emits_end_task_event():
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received_events = []
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@crewai_event_bus.on(TaskCompletedEvent)
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def handle_task_end(source, event):
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received_events.append(event)
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mock_span = Mock()
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crew = Crew(agents=[base_agent], tasks=[base_task], name="TestCrew")
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with (
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patch.object(
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event_listener._telemetry, "task_started", return_value=mock_span
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) as mock_task_started,
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patch.object(
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event_listener._telemetry, "task_ended", return_value=mock_span
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) as mock_task_ended,
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):
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crew.kickoff()
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mock_task_started.assert_called_once_with(crew=crew, task=base_task)
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mock_task_ended.assert_called_once_with(mock_span, base_task, crew)
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assert len(received_events) == 1
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assert isinstance(received_events[0].timestamp, datetime)
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assert received_events[0].type == "task_completed"
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_task_emits_failed_event_on_execution_error():
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received_events = []
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received_sources = []
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@crewai_event_bus.on(TaskFailedEvent)
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def handle_task_failed(source, event):
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received_events.append(event)
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received_sources.append(source)
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with patch.object(
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Task,
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"_execute_core",
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) as mock_execute:
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error_message = "Simulated task failure"
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mock_execute.side_effect = Exception(error_message)
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agent = Agent(
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role="base_agent",
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goal="Just say hi",
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backstory="You are a helpful assistant that just says hi",
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)
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task = Task(
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description="Just say hi",
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expected_output="hi",
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agent=agent,
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)
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with pytest.raises(Exception):
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agent.execute_task(task=task)
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assert len(received_events) == 1
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assert received_sources[0] == task
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assert received_events[0].error == error_message
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assert isinstance(received_events[0].timestamp, datetime)
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assert received_events[0].type == "task_failed"
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_agent_emits_execution_started_and_completed_events():
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received_events = []
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@crewai_event_bus.on(AgentExecutionStartedEvent)
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def handle_agent_start(source, event):
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received_events.append(event)
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@crewai_event_bus.on(AgentExecutionCompletedEvent)
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def handle_agent_completed(source, event):
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received_events.append(event)
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crew = Crew(agents=[base_agent], tasks=[base_task], name="TestCrew")
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crew.kickoff()
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assert len(received_events) == 2
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assert received_events[0].agent == base_agent
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assert received_events[0].task == base_task
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assert received_events[0].tools == []
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assert isinstance(received_events[0].task_prompt, str)
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assert (
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received_events[0].task_prompt
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== "Just say hi\n\nThis is the expected criteria for your final answer: hi\nyou MUST return the actual complete content as the final answer, not a summary."
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)
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assert isinstance(received_events[0].timestamp, datetime)
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assert received_events[0].type == "agent_execution_started"
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assert isinstance(received_events[1].timestamp, datetime)
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assert received_events[1].type == "agent_execution_completed"
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_agent_emits_execution_error_event():
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received_events = []
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@crewai_event_bus.on(AgentExecutionErrorEvent)
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def handle_agent_start(source, event):
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received_events.append(event)
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error_message = "Error happening while sending prompt to model."
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base_agent.max_retry_limit = 0
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with patch.object(
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CrewAgentExecutor, "invoke", wraps=base_agent.agent_executor.invoke
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) as invoke_mock:
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invoke_mock.side_effect = Exception(error_message)
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with pytest.raises(Exception) as e:
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base_agent.execute_task(
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task=base_task,
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)
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assert len(received_events) == 1
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assert received_events[0].agent == base_agent
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assert received_events[0].task == base_task
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assert received_events[0].error == error_message
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assert isinstance(received_events[0].timestamp, datetime)
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assert received_events[0].type == "agent_execution_error"
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class SayHiTool(BaseTool):
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name: str = Field(default="say_hi", description="The name of the tool")
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description: str = Field(
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default="Say hi", description="The description of the tool"
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)
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def _run(self) -> str:
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return "hi"
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_tools_emits_finished_events():
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received_events = []
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@crewai_event_bus.on(ToolUsageFinishedEvent)
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def handle_tool_end(source, event):
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received_events.append(event)
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agent = Agent(
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role="base_agent",
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goal="Just say hi",
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backstory="You are a helpful assistant that just says hi",
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tools=[SayHiTool()],
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)
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task = Task(
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description="Just say hi",
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expected_output="hi",
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agent=agent,
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)
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crew = Crew(agents=[agent], tasks=[task], name="TestCrew")
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crew.kickoff()
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assert len(received_events) == 1
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assert received_events[0].agent_key == agent.key
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assert received_events[0].agent_role == agent.role
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assert received_events[0].tool_name == SayHiTool().name
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assert received_events[0].tool_args == {}
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assert received_events[0].type == "tool_usage_finished"
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assert isinstance(received_events[0].timestamp, datetime)
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_tools_emits_error_events():
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received_events = []
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@crewai_event_bus.on(ToolUsageErrorEvent)
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def handle_tool_end(source, event):
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received_events.append(event)
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class ErrorTool(BaseTool):
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name: str = Field(
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default="error_tool", description="A tool that raises an error"
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)
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description: str = Field(
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default="This tool always raises an error",
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description="The description of the tool",
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)
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def _run(self) -> str:
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raise Exception("Simulated tool error")
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agent = Agent(
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role="base_agent",
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goal="Try to use the error tool",
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backstory="You are an assistant that tests error handling",
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tools=[ErrorTool()],
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)
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task = Task(
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description="Use the error tool",
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expected_output="This should error",
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agent=agent,
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)
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crew = Crew(agents=[agent], tasks=[task], name="TestCrew")
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crew.kickoff()
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assert len(received_events) == 75
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assert received_events[0].agent_key == agent.key
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assert received_events[0].agent_role == agent.role
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assert received_events[0].tool_name == "error_tool"
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assert received_events[0].tool_args == {}
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assert str(received_events[0].error) == "Simulated tool error"
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assert received_events[0].type == "tool_usage_error"
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assert isinstance(received_events[0].timestamp, datetime)
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def test_flow_emits_start_event():
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received_events = []
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mock_span = Mock()
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@crewai_event_bus.on(FlowStartedEvent)
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def handle_flow_start(source, event):
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received_events.append(event)
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class TestFlow(Flow[dict]):
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@start()
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def begin(self):
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return "started"
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with (
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patch.object(
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event_listener._telemetry, "flow_execution_span", return_value=mock_span
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) as mock_flow_execution_span,
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):
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flow = TestFlow()
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flow.kickoff()
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mock_flow_execution_span.assert_called_once_with("TestFlow", ["begin"])
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assert len(received_events) == 1
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assert received_events[0].flow_name == "TestFlow"
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assert received_events[0].type == "flow_started"
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def test_flow_emits_finish_event():
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received_events = []
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with crewai_event_bus.scoped_handlers():
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@crewai_event_bus.on(FlowFinishedEvent)
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def handle_flow_finish(source, event):
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received_events.append(event)
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class TestFlow(Flow[dict]):
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@start()
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def begin(self):
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return "completed"
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flow = TestFlow()
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result = flow.kickoff()
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assert len(received_events) == 1
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assert received_events[0].flow_name == "TestFlow"
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assert received_events[0].type == "flow_finished"
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assert received_events[0].result == "completed"
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assert result == "completed"
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def test_flow_emits_method_execution_started_event():
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received_events = []
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with crewai_event_bus.scoped_handlers():
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@crewai_event_bus.on(MethodExecutionStartedEvent)
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def handle_method_start(source, event):
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print("event in method name", event.method_name)
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received_events.append(event)
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class TestFlow(Flow[dict]):
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@start()
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def begin(self):
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return "started"
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@listen("begin")
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def second_method(self):
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return "executed"
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flow = TestFlow()
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flow.kickoff()
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assert len(received_events) == 2
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assert received_events[0].method_name == "begin"
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assert received_events[0].flow_name == "TestFlow"
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assert received_events[0].type == "method_execution_started"
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assert received_events[1].method_name == "second_method"
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assert received_events[1].flow_name == "TestFlow"
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assert received_events[1].type == "method_execution_started"
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_register_handler_adds_new_handler():
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received_events = []
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def custom_handler(source, event):
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received_events.append(event)
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with crewai_event_bus.scoped_handlers():
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crewai_event_bus.register_handler(CrewKickoffStartedEvent, custom_handler)
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crew = Crew(agents=[base_agent], tasks=[base_task], name="TestCrew")
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crew.kickoff()
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|
|
assert len(received_events) == 1
|
|
assert isinstance(received_events[0].timestamp, datetime)
|
|
assert received_events[0].type == "crew_kickoff_started"
|
|
|
|
|
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
|
def test_multiple_handlers_for_same_event():
|
|
received_events_1 = []
|
|
received_events_2 = []
|
|
|
|
def handler_1(source, event):
|
|
received_events_1.append(event)
|
|
|
|
def handler_2(source, event):
|
|
received_events_2.append(event)
|
|
|
|
with crewai_event_bus.scoped_handlers():
|
|
crewai_event_bus.register_handler(CrewKickoffStartedEvent, handler_1)
|
|
crewai_event_bus.register_handler(CrewKickoffStartedEvent, handler_2)
|
|
|
|
crew = Crew(agents=[base_agent], tasks=[base_task], name="TestCrew")
|
|
crew.kickoff()
|
|
|
|
assert len(received_events_1) == 1
|
|
assert len(received_events_2) == 1
|
|
assert received_events_1[0].type == "crew_kickoff_started"
|
|
assert received_events_2[0].type == "crew_kickoff_started"
|
|
|
|
|
|
def test_flow_emits_created_event():
|
|
received_events = []
|
|
mock_span = Mock()
|
|
|
|
@crewai_event_bus.on(FlowCreatedEvent)
|
|
def handle_flow_created(source, event):
|
|
received_events.append(event)
|
|
|
|
class TestFlow(Flow[dict]):
|
|
@start()
|
|
def begin(self):
|
|
return "started"
|
|
|
|
with (
|
|
patch.object(
|
|
event_listener._telemetry, "flow_creation_span", return_value=mock_span
|
|
) as mock_flow_creation_span,
|
|
):
|
|
flow = TestFlow()
|
|
flow.kickoff()
|
|
|
|
mock_flow_creation_span.assert_called_once_with("TestFlow")
|
|
|
|
assert len(received_events) == 1
|
|
assert received_events[0].flow_name == "TestFlow"
|
|
assert received_events[0].type == "flow_created"
|
|
|
|
|
|
def test_flow_emits_method_execution_failed_event():
|
|
received_events = []
|
|
error = Exception("Simulated method failure")
|
|
|
|
@crewai_event_bus.on(MethodExecutionFailedEvent)
|
|
def handle_method_failed(source, event):
|
|
received_events.append(event)
|
|
|
|
class TestFlow(Flow[dict]):
|
|
@start()
|
|
def begin(self):
|
|
raise error
|
|
|
|
flow = TestFlow()
|
|
with pytest.raises(Exception):
|
|
flow.kickoff()
|
|
|
|
assert len(received_events) == 1
|
|
assert received_events[0].method_name == "begin"
|
|
assert received_events[0].flow_name == "TestFlow"
|
|
assert received_events[0].type == "method_execution_failed"
|
|
assert received_events[0].error == error
|
|
|
|
|
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
|
def test_llm_emits_call_started_event():
|
|
received_events = []
|
|
|
|
@crewai_event_bus.on(LLMCallStartedEvent)
|
|
def handle_llm_call_started(source, event):
|
|
received_events.append(event)
|
|
|
|
@crewai_event_bus.on(LLMCallCompletedEvent)
|
|
def handle_llm_call_completed(source, event):
|
|
received_events.append(event)
|
|
|
|
llm = LLM(model="gpt-4o-mini")
|
|
llm.call("Hello, how are you?")
|
|
|
|
assert len(received_events) == 2
|
|
assert received_events[0].type == "llm_call_started"
|
|
assert received_events[1].type == "llm_call_completed"
|
|
|
|
|
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
|
def test_llm_emits_call_failed_event():
|
|
received_events = []
|
|
|
|
@crewai_event_bus.on(LLMCallFailedEvent)
|
|
def handle_llm_call_failed(source, event):
|
|
received_events.append(event)
|
|
|
|
error_message = "Simulated LLM call failure"
|
|
with patch("crewai.llm.litellm.completion", side_effect=Exception(error_message)):
|
|
llm = LLM(model="gpt-4o-mini")
|
|
with pytest.raises(Exception) as exc_info:
|
|
llm.call("Hello, how are you?")
|
|
|
|
assert str(exc_info.value) == error_message
|
|
assert len(received_events) == 1
|
|
assert received_events[0].type == "llm_call_failed"
|
|
assert received_events[0].error == error_message
|
|
|
|
|
|
@skip_streaming_in_ci
|
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
|
def test_llm_emits_stream_chunk_events():
|
|
"""Test that LLM emits stream chunk events when streaming is enabled."""
|
|
received_chunks = []
|
|
|
|
with crewai_event_bus.scoped_handlers():
|
|
|
|
@crewai_event_bus.on(LLMStreamChunkEvent)
|
|
def handle_stream_chunk(source, event):
|
|
received_chunks.append(event.chunk)
|
|
|
|
# Create an LLM with streaming enabled
|
|
llm = LLM(model="gpt-4o", stream=True)
|
|
|
|
# Call the LLM with a simple message
|
|
response = llm.call("Tell me a short joke")
|
|
|
|
# Verify that we received chunks
|
|
assert len(received_chunks) > 0
|
|
|
|
# Verify that concatenating all chunks equals the final response
|
|
assert "".join(received_chunks) == response
|
|
|
|
|
|
@skip_streaming_in_ci
|
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
|
def test_llm_no_stream_chunks_when_streaming_disabled():
|
|
"""Test that LLM doesn't emit stream chunk events when streaming is disabled."""
|
|
received_chunks = []
|
|
|
|
with crewai_event_bus.scoped_handlers():
|
|
|
|
@crewai_event_bus.on(LLMStreamChunkEvent)
|
|
def handle_stream_chunk(source, event):
|
|
received_chunks.append(event.chunk)
|
|
|
|
# Create an LLM with streaming disabled
|
|
llm = LLM(model="gpt-4o", stream=False)
|
|
|
|
# Call the LLM with a simple message
|
|
response = llm.call("Tell me a short joke")
|
|
|
|
# Verify that we didn't receive any chunks
|
|
assert len(received_chunks) == 0
|
|
|
|
# Verify we got a response
|
|
assert response and isinstance(response, str)
|
|
|
|
|
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
|
def test_streaming_fallback_to_non_streaming():
|
|
"""Test that streaming falls back to non-streaming when there's an error."""
|
|
received_chunks = []
|
|
fallback_called = False
|
|
|
|
with crewai_event_bus.scoped_handlers():
|
|
|
|
@crewai_event_bus.on(LLMStreamChunkEvent)
|
|
def handle_stream_chunk(source, event):
|
|
received_chunks.append(event.chunk)
|
|
|
|
# Create an LLM with streaming enabled
|
|
llm = LLM(model="gpt-4o", stream=True)
|
|
|
|
# Store original methods
|
|
original_call = llm.call
|
|
|
|
# Create a mock call method that handles the streaming error
|
|
def mock_call(messages, tools=None, callbacks=None, available_functions=None):
|
|
nonlocal fallback_called
|
|
# Emit a couple of chunks to simulate partial streaming
|
|
crewai_event_bus.emit(llm, event=LLMStreamChunkEvent(chunk="Test chunk 1"))
|
|
crewai_event_bus.emit(llm, event=LLMStreamChunkEvent(chunk="Test chunk 2"))
|
|
|
|
# Mark that fallback would be called
|
|
fallback_called = True
|
|
|
|
# Return a response as if fallback succeeded
|
|
return "Fallback response after streaming error"
|
|
|
|
# Replace the call method with our mock
|
|
llm.call = mock_call
|
|
|
|
try:
|
|
# Call the LLM
|
|
response = llm.call("Tell me a short joke")
|
|
|
|
# Verify that we received some chunks
|
|
assert len(received_chunks) == 2
|
|
assert received_chunks[0] == "Test chunk 1"
|
|
assert received_chunks[1] == "Test chunk 2"
|
|
|
|
# Verify fallback was triggered
|
|
assert fallback_called
|
|
|
|
# Verify we got the fallback response
|
|
assert response == "Fallback response after streaming error"
|
|
|
|
finally:
|
|
# Restore the original method
|
|
llm.call = original_call
|
|
|
|
|
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
|
def test_streaming_empty_response_handling():
|
|
"""Test that streaming handles empty responses correctly."""
|
|
received_chunks = []
|
|
|
|
with crewai_event_bus.scoped_handlers():
|
|
|
|
@crewai_event_bus.on(LLMStreamChunkEvent)
|
|
def handle_stream_chunk(source, event):
|
|
received_chunks.append(event.chunk)
|
|
|
|
# Create an LLM with streaming enabled
|
|
llm = LLM(model="gpt-3.5-turbo", stream=True)
|
|
|
|
# Store original methods
|
|
original_call = llm.call
|
|
|
|
# Create a mock call method that simulates empty chunks
|
|
def mock_call(messages, tools=None, callbacks=None, available_functions=None):
|
|
# Emit a few empty chunks
|
|
for _ in range(3):
|
|
crewai_event_bus.emit(llm, event=LLMStreamChunkEvent(chunk=""))
|
|
|
|
# Return the default message for empty responses
|
|
return "I apologize, but I couldn't generate a proper response. Please try again or rephrase your request."
|
|
|
|
# Replace the call method with our mock
|
|
llm.call = mock_call
|
|
|
|
try:
|
|
# Call the LLM - this should handle empty response
|
|
response = llm.call("Tell me a short joke")
|
|
|
|
# Verify that we received empty chunks
|
|
assert len(received_chunks) == 3
|
|
assert all(chunk == "" for chunk in received_chunks)
|
|
|
|
# Verify the response is the default message for empty responses
|
|
assert "I apologize" in response and "couldn't generate" in response
|
|
|
|
finally:
|
|
# Restore the original method
|
|
llm.call = original_call
|