mirror of
https://github.com/crewAIInc/crewAI.git
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187 lines
5.7 KiB
Python
187 lines
5.7 KiB
Python
import asyncio
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import time
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from concurrent.futures import ThreadPoolExecutor, as_completed
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import pytest
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from unittest.mock import patch
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from crewai import Agent, Crew, Task
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class MockLLM:
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"""Mock LLM for testing."""
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def __init__(self, model="gpt-3.5-turbo", **kwargs):
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self.model = model
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self.stop = None
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self.timeout = None
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self.temperature = None
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self.top_p = None
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self.n = None
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self.max_completion_tokens = None
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self.max_tokens = None
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self.presence_penalty = None
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self.frequency_penalty = None
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self.logit_bias = None
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self.response_format = None
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self.seed = None
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self.logprobs = None
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self.top_logprobs = None
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self.base_url = None
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self.api_version = None
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self.api_key = None
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self.callbacks = []
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self.context_window_size = 8192
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self.kwargs = {}
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for key, value in kwargs.items():
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setattr(self, key, value)
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def complete(self, prompt, **kwargs):
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"""Mock completion method."""
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return f"Mock response for: {prompt[:20]}..."
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def chat_completion(self, messages, **kwargs):
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"""Mock chat completion method."""
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return {"choices": [{"message": {"content": "Mock response"}}]}
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def function_call(self, messages, functions, **kwargs):
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"""Mock function call method."""
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return {
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"choices": [
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{
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"message": {
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"content": "Mock response",
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"function_call": {
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"name": "test_function",
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"arguments": '{"arg1": "value1"}'
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}
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}
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}
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]
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}
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def supports_stop_words(self):
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"""Mock supports_stop_words method."""
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return False
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def supports_function_calling(self):
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"""Mock supports_function_calling method."""
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return True
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def get_context_window_size(self):
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"""Mock get_context_window_size method."""
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return self.context_window_size
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def call(self, messages, callbacks=None):
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"""Mock call method."""
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return "Mock response from call method"
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def set_callbacks(self, callbacks):
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"""Mock set_callbacks method."""
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self.callbacks = callbacks
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def set_env_callbacks(self):
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"""Mock set_env_callbacks method."""
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pass
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def create_test_crew():
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"""Create a simple test crew for concurrency testing."""
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with patch("crewai.agent.LLM", MockLLM):
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agent = Agent(
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role="Test Agent",
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goal="Test concurrent execution",
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backstory="I am a test agent for concurrent execution",
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)
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task = Task(
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description="Test task for concurrent execution",
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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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verbose=False,
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)
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return crew
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def test_threading_concurrency():
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"""Test concurrent execution using ThreadPoolExecutor."""
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num_threads = 5
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results = []
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def generate_response(idx):
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try:
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crew = create_test_crew()
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with patch("crewai.agent.LLM", MockLLM):
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output = crew.kickoff(inputs={"test_input": f"input_{idx}"})
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return output
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except Exception as e:
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pytest.fail(f"Exception in thread {idx}: {e}")
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return None
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with ThreadPoolExecutor(max_workers=num_threads) as executor:
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futures = [executor.submit(generate_response, i) for i in range(num_threads)]
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for future in as_completed(futures):
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result = future.result()
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assert result is not None
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results.append(result)
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assert len(results) == num_threads
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@pytest.mark.asyncio
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async def test_asyncio_concurrency():
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"""Test concurrent execution using asyncio."""
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num_tasks = 5
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sem = asyncio.Semaphore(num_tasks)
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async def generate_response_async(idx):
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async with sem:
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try:
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crew = create_test_crew()
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with patch("crewai.agent.LLM", MockLLM):
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output = await crew.kickoff_async(inputs={"test_input": f"input_{idx}"})
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return output
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except Exception as e:
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pytest.fail(f"Exception in task {idx}: {e}")
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return None
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tasks = [generate_response_async(i) for i in range(num_tasks)]
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results = await asyncio.gather(*tasks)
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assert len(results) == num_tasks
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assert all(result is not None for result in results)
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@pytest.mark.asyncio
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async def test_extended_asyncio_concurrency():
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"""Extended test for asyncio concurrency with more iterations."""
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num_tasks = 5 # Reduced from 10 for faster testing
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iterations = 2 # Reduced from 3 for faster testing
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sem = asyncio.Semaphore(num_tasks)
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async def generate_response_async(idx):
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async with sem:
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crew = create_test_crew()
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for i in range(iterations):
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try:
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with patch("crewai.agent.LLM", MockLLM):
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output = await crew.kickoff_async(
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inputs={"test_input": f"input_{idx}_{i}"}
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)
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assert output is not None
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except Exception as e:
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pytest.fail(f"Exception in task {idx}, iteration {i}: {e}")
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return False
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return True
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tasks = [generate_response_async(i) for i in range(num_tasks)]
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results = await asyncio.gather(*tasks)
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assert all(results)
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