Files
crewAI/tests/concurrency_test.py
2025-04-17 16:48:19 +00:00

187 lines
5.7 KiB
Python

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