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[Core] Add
multiproc_worker_utils
for multiprocessing-based workers (…
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import asyncio | ||
from concurrent.futures import ThreadPoolExecutor | ||
from functools import partial | ||
from time import sleep | ||
from typing import Any, List, Tuple | ||
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import pytest | ||
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from vllm.executor.multiproc_worker_utils import (ProcessWorkerWrapper, | ||
ResultHandler, WorkerMonitor) | ||
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class DummyWorker: | ||
"""Dummy version of vllm.worker.worker.Worker""" | ||
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def __init__(self, rank: int): | ||
self.rank = rank | ||
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def worker_method(self, worker_input: Any) -> Tuple[int, Any]: | ||
sleep(0.05) | ||
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if isinstance(worker_input, Exception): | ||
# simulate error case | ||
raise worker_input | ||
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return self.rank, input | ||
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def _start_workers() -> Tuple[List[ProcessWorkerWrapper], WorkerMonitor]: | ||
result_handler = ResultHandler() | ||
workers = [ | ||
ProcessWorkerWrapper(result_handler, partial(DummyWorker, rank=rank)) | ||
for rank in range(8) | ||
] | ||
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worker_monitor = WorkerMonitor(workers, result_handler) | ||
assert not worker_monitor.is_alive() | ||
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result_handler.start() | ||
worker_monitor.start() | ||
assert worker_monitor.is_alive() | ||
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return workers, worker_monitor | ||
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def test_local_workers() -> None: | ||
"""Test workers with sync task submission""" | ||
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workers, worker_monitor = _start_workers() | ||
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def execute_workers(worker_input: str) -> None: | ||
worker_outputs = [ | ||
worker.execute_method("worker_method", worker_input) | ||
for worker in workers | ||
] | ||
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for rank, output in enumerate(worker_outputs): | ||
assert output.get() == (rank, input) | ||
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executor = ThreadPoolExecutor(max_workers=4) | ||
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# Test concurrent submission from different threads | ||
futures = [ | ||
executor.submit(partial(execute_workers, f"thread {thread_num}")) | ||
for thread_num in range(4) | ||
] | ||
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for future in futures: | ||
future.result() | ||
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# Test error case | ||
exception = ValueError("fake error") | ||
result = workers[0].execute_method("worker_method", exception) | ||
try: | ||
result.get() | ||
pytest.fail("task should have failed") | ||
except Exception as e: | ||
assert isinstance(e, ValueError) | ||
assert str(e) == "fake error" | ||
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# Test cleanup when a worker fails | ||
assert worker_monitor.is_alive() | ||
workers[3].process.kill() | ||
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# Other workers should get shut down here | ||
worker_monitor.join(2) | ||
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# Ensure everything is stopped | ||
assert not worker_monitor.is_alive() | ||
assert all(not worker.process.is_alive() for worker in workers) | ||
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# Further attempts to submit tasks should fail | ||
try: | ||
_result = workers[0].execute_method("worker_method", "test") | ||
pytest.fail("task should fail once workers have been shut down") | ||
except Exception as e: | ||
assert isinstance(e, ChildProcessError) | ||
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def test_local_workers_clean_shutdown() -> None: | ||
"""Test clean shutdown""" | ||
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workers, worker_monitor = _start_workers() | ||
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assert worker_monitor.is_alive() | ||
assert all(worker.process.is_alive() for worker in workers) | ||
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# Clean shutdown | ||
worker_monitor.close() | ||
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worker_monitor.join(5) | ||
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# Ensure everything is stopped | ||
assert not worker_monitor.is_alive() | ||
assert all(not worker.process.is_alive() for worker in workers) | ||
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# Further attempts to submit tasks should fail | ||
try: | ||
_result = workers[0].execute_method("worker_method", "test") | ||
pytest.fail("task should fail once workers have been shut down") | ||
except Exception as e: | ||
assert isinstance(e, ChildProcessError) | ||
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@pytest.mark.asyncio | ||
async def test_local_workers_async() -> None: | ||
"""Test local workers with async task submission""" | ||
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workers, worker_monitor = _start_workers() | ||
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async def execute_workers(worker_input: str) -> None: | ||
worker_coros = [ | ||
worker.execute_method_async("worker_method", worker_input) | ||
for worker in workers | ||
] | ||
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results = await asyncio.gather(*worker_coros) | ||
for rank, result in enumerate(results): | ||
assert result == (rank, input) | ||
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tasks = [ | ||
asyncio.create_task(execute_workers(f"task {task_num}")) | ||
for task_num in range(4) | ||
] | ||
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for task in tasks: | ||
await task | ||
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# Test error case | ||
exception = ValueError("fake error") | ||
try: | ||
_result = await workers[0].execute_method_async( | ||
"worker_method", exception) | ||
pytest.fail("task should have failed") | ||
except Exception as e: | ||
assert isinstance(e, ValueError) | ||
assert str(e) == "fake error" | ||
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# Test cleanup when a worker fails | ||
assert worker_monitor.is_alive() | ||
workers[3].process.kill() | ||
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# Other workers should get shut down here | ||
worker_monitor.join(2) | ||
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# Ensure everything is stopped | ||
assert not worker_monitor.is_alive() | ||
assert all(not worker.process.is_alive() for worker in workers) | ||
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# Further attempts to submit tasks should fail | ||
try: | ||
_result = await workers[0].execute_method_async( | ||
"worker_method", "test") | ||
pytest.fail("task should fail once workers have been shut down") | ||
except Exception as e: | ||
assert isinstance(e, ChildProcessError) |
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