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Add gRPC AsyncIO request cancellation tests (#6408)
* Fix gRPC test failure and refactor * Add gRPC AsyncIO cancellation tests * Better check if a request is cancelled * Use f-string
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#!/usr/bin/env python3 | ||
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# Copyright 2023, NVIDIA CORPORATION & AFFILIATES. All rights reserved. | ||
# | ||
# Redistribution and use in source and binary forms, with or without | ||
# modification, are permitted provided that the following conditions | ||
# are met: | ||
# * Redistributions of source code must retain the above copyright | ||
# notice, this list of conditions and the following disclaimer. | ||
# * Redistributions in binary form must reproduce the above copyright | ||
# notice, this list of conditions and the following disclaimer in the | ||
# documentation and/or other materials provided with the distribution. | ||
# * Neither the name of NVIDIA CORPORATION nor the names of its | ||
# contributors may be used to endorse or promote products derived | ||
# from this software without specific prior written permission. | ||
# | ||
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY | ||
# EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | ||
# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR | ||
# PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR | ||
# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, | ||
# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, | ||
# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR | ||
# PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY | ||
# OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT | ||
# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | ||
# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | ||
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import asyncio | ||
import queue | ||
import time | ||
import unittest | ||
from functools import partial | ||
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import numpy as np | ||
import tritonclient.grpc as grpcclient | ||
import tritonclient.grpc.aio as grpcclientaio | ||
from tritonclient.utils import InferenceServerException | ||
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class UserData: | ||
def __init__(self): | ||
self._completed_requests = queue.Queue() | ||
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def callback(user_data, result, error): | ||
if error: | ||
user_data._completed_requests.put(error) | ||
else: | ||
user_data._completed_requests.put(result) | ||
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class GrpcCancellationTest(unittest.IsolatedAsyncioTestCase): | ||
_model_name = "custom_identity_int32" | ||
_model_delay = 10.0 # seconds | ||
_grpc_params = {"url": "localhost:8001", "verbose": True} | ||
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def setUp(self): | ||
self._client = grpcclient.InferenceServerClient(**self._grpc_params) | ||
self._client_aio = grpcclientaio.InferenceServerClient(**self._grpc_params) | ||
self._user_data = UserData() | ||
self._callback = partial(callback, self._user_data) | ||
self._prepare_request() | ||
self._start_time = time.time() # seconds | ||
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def tearDown(self): | ||
self._end_time = time.time() # seconds | ||
self._assert_max_duration() | ||
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def _prepare_request(self): | ||
self._inputs = [] | ||
self._inputs.append(grpcclient.InferInput("INPUT0", [1, 1], "INT32")) | ||
self._outputs = [] | ||
self._outputs.append(grpcclient.InferRequestedOutput("OUTPUT0")) | ||
self._inputs[0].set_data_from_numpy(np.array([[10]], dtype=np.int32)) | ||
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def _assert_max_duration(self): | ||
max_duration = self._model_delay * 0.5 # seconds | ||
duration = self._end_time - self._start_time # seconds | ||
self.assertLess( | ||
duration, | ||
max_duration, | ||
f"test runtime expected less than {max_duration}s response time, got {duration}s", | ||
) | ||
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def _assert_callback_cancelled(self): | ||
self.assertFalse(self._user_data._completed_requests.empty()) | ||
data_item = self._user_data._completed_requests.get() | ||
self.assertIsInstance(data_item, InferenceServerException) | ||
self.assertIn("Locally cancelled by application!", str(data_item)) | ||
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def test_grpc_async_infer(self): | ||
future = self._client.async_infer( | ||
model_name=self._model_name, | ||
inputs=self._inputs, | ||
callback=self._callback, | ||
outputs=self._outputs, | ||
) | ||
time.sleep(2) # ensure the inference has started | ||
future.cancel() | ||
time.sleep(0.1) # context switch | ||
self._assert_callback_cancelled() | ||
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def test_grpc_stream_infer(self): | ||
self._client.start_stream(callback=self._callback) | ||
self._client.async_stream_infer( | ||
model_name=self._model_name, inputs=self._inputs, outputs=self._outputs | ||
) | ||
time.sleep(2) # ensure the inference has started | ||
self._client.stop_stream(cancel_requests=True) | ||
self._assert_callback_cancelled() | ||
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async def test_aio_grpc_async_infer(self): | ||
infer_task = asyncio.create_task( | ||
self._client_aio.infer( | ||
model_name=self._model_name, inputs=self._inputs, outputs=self._outputs | ||
) | ||
) | ||
await asyncio.sleep(2) # ensure the inference has started | ||
infer_task.cancel() | ||
with self.assertRaises(asyncio.CancelledError): | ||
await infer_task | ||
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async def test_aio_grpc_stream_infer(self): | ||
async def requests_generator(): | ||
yield { | ||
"model_name": self._model_name, | ||
"inputs": self._inputs, | ||
"outputs": self._outputs, | ||
} | ||
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responses_iterator = self._client_aio.stream_infer(requests_generator()) | ||
await asyncio.sleep(2) # ensure the inference has started | ||
self.assertTrue(responses_iterator.cancel()) | ||
with self.assertRaises(asyncio.CancelledError): | ||
async for result, error in responses_iterator: | ||
self._callback(result, error) | ||
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if __name__ == "__main__": | ||
unittest.main() |
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