-
Notifications
You must be signed in to change notification settings - Fork 1.5k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Browse files
Browse the repository at this point in the history
* Fix gRPC test failure and refactor * Add gRPC AsyncIO cancellation tests * Better check if a request is cancelled * Use f-string
- Loading branch information
Showing
3 changed files
with
162 additions
and
275 deletions.
There are no files selected for viewing
This file was deleted.
Oops, something went wrong.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,141 @@ | ||
#!/usr/bin/env python3 | ||
|
||
# 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. | ||
|
||
import asyncio | ||
import queue | ||
import time | ||
import unittest | ||
from functools import partial | ||
|
||
import numpy as np | ||
import tritonclient.grpc as grpcclient | ||
import tritonclient.grpc.aio as grpcclientaio | ||
from tritonclient.utils import InferenceServerException | ||
|
||
|
||
class UserData: | ||
def __init__(self): | ||
self._completed_requests = queue.Queue() | ||
|
||
|
||
def callback(user_data, result, error): | ||
if error: | ||
user_data._completed_requests.put(error) | ||
else: | ||
user_data._completed_requests.put(result) | ||
|
||
|
||
class GrpcCancellationTest(unittest.IsolatedAsyncioTestCase): | ||
_model_name = "custom_identity_int32" | ||
_model_delay = 10.0 # seconds | ||
_grpc_params = {"url": "localhost:8001", "verbose": True} | ||
|
||
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 | ||
|
||
def tearDown(self): | ||
self._end_time = time.time() # seconds | ||
self._assert_max_duration() | ||
|
||
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)) | ||
|
||
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", | ||
) | ||
|
||
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)) | ||
|
||
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() | ||
|
||
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() | ||
|
||
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 | ||
|
||
async def test_aio_grpc_stream_infer(self): | ||
async def requests_generator(): | ||
yield { | ||
"model_name": self._model_name, | ||
"inputs": self._inputs, | ||
"outputs": self._outputs, | ||
} | ||
|
||
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) | ||
|
||
|
||
if __name__ == "__main__": | ||
unittest.main() |
Oops, something went wrong.