Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add gRPC AsyncIO request cancellation tests #6408

Merged
merged 4 commits into from
Oct 13, 2023
Merged
Show file tree
Hide file tree
Changes from 3 commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
249 changes: 0 additions & 249 deletions qa/L0_request_cancellation/client_cancellation_test.py

This file was deleted.

145 changes: 145 additions & 0 deletions qa/L0_request_cancellation/grpc_cancellation_test.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,145 @@
#!/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,
"test runtime expected less than "
+ str(max_duration)
+ "s response time, got "
+ str(duration)
+ "s",
rmccorm4 marked this conversation as resolved.
Show resolved Hide resolved
)

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):
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Iman pointed that using AsyncTestCase might help simplify this testing logic?
Can you take a look?

Copy link
Contributor Author

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Good reminder! We are already taking advantage of the simplification, see the class declaration, but from the native Python one (as suggested on the AsyncTestCase documentation).

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
tanmayv25 marked this conversation as resolved.
Dismissed
Show resolved Hide resolved
rmccorm4 marked this conversation as resolved.
Show resolved Hide resolved

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()
Loading
Loading