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Add gRPC AsyncIO request cancellation tests (#6408)
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* 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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kthui authored Oct 13, 2023
1 parent e817431 commit 95d2ee7
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249 changes: 0 additions & 249 deletions qa/L0_request_cancellation/client_cancellation_test.py

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141 changes: 141 additions & 0 deletions qa/L0_request_cancellation/grpc_cancellation_test.py
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#!/usr/bin/env python3

# Copyright 2023, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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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()
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