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Add testing for Python backend request rescheduling (#6509)
* Add testing * Fix up * Enhance testing * Fix up * Revert test changes * Add grpc endpoint test * Remove unused import * Remove unused import * Update qa/L0_backend_python/request_rescheduling/grpc_endpoint_test.py Co-authored-by: Iman Tabrizian <[email protected]> * Update qa/python_models/bls_request_rescheduling/model.py Co-authored-by: Iman Tabrizian <[email protected]> --------- Co-authored-by: Iman Tabrizian <[email protected]>
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qa/L0_backend_python/request_rescheduling/grpc_endpoint_test.py
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| #!/usr/bin/env python | ||
| # 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 sys | ||
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| sys.path.append("../../common") | ||
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| # GRPC streaming helpers.. | ||
| import queue | ||
| import unittest | ||
| from functools import partial | ||
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| import numpy as np | ||
| import test_util as tu | ||
| import tritonclient.grpc as grpcclient | ||
| 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 GrpcEndpointTest(tu.TestResultCollector): | ||
| def test_grpc_decoupled(self, sequence_id=0, sequence_start=False): | ||
| user_data = UserData() | ||
| with grpcclient.InferenceServerClient("localhost:8001") as triton_client: | ||
| # Reload the model to reset the flag | ||
| triton_client.unload_model("generative_sequence") | ||
| triton_client.load_model("generative_sequence") | ||
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| triton_client.start_stream(callback=partial(callback, user_data)) | ||
| inputs = [] | ||
| inputs.append(grpcclient.InferInput("IN", [1], "INT32")) | ||
| inputs[0].set_data_from_numpy(np.array([3], dtype=np.int32)) | ||
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| triton_client.async_stream_infer( | ||
| model_name="generative_sequence", | ||
| inputs=inputs, | ||
| sequence_id=sequence_id, | ||
| sequence_start=sequence_start, | ||
| ) | ||
| res_count = 3 | ||
| while res_count > 0: | ||
| data_item = user_data._completed_requests.get() | ||
| res_count -= 1 | ||
| if type(data_item) == InferenceServerException: | ||
| raise data_item | ||
| else: | ||
| self.assertEqual(res_count, data_item.as_numpy("OUT")[0]) | ||
| self.assertEqual(0, res_count) | ||
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| def test_grpc_non_decoupled(self, sequence_id=0, sequence_start=False): | ||
| with grpcclient.InferenceServerClient("localhost:8001") as triton_client: | ||
| # Reload the model to reset the flag | ||
| triton_client.unload_model("request_rescheduling_addsub") | ||
| triton_client.load_model("request_rescheduling_addsub") | ||
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| inputs = [] | ||
| inputs.append(grpcclient.InferInput("INPUT0", [16], "FP32")) | ||
| inputs.append(grpcclient.InferInput("INPUT1", [16], "FP32")) | ||
| input0_val = np.random.randn(*[16]).astype(np.float32) | ||
| input1_val = np.random.randn(*[16]).astype(np.float32) | ||
| inputs[0].set_data_from_numpy(input0_val) | ||
| inputs[1].set_data_from_numpy(input1_val) | ||
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| results = triton_client.infer( | ||
| model_name="request_rescheduling_addsub", | ||
| inputs=inputs, | ||
| ) | ||
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| output0_data = results.as_numpy("OUTPUT0") | ||
| output1_data = results.as_numpy("OUTPUT1") | ||
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| self.assertTrue(np.array_equal(output0_data, input0_val + input1_val)) | ||
| self.assertTrue(np.array_equal(output1_data, input0_val - input1_val)) | ||
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| if __name__ == "__main__": | ||
| unittest.main() |
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| #!/bin/bash | ||
| # 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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| CLIENT_PY=../python_unittest.py | ||
| CLIENT_LOG="./request_rescheduling_client.log" | ||
| EXPECTED_NUM_TESTS="1" | ||
| TEST_RESULT_FILE='test_results.txt' | ||
| source ../../common/util.sh | ||
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| TRITON_DIR=${TRITON_DIR:="/opt/tritonserver"} | ||
| SERVER=${TRITON_DIR}/bin/tritonserver | ||
| BACKEND_DIR=${TRITON_DIR}/backends | ||
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| RET=0 | ||
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| rm -fr *.log ./models *.txt | ||
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| mkdir -p models/bls_request_rescheduling/1/ | ||
| cp ../../python_models/bls_request_rescheduling/model.py models/bls_request_rescheduling/1/ | ||
| cp ../../python_models/bls_request_rescheduling/config.pbtxt models/bls_request_rescheduling | ||
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| mkdir -p models/request_rescheduling_addsub/1/ | ||
| cp ../../python_models/request_rescheduling_addsub/model.py models/request_rescheduling_addsub/1/ | ||
| cp ../../python_models/request_rescheduling_addsub/config.pbtxt models/request_rescheduling_addsub | ||
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| mkdir -p models/generative_sequence/1/ | ||
| cp ../../python_models/generative_sequence/model.py models/generative_sequence/1/ | ||
| cp ../../python_models/generative_sequence/config.pbtxt models/generative_sequence | ||
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| mkdir -p models/wrong_return_type/1/ | ||
| cp ../../python_models/wrong_return_type/model.py models/wrong_return_type/1/ | ||
| cp ../../python_models/wrong_return_type/config.pbtxt models/wrong_return_type | ||
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| SERVER_LOG="./request_rescheduling_server.log" | ||
| SERVER_ARGS="--model-repository=`pwd`/models --backend-directory=${BACKEND_DIR} --model-control-mode=explicit --load-model=* --log-verbose=1" | ||
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| run_server | ||
| if [ "$SERVER_PID" == "0" ]; then | ||
| echo -e "\n***\n*** Failed to start $SERVER\n***" | ||
| cat $SERVER_LOG | ||
| exit 1 | ||
| fi | ||
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| export MODEL_NAME='bls_request_rescheduling' | ||
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| set +e | ||
| python3 $CLIENT_PY >> $CLIENT_LOG 2>&1 | ||
| if [ $? -ne 0 ]; then | ||
| echo -e "\n***\n*** bls_request_rescheduling test FAILED. \n***" | ||
| cat $CLIENT_LOG | ||
| RET=1 | ||
| else | ||
| check_test_results $TEST_RESULT_FILE $EXPECTED_NUM_TESTS | ||
| if [ $? -ne 0 ]; then | ||
| cat $CLIENT_LOG | ||
| echo -e "\n***\n*** Test Result Verification Failed\n***" | ||
| RET=1 | ||
| fi | ||
| fi | ||
| set -e | ||
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| GRPC_TEST_PY=./grpc_endpoint_test.py | ||
| EXPECTED_NUM_TESTS="2" | ||
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| set +e | ||
| python3 $GRPC_TEST_PY >> $CLIENT_LOG 2>&1 | ||
| if [ $? -ne 0 ]; then | ||
| echo -e "\n***\n*** GRPC Endpoint test FAILED. \n***" | ||
| cat $CLIENT_LOG | ||
| RET=1 | ||
| else | ||
| check_test_results $TEST_RESULT_FILE $EXPECTED_NUM_TESTS | ||
| if [ $? -ne 0 ]; then | ||
| cat $CLIENT_LOG | ||
| echo -e "\n***\n*** Test Result Verification Failed\n***" | ||
| RET=1 | ||
| fi | ||
| fi | ||
| set -e | ||
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| kill $SERVER_PID | ||
| wait $SERVER_PID | ||
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| if [ $RET -eq 1 ]; then | ||
| cat $SERVER_LOG | ||
| echo -e "\n***\n*** Request Rescheduling test FAILED. \n***" | ||
| else | ||
| echo -e "\n***\n*** Request Rescheduling test PASSED. \n***" | ||
| fi | ||
|
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| exit $RET |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,38 @@ | ||
| # 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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| name: "bls_request_rescheduling" | ||
| backend: "python" | ||
|
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| output [ | ||
| { | ||
| name: "OUTPUT0" | ||
| data_type: TYPE_FP32 | ||
| dims: [ 16 ] | ||
| } | ||
| ] | ||
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| instance_group [{ kind: KIND_CPU }] |
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