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feat: Add vLLM counter metrics access through Triton (#53)
Report vLLM counter metrics through Triton server
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| #!/bin/bash | ||
| # Copyright 2024, 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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| source ../../common/util.sh | ||
|
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| TRITON_DIR=${TRITON_DIR:="/opt/tritonserver"} | ||
| SERVER=${TRITON_DIR}/bin/tritonserver | ||
| BACKEND_DIR=${TRITON_DIR}/backends | ||
| SERVER_ARGS="--model-repository=$(pwd)/models --backend-directory=${BACKEND_DIR} --model-control-mode=explicit --load-model=vllm_opt --log-verbose=1" | ||
| SERVER_LOG="./vllm_metrics_server.log" | ||
| CLIENT_LOG="./vllm_metrics_client.log" | ||
| TEST_RESULT_FILE='test_results.txt' | ||
| CLIENT_PY="./vllm_metrics_test.py" | ||
| SAMPLE_MODELS_REPO="../../../samples/model_repository" | ||
| EXPECTED_NUM_TESTS=1 | ||
|
|
||
| # Helpers ======================================= | ||
| function copy_model_repository { | ||
| rm -rf models && mkdir -p models | ||
| cp -r ${SAMPLE_MODELS_REPO}/vllm_model models/vllm_opt | ||
| # `vllm_opt` model will be loaded on server start and stay loaded throughout | ||
| # unittesting. To ensure that vllm's memory profiler will not error out | ||
| # on `vllm_load_test` load, we reduce "gpu_memory_utilization" for `vllm_opt`, | ||
| # so that at least 60% of GPU memory was available for other models. | ||
| sed -i 's/"gpu_memory_utilization": 0.5/"gpu_memory_utilization": 0.4/' models/vllm_opt/1/model.json | ||
| } | ||
|
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| RET=0 | ||
|
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| # Test disabling vLLM metrics reporting without parameter "REPORT_CUSTOM_METRICS" in config.pbtxt | ||
| copy_model_repository | ||
| run_server | ||
| if [ "$SERVER_PID" == "0" ]; then | ||
| cat $SERVER_LOG | ||
| echo -e "\n***\n*** Failed to start $SERVER\n***" | ||
| exit 1 | ||
| fi | ||
|
|
||
| set +e | ||
| python3 $CLIENT_PY VLLMTritonMetricsTest.test_vllm_metrics_disabled -v > $CLIENT_LOG 2>&1 | ||
|
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| if [ $? -ne 0 ]; then | ||
| cat $CLIENT_LOG | ||
| echo -e "\n***\n*** Running $CLIENT_PY VLLMTritonMetricsTest.test_vllm_metrics_disabled FAILED. \n***" | ||
| 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 $SERVER_PID | ||
|
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| # Test disabling vLLM metrics reporting with parameter "REPORT_CUSTOM_METRICS" set to "no" in config.pbtxt | ||
| copy_model_repository | ||
| echo -e " | ||
| parameters: { | ||
| key: \"REPORT_CUSTOM_METRICS\" | ||
| value: { | ||
| string_value:\"no\" | ||
| } | ||
| } | ||
| " >> models/vllm_opt/config.pbtxt | ||
|
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||
| run_server | ||
| if [ "$SERVER_PID" == "0" ]; then | ||
| cat $SERVER_LOG | ||
| echo -e "\n***\n*** Failed to start $SERVER\n***" | ||
| exit 1 | ||
| fi | ||
|
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||
| set +e | ||
| python3 $CLIENT_PY VLLMTritonMetricsTest.test_vllm_metrics_disabled -v > $CLIENT_LOG 2>&1 | ||
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| if [ $? -ne 0 ]; then | ||
| cat $CLIENT_LOG | ||
| echo -e "\n***\n*** Running $CLIENT_PY VLLMTritonMetricsTest.test_vllm_metrics_disabled FAILED. \n***" | ||
| 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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| # Test vLLM metrics reporting with parameter "REPORT_CUSTOM_METRICS" set to "yes" in config.pbtxt | ||
| copy_model_repository | ||
| cp ${SAMPLE_MODELS_REPO}/vllm_model/config.pbtxt models/vllm_opt | ||
| echo -e " | ||
| parameters: { | ||
| key: \"REPORT_CUSTOM_METRICS\" | ||
| value: { | ||
| string_value:\"yes\" | ||
| } | ||
| } | ||
| " >> models/vllm_opt/config.pbtxt | ||
|
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||
| run_server | ||
| if [ "$SERVER_PID" == "0" ]; then | ||
| cat $SERVER_LOG | ||
| echo -e "\n***\n*** Failed to start $SERVER\n***" | ||
| exit 1 | ||
| fi | ||
|
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| set +e | ||
| python3 $CLIENT_PY VLLMTritonMetricsTest.test_vllm_metrics -v > $CLIENT_LOG 2>&1 | ||
|
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| if [ $? -ne 0 ]; then | ||
| cat $CLIENT_LOG | ||
| echo -e "\n***\n*** Running $CLIENT_PY VLLMTritonMetricsTest.test_vllm_metrics FAILED. \n***" | ||
| 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 $SERVER_PID | ||
|
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| # Test enabling vLLM metrics reporting in config.pbtxt but disabling in model.json | ||
| copy_model_repository | ||
| jq '. += {"disable_log_stats" : true}' models/vllm_opt/1/model.json > "temp.json" | ||
| mv temp.json models/vllm_opt/1/model.json | ||
| echo -e " | ||
| parameters: { | ||
| key: \"REPORT_CUSTOM_METRICS\" | ||
| value: { | ||
| string_value:\"yes\" | ||
| } | ||
| } | ||
| " >> models/vllm_opt/config.pbtxt | ||
|
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| run_server | ||
| if [ "$SERVER_PID" == "0" ]; then | ||
| cat $SERVER_LOG | ||
| echo -e "\n***\n*** Failed to start $SERVER\n***" | ||
| exit 1 | ||
| fi | ||
|
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| set +e | ||
| python3 $CLIENT_PY VLLMTritonMetricsTest.test_vllm_metrics_disabled -v > $CLIENT_LOG 2>&1 | ||
|
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| if [ $? -ne 0 ]; then | ||
| cat $CLIENT_LOG | ||
| echo -e "\n***\n*** Running $CLIENT_PY VLLMTritonMetricsTest.test_vllm_metrics_disabled FAILED. \n***" | ||
| 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 $SERVER_PID | ||
|
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| # Test enabling vLLM metrics reporting in config.pbtxt while disabling in server option | ||
| copy_model_repository | ||
| echo -e " | ||
| parameters: { | ||
| key: \"REPORT_CUSTOM_METRICS\" | ||
| value: { | ||
| string_value:\"yes\" | ||
| } | ||
| } | ||
| " >> models/vllm_opt/config.pbtxt | ||
| SERVER_ARGS="${SERVER_ARGS} --allow-metrics=false" | ||
| run_server | ||
| if [ "$SERVER_PID" == "0" ]; then | ||
| cat $SERVER_LOG | ||
| echo -e "\n***\n*** Failed to start $SERVER\n***" | ||
| exit 1 | ||
| fi | ||
|
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| set +e | ||
| python3 $CLIENT_PY VLLMTritonMetricsTest.test_vllm_metrics_refused -v > $CLIENT_LOG 2>&1 | ||
|
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| if [ $? -ne 0 ]; then | ||
| cat $CLIENT_LOG | ||
| echo -e "\n***\n*** Running $CLIENT_PY VLLMTritonMetricsTest.test_vllm_metrics_refused FAILED. \n***" | ||
| 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 | ||
| rm -rf "./models" "temp.json" | ||
|
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| if [ $RET -eq 1 ]; then | ||
| cat $CLIENT_LOG | ||
| cat $SERVER_LOG | ||
| echo -e "\n***\n*** vLLM test FAILED. \n***" | ||
| else | ||
| echo -e "\n***\n*** vLLM test PASSED. \n***" | ||
| fi | ||
|
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| collect_artifacts_from_subdir | ||
| exit $RET |
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