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fix: Fix comments
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docs/tutorial.md

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<!--
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SPDX-FileCopyrightText: Copyright (c) 2024-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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SPDX-License-Identifier: Apache-2.0
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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-->
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# Profiling using AIPerf
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# Profiling with AIPerf
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This tutorial will demonstrate how you can use AIPerf to measure the performance of
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models using various inference solutions.

tests/ci/basic_end_to_end/setup_test.sh

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echo "Starting dynamo server with model ${MODEL}"
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bash -x ${AIPERF_SOURCE_DIR}tests/ci/${CI_JOB_NAME}/start_server.sh
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bash -x ${AIPERF_SOURCE_DIR}/tests/ci/${CI_JOB_NAME}/start_server.sh
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echo "Running aiperf functionality tests in container"
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tests/ci/basic_end_to_end/start_server.sh

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--gpus all \
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--network host \
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${DYNAMO_PREBUILT_IMAGE_TAG} \
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/bin/bash -c "python3 -m dynamo.frontend & python3 -m dynamo.vllm --model ${MODEL} --enforce-eager --no-enable-prefix-caching" > ${AIPERF_SOURCE_DIR}/server.log 2>&1 &
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/bin/bash -c "python3 -m dynamo.frontend & python3 -m dynamo.vllm --model ${MODEL} --enforce-eager --no-enable-prefix-caching" > ${AIPERF_SOURCE_DIR}/server.log 2>&1 &

tests/ci/basic_end_to_end/test.sh

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echo -e "\033[0;31m║ See aiperf and server logs above ║\033[0m"
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echo -e "\033[0;31m╚════════════════════════════════════════╝\033[0m"
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exit 1
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fi
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fi

tests/ci/test_docs_end_to_end/setup_test.sh

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# SPDX-License-Identifier: Apache-2.0
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echo "Running python3 main.py --all-servers"
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cd ${AIPERF_SOURCE_DIR}/tests/ci/${CI_JOB_NAME}
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python3 main.py --all-servers
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cd ${AIPERF_SOURCE_DIR}/tests/ci/${CI_JOB_NAME}/
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python3 main.py --all-servers

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