165 lines
7 KiB
YAML
165 lines
7 KiB
YAML
name: LLM Performance Test
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# Cancel previous runs in the PR when you push new commits
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concurrency:
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group: ${{ github.workflow }}-llm-performance-tests-${{ github.event.pull_request.number || github.run_id }}
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cancel-in-progress: true
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# Controls when the action will run.
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on:
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schedule:
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- cron: "00 13 * * *" # GMT time, 13:00 GMT == 21:00 China
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pull_request:
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branches: [main]
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paths:
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- ".github/workflows/llm_performance_tests.yml"
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- ".github/workflows/llm-binary-build.yml"
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- ".github/actions/llm/setup-llm-env/action.yml"
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- ".github/actions/llm/remove-llm-env/action.yml"
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- ".github/actions/llm/download-llm-binary/action.yml"
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- "python/llm/test/benchmark/**"
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workflow_dispatch:
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workflow_call:
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# A workflow run is made up of one or more jobs that can run sequentially or in parallel
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jobs:
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llm-cpp-build:
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uses: ./.github/workflows/llm-binary-build.yml
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llm-performance-test:
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needs: llm-cpp-build
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strategy:
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fail-fast: false
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matrix:
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python-version: ["3.9"]
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instruction: ["AVX512"]
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runs-on: [self-hosted, llm, perf]
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env:
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THREAD_NUM: 24
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steps:
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- name: Set environment variables
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shell: bash
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run: |
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echo "LLAMA2_7B_ORIGIN_PATH=${ORIGIN_DIR}/Llama-2-7b-chat-hf" >> "$GITHUB_ENV"
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- uses: actions/checkout@v2
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- name: Set up Python ${{ matrix.python-version }}
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uses: actions/setup-python@v2
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with:
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python-version: ${{ matrix.python-version }}
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- name: Install dependencies
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run: |
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python -m pip install --upgrade pip
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python -m pip install --upgrade setuptools==58.0.4
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python -m pip install --upgrade wheel
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- name: Download llm binary
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uses: ./.github/actions/llm/download-llm-binary
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- name: Run LLM install (all) test
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uses: ./.github/actions/llm/setup-llm-env
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env:
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ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
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- name: Download LLMs
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shell: bash
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run: |
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if [ ! -d $LLAMA2_7B_ORIGIN_PATH ]; then
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echo "Directory $LLAMA2_7B_ORIGIN_PATH not found. Downloading from FTP server..."
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wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Llama-2-7b-chat-hf -P $ORIGIN_DIR
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fi
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- name: Run LLM Performance test
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env:
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ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
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run: bash python/llm/dev/benchmark/run-benchmark-tests.sh
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# - name: Clean up test environment
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# uses: ./.github/actions/llm/remove-llm-env
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# env:
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# ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
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llm-performance-test-on-arc:
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needs: llm-cpp-build
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strategy:
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fail-fast: false
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matrix:
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python-version: ["3.9"]
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runs-on: [self-hosted, llm, perf]
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env:
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OMP_NUM_THREADS: 16
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THREAD_NUM: 16
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ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
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steps:
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- name: Set environment variables
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shell: bash
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run: |
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echo "LLAMA2_7B_ORIGIN_PATH=${ORIGIN_DIR}/Llama-2-7b-chat-hf" >> "$GITHUB_ENV"
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echo "LLAMA2_13B_ORIGIN_PATH=${ORIGIN_DIR}/Llama-2-13b-chat-hf" >> "$GITHUB_ENV"
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echo "CHATGLM2_6B_ORIGIN_PATH=${ORIGIN_DIR}/chatglm2-6b" >> "$GITHUB_ENV"
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echo "WHISPER_MEDIUM_ORIGIN_PATH=${ORIGIN_DIR}/whisper-medium" >> "$GITHUB_ENV"
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- uses: actions/checkout@v3
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- name: Set up Python ${{ matrix.python-version }}
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uses: actions/setup-python@v4
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with:
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python-version: ${{ matrix.python-version }}
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- name: Install dependencies
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shell: bash
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run: |
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python -m pip install --upgrade pip
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python -m pip install --upgrade setuptools
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python -m pip install --upgrade wheel
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- name: Download llm binary
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uses: ./.github/actions/llm/download-llm-binary
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- name: Run LLM install (all) test
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uses: ./.github/actions/llm/setup-llm-env
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with:
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extra-dependency: "xpu"
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- name: Test installed xpu version
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shell: bash
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run: |
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source /opt/intel/oneapi/setvars.sh
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bash python/llm/test/run-llm-install-tests.sh
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- name: Download LLMs
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shell: bash
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run: |
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if [ ! -d $LLAMA2_7B_ORIGIN_PATH ]; then
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echo "Directory $LLAMA2_7B_ORIGIN_PATH not found. Downloading from FTP server..."
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wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Llama-2-7b-chat-hf -P $ORIGIN_DIR
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fi
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if [ ! -d $LLAMA2_13B_ORIGIN_PATH ]; then
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echo "Directory $LLAMA2_13B_ORIGIN_PATH not found. Downloading from FTP server..."
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wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/Llama-2-13b-chat-hf -P $ORIGIN_DIR
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fi
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if [ ! -d $CHATGLM2_6B_ORIGIN_PATH ]; then
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echo "Directory $CHATGLM2_6B_ORIGIN_PATH not found. Downloading from FTP server..."
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wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/chatglm2-6b -P $ORIGIN_DIR
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fi
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if [ ! -d $WHISPER_MEDIUM_ORIGIN_PATH ]; then
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echo "Directory $WHISPER_MEDIUM_ORIGIN_PATH not found. Downloading from FTP server..."
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wget -r -nH --no-verbose --cut-dirs=1 $LLM_FTP_URL/llm/whisper-medium -P $ORIGIN_DIR
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fi
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- name: Test on xpu
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shell: bash
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run: |
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source /opt/intel/oneapi/setvars.sh
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export USE_XETLA=OFF
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export SYCL_PI_LEVEL_ZERO_USE_IMMEDIATE_COMMANDLISTS=1
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cd python/llm/test/benchmark/gpu
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export http_proxy=${HTTP_PROXY}
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export https_proxy=${HTTPS_PROXY}
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rm -rf test-result || true
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mkdir test-result
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taskset -c 0-$((THREAD_NUM - 1)) python llama2.py --model-dir="${LLAMA2_7B_ORIGIN_PATH}" --input-tokens=32 --max-new-tokens=32 > test-result/llama2_7b-32-32.log
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taskset -c 0-$((THREAD_NUM - 1)) python llama2.py --model-dir="${LLAMA2_7B_ORIGIN_PATH}" --input-tokens=1024 --max-new-tokens=1024 > test-result/llama2_7b-1024-1024.log
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taskset -c 0-$((THREAD_NUM - 1)) python llama2.py --model-dir="${LLAMA2_13B_ORIGIN_PATH}" --input-tokens=32 --max-new-tokens=32 > test-result/llama2_13b-32-32.log
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taskset -c 0-$((THREAD_NUM - 1)) python llama2.py --model-dir="${LLAMA2_13B_ORIGIN_PATH}" --input-tokens=1024 --max-new-tokens=1024 > test-result/llama2_13b-1024-1024.log
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taskset -c 0-$((THREAD_NUM - 1)) python chatglm2.py --model-dir="${CHATGLM2_6B_ORIGIN_PATH}" --input-tokens=32 --max-new-tokens=32 > test-result/chatglm2_6b-32-32.log
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taskset -c 0-$((THREAD_NUM - 1)) python chatglm2.py --model-dir="${CHATGLM2_6B_ORIGIN_PATH}" --input-tokens=1024 --max-new-tokens=1024 > test-result/chatglm2_6b-1024-1024.log
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taskset -c 0-$((THREAD_NUM - 1)) python whisper.py --model-dir="${WHISPER_MEDIUM_ORIGIN_PATH}" > test-result/whisper_medium-default-default.log
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python ../analyze_log_dir.py --log-dir=./test-result --output-path=./xpu_latency.csv
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timestamp=`date '+%Y%m%d'`
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curl -T ./xpu_latency.csv ${LLM_FTP_URL}/llm/ggml-actions/perf/xpu_lantency_$timestamp.csv
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