diff --git a/.github/workflows/bench.yml b/.github/workflows/bench.yml deleted file mode 100644 index 758796632..000000000 --- a/.github/workflows/bench.yml +++ /dev/null @@ -1,300 +0,0 @@ -# Benchmark -name: Benchmark - -on: - workflow_dispatch: - inputs: - gpu-series: - description: 'Azure GPU series to run with' - required: true - type: choice - options: - - Standard_NC4as_T4_v3 - - Standard_NC24ads_A100_v4 - - Standard_NC80adis_H100_v5 - sha: - description: 'Commit SHA1 to build' - required: false - type: string - duration: - description: 'Duration of the bench' - type: string - default: 10m - - push: - branches: - - master - paths: ['llama.cpp', 'ggml.c', 'ggml-backend.c', 'ggml-quants.c', '**/*.cu', 'examples/server/*.h*', 'examples/server/*.cpp'] - pull_request_target: - types: [opened, synchronize, reopened] - paths: ['llama.cpp', 'ggml.c', 'ggml-backend.c', 'ggml-quants.c', '**/*.cu', 'examples/server/*.h*', 'examples/server/*.cpp'] - schedule: - - cron: '04 2 * * *' - -concurrency: - group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}-${{ github.event.inputs.sha }} - cancel-in-progress: true - -jobs: - bench-server-baseline: - runs-on: Standard_NC4as_T4_v3 - env: - RUNNER_LABEL: Standard_NC4as_T4_v3 # FIXME Do not find a way to not duplicate it - N_USERS: 8 - DURATION: 10m - - strategy: - matrix: - model: [phi-2] - ftype: [q4_0, q8_0, f16] - include: - - model: phi-2 - ftype: q4_0 - pr_comment_enabled: "true" - - if: ${{ github.event.inputs.gpu-series == 'Standard_NC4as_T4_v3' || github.event.schedule || github.event.pull_request || github.head_ref == 'master' || github.ref_name == 'master' || github.event.push.ref == 'refs/heads/master' }} - steps: - - name: Clone - id: checkout - uses: actions/checkout@v4 - with: - fetch-depth: 0 - ref: ${{ github.event.inputs.sha || github.event.pull_request.head.sha || github.sha || github.head_ref || github.ref_name }} - - - name: Install python env - id: pipenv - run: | - cd examples/server/bench - python3 -m venv venv - source venv/bin/activate - pip install -r requirements.txt - - - name: Prometheus - id: install_prometheus - run: | - wget --quiet https://github.com/prometheus/prometheus/releases/download/v2.51.0/prometheus-2.51.0.linux-amd64.tar.gz - tar xzf prometheus*.tar.gz --strip-components=1 - ./prometheus --config.file=examples/server/bench/prometheus.yml & - while ! nc -z localhost 9090; do - sleep 0.1 - done - - - name: Set up Go - uses: actions/setup-go@v5 - with: - go-version: '1.21' - - - name: Install k6 and xk6-sse - id: k6_installation - run: | - cd examples/server/bench - go install go.k6.io/xk6/cmd/xk6@latest - xk6 build master \ - --with github.com/phymbert/xk6-sse - - - name: Build - id: cmake_build - run: | - set -eux - mkdir build - cd build - cmake .. \ - -DLLAMA_NATIVE=OFF \ - -DLLAMA_BUILD_SERVER=ON \ - -DLLAMA_CURL=ON \ - -DLLAMA_CUBLAS=ON \ - -DCUDAToolkit_ROOT=/usr/local/cuda \ - -DCMAKE_CUDA_COMPILER=/usr/local/cuda/bin/nvcc \ - -DCMAKE_CUDA_ARCHITECTURES=75 \ - -DLLAMA_FATAL_WARNINGS=OFF \ - -DLLAMA_ALL_WARNINGS=OFF \ - -DCMAKE_BUILD_TYPE=Release; - cmake --build . --config Release -j $(nproc) --target server - - - name: Download the dataset - id: download_dataset - run: | - cd examples/server/bench - wget --quiet https://huggingface.co/datasets/anon8231489123/ShareGPT_Vicuna_unfiltered/resolve/main/ShareGPT_V3_unfiltered_cleaned_split.json - - - name: Server bench - id: server_bench - run: | - set -eux - - cd examples/server/bench - source venv/bin/activate - python bench.py \ - --runner-label ${{ env.RUNNER_LABEL }} \ - --name ${{ github.job }} \ - --branch ${{ github.head_ref || github.ref_name }} \ - --commit ${{ github.event.inputs.sha || github.event.pull_request.head.sha || github.sha }} \ - --scenario script.js \ - --duration ${{ github.event.inputs.duration || env.DURATION }} \ - --hf-repo ggml-org/models \ - --hf-file ${{ matrix.model }}/ggml-model-${{ matrix.ftype }}.gguf \ - --model-path-prefix /models \ - --parallel ${{ env.N_USERS }} \ - -ngl 33 \ - --batch-size 2048 \ - --ubatch-size 256 \ - --ctx-size 16384 \ - --n-prompts 1000 \ - --max-prompt-tokens 1024 \ - --max-tokens 2048 - - cat results.github.env >> $GITHUB_ENV - - # Remove dataset as we do not want it in the artefact - rm ShareGPT_V3_unfiltered_cleaned_split.json - - - uses: actions/upload-artifact@v4 - with: - name: bench-server-${{ github.job }}-${{ env.RUNNER_LABEL }}-${{ matrix.model }}-${{ matrix.ftype }} - compression-level: 9 - path: | - examples/server/bench/*.jpg - examples/server/bench/*.json - examples/server/bench/*.log - - - name: Commit status - uses: Sibz/github-status-action@v1 - with: - authToken: ${{secrets.GITHUB_TOKEN}} - sha: ${{ inputs.sha || github.event.pull_request.head.sha || github.sha }} - context: bench-server-${{ github.job }}-${{ env.RUNNER_LABEL }}-${{ matrix.model }}-${{ matrix.ftype }} - description: | - ${{ env.BENCH_RESULTS }} - state: 'success' - - - name: Upload benchmark images - uses: devicons/public-upload-to-imgur@v2.2.2 - continue-on-error: true # Important as it looks unstable: 503 - id: imgur_step - with: - client_id: ${{secrets.IMGUR_CLIENT_ID}} - path: | - examples/server/bench/prompt_tokens_seconds.jpg - examples/server/bench/predicted_tokens_seconds.jpg - examples/server/bench/kv_cache_usage_ratio.jpg - examples/server/bench/requests_processing.jpg - - - name: Extract mermaid - id: set_mermaid - run: | - set -eux - - cd examples/server/bench - PROMPT_TOKENS_SECONDS=$(cat prompt_tokens_seconds.mermaid) - echo "PROMPT_TOKENS_SECONDS<> $GITHUB_ENV - echo "$PROMPT_TOKENS_SECONDS" >> $GITHUB_ENV - echo "EOF" >> $GITHUB_ENV - - PREDICTED_TOKENS_SECONDS=$(cat predicted_tokens_seconds.mermaid) - echo "PREDICTED_TOKENS_SECONDS<> $GITHUB_ENV - echo "$PREDICTED_TOKENS_SECONDS" >> $GITHUB_ENV - echo "EOF" >> $GITHUB_ENV - - KV_CACHE_USAGE_RATIO=$(cat kv_cache_usage_ratio.mermaid) - echo "KV_CACHE_USAGE_RATIO<> $GITHUB_ENV - echo "$KV_CACHE_USAGE_RATIO" >> $GITHUB_ENV - echo "EOF" >> $GITHUB_ENV - - REQUESTS_PROCESSING=$(cat requests_processing.mermaid) - echo "REQUESTS_PROCESSING<> $GITHUB_ENV - echo "$REQUESTS_PROCESSING" >> $GITHUB_ENV - echo "EOF" >> $GITHUB_ENV - - - name: Extract image url - id: extract_image_url - continue-on-error: true - run: | - set -eux - - echo "IMAGE_O=${{ fromJSON(steps.imgur_step.outputs.imgur_urls)[0] }}" >> $GITHUB_ENV - echo "IMAGE_1=${{ fromJSON(steps.imgur_step.outputs.imgur_urls)[1] }}" >> $GITHUB_ENV - echo "IMAGE_2=${{ fromJSON(steps.imgur_step.outputs.imgur_urls)[2] }}" >> $GITHUB_ENV - echo "IMAGE_3=${{ fromJSON(steps.imgur_step.outputs.imgur_urls)[3] }}" >> $GITHUB_ENV - - - name: Comment PR - uses: mshick/add-pr-comment@v2 - id: comment_pr - if: ${{ github.event.pull_request != '' && matrix.pr_comment_enabled == 'true' }} - with: - message-id: bench-server-${{ github.job }}-${{ env.RUNNER_LABEL }}-${{ matrix.model }}-${{ matrix.ftype }} - message: | -

- - 📈 **llama.cpp server** for _${{ github.job }}_ on _${{ env.RUNNER_LABEL }}_ for `${{ matrix.model }}`-`${{ matrix.ftype }}`: **${{ env.BENCH_ITERATIONS}} iterations** 🚀 - -

- -
- - Expand details for performance related PR only - - - Concurrent users: ${{ env.N_USERS }}, duration: ${{ github.event.inputs.duration || env.DURATION }} - - HTTP request : avg=${{ env.HTTP_REQ_DURATION_AVG }}ms p(95)=${{ env.HTTP_REQ_DURATION_P_95_ }}ms fails=${{ env.HTTP_REQ_FAILED_PASSES }}, finish reason: stop=${{ env.LLAMACPP_COMPLETIONS_STOP_RATE_PASSES }} truncated=${{ env.LLAMACPP_COMPLETIONS_TRUNCATED_RATE_PASSES }} - - Prompt processing (pp): avg=${{ env.LLAMACPP_PROMPT_PROCESSING_SECOND_AVG }}tk/s p(95)=${{ env.LLAMACPP_PROMPT_PROCESSING_SECOND_P_95_ }}tk/s - - Token generation (tg): avg=${{ env.LLAMACPP_TOKENS_SECOND_AVG }}tk/s p(95)=${{ env.LLAMACPP_TOKENS_SECOND_P_95_ }}tk/s - - ${{ env.BENCH_GRAPH_XLABEL }} - - -

- - prompt_tokens_seconds - -

- - More - - ```mermaid - ${{ env.PROMPT_TOKENS_SECONDS }} - ``` - -
- - predicted_tokens_seconds - -
- More - - ```mermaid - ${{ env.PREDICTED_TOKENS_SECONDS }} - ``` - -
- -

- -
- - Details - -

- - kv_cache_usage_ratio - -

- More - - ```mermaid - ${{ env.KV_CACHE_USAGE_RATIO }} - ``` - -
- - requests_processing - -
- More - - ```mermaid - ${{ env.REQUESTS_PROCESSING }} - ``` - -
- -

-
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