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# Benchmark | ||
name: Benchmark | ||
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on: | ||
workflow_dispatch: | ||
inputs: | ||
gpu-series: | ||
description: 'Azure GPU series to run with' | ||
required: true | ||
type: choice | ||
options: | ||
- Standard_NC4as_T4_v3 | ||
- Standard_NC64as_T4_v3 | ||
- Standard_NC24ads_A100_v4 | ||
- Standard_NC48ads_A100_v4 | ||
- Standard_ND96asr_A100_v4 | ||
- Standard_NC40ads_H100_v5 | ||
- Standard_NC80adis_H100_v5 | ||
push: | ||
branches: | ||
- master | ||
paths: ['.github/workflows/bench.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m', 'examples/server/bench/**.*'] | ||
pull_request: | ||
types: [opened, synchronize, reopened] | ||
paths: ['.github/workflows/bench.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m', 'examples/server/bench/**.*'] | ||
schedule: | ||
- cron: '04 2 * * *' | ||
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||
concurrency: | ||
group: ${{ github.workflow }}-${{ github.ref }} | ||
cancel-in-progress: true | ||
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||
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 | ||
#if: ${{ github.event.inputs.gpu-series == 'Standard_NC4as_T4_v3' || github.event.schedule || github.event.pull_request || github.event.push.ref == 'refs/heads/master' }} | ||
steps: | ||
- name: Clone | ||
id: checkout | ||
uses: actions/checkout@v3 | ||
with: | ||
fetch-depth: 0 | ||
|
||
- 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: Install k6 | ||
id: k6_installation | ||
run: | | ||
cd examples/server/bench | ||
wget --quiet https://github.com/grafana/k6/releases/download/v0.49.0/k6-v0.49.0-linux-amd64.tar.gz | ||
tar xzf k6*.tar.gz --strip-components=1 | ||
- 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 | ||
BENCH_K6_BIN_PATH=./k6 python bench.py \ | ||
--runner-label ${{ env.RUNNER_LABEL }} \ | ||
--name ${{ github.job }} \ | ||
--branch ${{ github.ref_name }} \ | ||
--commit ${{ github.sha }} \ | ||
--scenario script.js \ | ||
--duration 30s \ | ||
--hf-repo ggml-org/models \ | ||
--hf-file phi-2/ggml-model-q4_0.gguf \ | ||
--model-path-prefix /models \ | ||
--parallel 8 \ | ||
-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 | ||
# - name: Comment PR | ||
# uses: mshick/add-pr-comment@v2 | ||
# id: comment_pr | ||
# if: ${{ github.event.pull_request != '' }} | ||
# with: | ||
# message-id: bench-${{ github.job }}-${{ env.RUNNER_LABEL }} | ||
# message: | | ||
# $BENCH_PR_COMMENT | ||
|
||
- name: Commit status | ||
uses: Sibz/github-status-action@v1 | ||
with: | ||
authToken: ${{secrets.GITHUB_TOKEN}} | ||
context: ${{ github.job }} | ||
description: | | ||
${{ env.BENCH_RESULTS }} | ||
state: 'success' | ||
|
||
- name: Upload results | ||
if: ${{ github.event.pull_request != '' }} | ||
uses: edunad/[email protected] | ||
with: | ||
path: '*.png' | ||
title: | | ||
llama.cpp server benchmark results for ${{ github.job }} on ${{ env.RUNNER_LABEL }}: ${{ env.LLAMACPP_TOKENS_SECOND_AVG}}tk/s | ||
annotationLevel: 'success' |
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