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name: Nomeroff Net CI GPU Benchmark | ||
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on: | ||
push: | ||
branches: [ master, v3.0, v3.1 ] | ||
pull_request: | ||
branches: [ master, v3.0, v3.1 ] | ||
paths: | ||
- 'nomeroff_net/**' | ||
- 'examples/**' | ||
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jobs: | ||
gpu-benchmark: | ||
runs-on: self-hosted | ||
#container: docker://dvcorg/cml-py3:latest | ||
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# Timeout: https://stackoverflow.com/a/59076067/4521646 | ||
timeout-minutes: 120 | ||
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steps: | ||
- uses: actions/checkout@v2 | ||
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# Note: This uses an internal pip API and may not always work | ||
# https://github.com/actions/cache/blob/master/examples.md#multiple-oss-in-a-workflow | ||
- name: Get pip cache | ||
env: | ||
repo_token: ${{ secrets.GITHUB_TOKEN }} | ||
id: pip-cache | ||
run: | | ||
python -c "from pip._internal.locations import USER_CACHE_DIR; print('::set-output name=dir::' + USER_CACHE_DIR)" | ||
- name: Cache pip | ||
env: | ||
repo_token: ${{ secrets.GITHUB_TOKEN }} | ||
uses: actions/[email protected] | ||
- uses: actions/setup-node@v2 | ||
with: | ||
path: ${{ steps.pip-cache.outputs.dir }} | ||
key: ${{ runner.os }}-${{ matrix.python-version }}-pip-${{ hashFiles('requirements.txt') }} | ||
restore-keys: | | ||
${{ runner.os }}-${{ matrix.python-version }}-pip- | ||
node-version: '16' | ||
- uses: iterative/setup-cml@v1 | ||
- name: Install dependencies | ||
env: | ||
repo_token: ${{ secrets.GITHUB_TOKEN }} | ||
run: | | ||
apt-get update | ||
apt-get install -y libopencv-dev | ||
apt-get install -y libturbojpeg | ||
apt-get install -y jupyter-nbconvert | ||
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python --version | ||
pip --version | ||
pip list | ||
cd nomeroff_net/pipes/number_plate_keypoints_detectors/cpp_bindings/ | ||
. ./build_cpp_bindings_unix.sh | ||
cd ../../../../ | ||
shell: bash | ||
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- name: Run benchmark | ||
env: | ||
repo_token: ${{ secrets.GITHUB_TOKEN }} | ||
run: | | ||
echo "## Benchmarks metrics" > report.md | ||
CUDA_VISIBLE_DEVICES=0 python examples/py/benchmark/accuracy-test.py >> report.md | ||
CUDA_VISIBLE_DEVICES=0 python examples/py/benchmark/runtime-test.py >> report.md | ||
echo "# Benchmarks" > report.md | ||
echo "## Hardware сharacteristics" >> report.md | ||
echo "### GPU info" >> report.md | ||
nvidia-smi --query-gpu=gpu_name,driver_version,memory.total --format=csv --id=0 >> report.md | ||
echo "### CPU info" >> report.md | ||
lscpu | egrep 'Model name|Socket|Thread|NUMA|CPU\(s\)' >> report.md | ||
echo "## Benchmark runtime" >> report.md | ||
# run first time for download models and overclock gpus | ||
CUDA_VISIBLE_DEVICES=0 python examples/py/benchmark/runtime-test.py \ | ||
--pipeline_name=number_plate_detection_and_reading_runtime \ | ||
--image_loader_name=turbo \ | ||
--images_glob=./data/examples/benchmark_oneline_np_images/* \ | ||
--num_run=1 \ | ||
--batch_size=1 \ | ||
--num_workers=1 | ||
# run second time to write report | ||
CUDA_VISIBLE_DEVICES=0 python examples/py/benchmark/runtime-test.py \ | ||
--pipeline_name=number_plate_detection_and_reading_runtime \ | ||
--image_loader_name=turbo \ | ||
--images_glob=./data/examples/benchmark_oneline_np_images/* \ | ||
--num_run=10 \ | ||
--batch_size=1 \ | ||
--num_workers=1 >> report.md | ||
echo "## Benchmark accuracy" >> report.md | ||
echo '```diff' >> report.md | ||
CUDA_VISIBLE_DEVICES=0 python examples/py/benchmark/accuracy-test.py \ | ||
--pipeline_name=number_plate_detection_and_reading \ | ||
--image_loader_name=turbo \ | ||
--images_glob=./data/examples/benchmark_oneline_np_images/* \ | ||
--test_file=./data/examples/accuracy_test_data.json >> report.md | ||
echo '```' >> report.md | ||
cml-send-comment report.md | ||
shell: bash |
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