read me file success #7
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| # name of the workflow, what it is doing (optional) | |
| name: BoxMOT CI | |
| # events that trigger the workflow (required) | |
| on: | |
| push: | |
| # pushes to the following branches | |
| branches: | |
| - master | |
| pull_request: | |
| # pull request where master is target | |
| branches: | |
| - master | |
| jobs: | |
| test-tracking-methods: | |
| runs-on: ${{ matrix.os }} | |
| outputs: | |
| status: ${{ job.status }} | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| os: [ubuntu-latest, macos-14] # skip windows-latest for | |
| python-version: ['3.11'] | |
| # leads to too many workflow which ends up queued | |
| # tracking-method: [hybridsort, botsort, ocsort, bytetrack] | |
| # Timeout: https://stackoverflow.com/a/59076067/4521646 | |
| timeout-minutes: 50 | |
| steps: | |
| - uses: actions/checkout@v4 # Check out the repository | |
| - name: Set up Python | |
| uses: actions/setup-python@v5 # Prepare environment with python 3.9 | |
| with: | |
| python-version: ${{ matrix.python-version }} | |
| cache: 'pip' # caching pip dependencies | |
| - name: Install requirements | |
| shell: bash # for Windows compatibility | |
| run: | | |
| if [[ "$OSTYPE" == "darwin"* ]]; then | |
| # macOS | |
| sed -i '' 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| elif [[ "$OSTYPE" == "linux-gnu"* ]]; then | |
| # Linux | |
| sed -i 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| fi | |
| python -m pip install --upgrade pip setuptools wheel poetry | |
| poetry config virtualenvs.create false | |
| poetry lock --no-update | |
| poetry install --with yolo | |
| - name: Generate detections and embeddings | |
| run: | | |
| python tracking/generate_dets_n_embs.py --source ./assets/MOT17-mini/train --yolo-model yolov8n.pt --reid-model osnet_x0_25_msmt17.pt --imgsz 320 | |
| - name: Run tracking method | |
| run: | | |
| python tracking/generate_mot_results.py --tracking-method hybridsort --dets yolov8n --embs osnet_x0_25_msmt17 --imgsz 320 | |
| python tracking/generate_mot_results.py --tracking-method botsort --dets yolov8n --embs osnet_x0_25_msmt17 --imgsz 320 | |
| python tracking/generate_mot_results.py --tracking-method ocsort --dets yolov8n --embs osnet_x0_25_msmt17 --imgsz 320 | |
| python tracking/generate_mot_results.py --tracking-method bytetrack --dets yolov8n --embs osnet_x0_25_msmt17 --imgsz 320 | |
| python tracking/generate_mot_results.py --tracking-method strongsort --dets yolov8n --embs osnet_x0_25_msmt17 --imgsz 320 | |
| test-evolution: | |
| runs-on: ${{ matrix.os }} | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| os: [ubuntu-latest] # skip windows-latest for | |
| python-version: ['3.8', '3.11'] | |
| outputs: | |
| status: ${{ job.status }} | |
| # Timeout: https://stackoverflow.com/a/59076067/4521646 | |
| timeout-minutes: 50 | |
| steps: | |
| - uses: actions/checkout@v4 # Check out the repository | |
| - name: Set up Python | |
| uses: actions/setup-python@v5 # Prepare environment with python 3.9 | |
| with: | |
| python-version: ${{ matrix.python-version }} | |
| cache: 'pip' # caching pip dependencies | |
| - name: Install requirements | |
| shell: bash # for Windows compatibility | |
| run: | | |
| if [[ "$OSTYPE" == "darwin"* ]]; then | |
| # macOS | |
| sed -i '' 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| elif [[ "$OSTYPE" == "linux-gnu"* ]]; then | |
| # Linux | |
| sed -i 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| fi | |
| python -m pip install --upgrade pip setuptools wheel poetry | |
| poetry config virtualenvs.create false | |
| poetry lock --no-update | |
| poetry install --with yolo,evolve | |
| - name: Generate detections and embeddings | |
| run: | | |
| python tracking/generate_dets_n_embs.py --source ./assets/MOT17-mini/train --yolo-model yolov8n.pt --reid-model osnet_x0_25_msmt17.pt --imgsz 320 | |
| - name: Evolve set of parameters for selected tracking method | |
| run: | | |
| python tracking/evolve.py --benchmark MOT17-mini --dets yolov8n --embs osnet_x0_25_msmt17 --n-trials 9 --tracking-method bytetrack | |
| test-mot-metrics: | |
| runs-on: ${{ matrix.os }} | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| os: [ubuntu-latest] # skip windows-latest for | |
| python-version: ['3.8', '3.11'] | |
| outputs: | |
| status: ${{ job.status }} | |
| # Timeout: https://stackoverflow.com/a/59076067/4521646 | |
| timeout-minutes: 50 | |
| steps: | |
| - uses: actions/checkout@v4 # Check out the repository | |
| - name: Set up Python | |
| uses: actions/setup-python@v5 # Prepare environment with python 3.9 | |
| with: | |
| python-version: ${{ matrix.python-version }} | |
| cache: 'pip' # caching pip dependencies | |
| - name: Install requirements | |
| shell: bash # for Windows compatibility | |
| run: | | |
| if [[ "$OSTYPE" == "darwin"* ]]; then | |
| # macOS | |
| sed -i '' 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| elif [[ "$OSTYPE" == "linux-gnu"* ]]; then | |
| # Linux | |
| sed -i 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| fi | |
| python -m pip install --upgrade pip setuptools wheel poetry | |
| poetry config virtualenvs.create false | |
| poetry lock --no-update | |
| poetry install | |
| - name: Generate detections and embeddings | |
| run: | | |
| python tracking/generate_dets_n_embs.py --source ./assets/MOT17-mini/train --yolo-model yolov8n.pt --reid-model osnet_x0_25_msmt17.pt --imgsz 320 | |
| python tracking/generate_mot_results.py --dets yolov8n --reid osnet_x0_25_msmt17 --tracking-method ocsort | |
| - name: Evaluation on pregenerated dets and embs | |
| run: | | |
| python tracking/val.py --benchmark MOT17-mini --dets yolov8n --embs osnet_x0_25_msmt17 --tracking-method ocsort | |
| test-tracking-with-pose: | |
| runs-on: ubuntu-latest | |
| outputs: | |
| status: ${{ job.status }} | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Set up Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.11' | |
| - run: | | |
| if [[ "$OSTYPE" == "darwin"* ]]; then | |
| # macOS | |
| sed -i '' 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| elif [[ "$OSTYPE" == "linux-gnu"* ]]; then | |
| # Linux | |
| sed -i 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| fi | |
| python -m pip install --upgrade pip setuptools wheel poetry | |
| poetry config virtualenvs.create false | |
| poetry lock --no-update | |
| poetry install --with yolo | |
| - name: Test tracking with pose models | |
| env: | |
| IMG: ./assets/MOT17-mini/train/MOT17-02-FRCNN/img1/000001.jpg | |
| run: python tracking/track.py --yolo-model weights/yolov8n-pose.pt --source $IMG --imgsz 320 | |
| test-tracking-with-yolos: | |
| runs-on: ubuntu-latest | |
| outputs: | |
| status: ${{ job.status }} | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Set up Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.11' | |
| - run: | | |
| if [[ "$OSTYPE" == "darwin"* ]]; then | |
| # macOS | |
| sed -i '' 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| elif [[ "$OSTYPE" == "linux-gnu"* ]]; then | |
| # Linux | |
| sed -i 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| fi | |
| python -m pip install --upgrade pip setuptools wheel poetry | |
| poetry config virtualenvs.create false | |
| poetry lock --no-update | |
| poetry install --with yolo | |
| - name: Test tracking with pose models | |
| env: | |
| IMG: ./assets/MOT17-mini/train/MOT17-02-FRCNN/img1/000001.jpg | |
| run: | | |
| python tracking/track.py --yolo-model yolov8n.pt --source $IMG --imgsz 320 | |
| python tracking/track.py --yolo-model yolox_n.pt --source $IMG --imgsz 320 | |
| python tracking/track.py --yolo-model yolo_nas_s.pt --source $IMG --imgsz 320 | |
| test-tracking-with-seg: | |
| runs-on: ubuntu-latest | |
| outputs: | |
| status: ${{ job.status }} | |
| steps: | |
| - id: set_result | |
| run: echo "::set-output name=result::success" | |
| - uses: actions/checkout@v4 | |
| - name: Set up Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.11' | |
| - name: Install dependencies | |
| run: | | |
| if [[ "$OSTYPE" == "darwin"* ]]; then | |
| # macOS | |
| sed -i '' 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| elif [[ "$OSTYPE" == "linux-gnu"* ]]; then | |
| # Linux | |
| sed -i 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| fi | |
| python -m pip install --upgrade pip setuptools wheel poetry | |
| poetry config virtualenvs.create false | |
| poetry lock --no-update | |
| poetry install --with yolo | |
| - name: Test tracking with seg models | |
| env: | |
| IMG: ./assets/MOT17-mini/train/MOT17-02-FRCNN/img1/000001.jpg | |
| run: python tracking/track.py --tracking-method deepocsort --yolo-model yolov8n-seg.pt --source $IMG | |
| test-export-reid-models: | |
| runs-on: ubuntu-latest | |
| outputs: | |
| status: ${{ job.status }} | |
| steps: | |
| - id: set_result | |
| run: echo "::set-output name=result::success" | |
| - uses: actions/checkout@v4 | |
| - name: Set up Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.11' | |
| - name: Install dependencies | |
| run: | | |
| if [[ "$OSTYPE" == "darwin"* ]]; then | |
| # macOS | |
| sed -i '' 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| elif [[ "$OSTYPE" == "linux-gnu"* ]]; then | |
| # Linux | |
| sed -i 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| fi | |
| python -m pip install --upgrade pip setuptools wheel poetry | |
| poetry config virtualenvs.create false | |
| poetry lock --no-update | |
| poetry install --with export | |
| - name: Test export models | |
| run: python boxmot/appearance/reid_export.py --include torchscript onnx openvino --device cpu --batch-size 3 --dynamic | |
| - name: Test inference on exported models | |
| env: | |
| IMG: ./assets/MOT17-mini/train/MOT17-02-FRCNN/img1/000001.jpg | |
| run: | | |
| python tracking/track.py --reid-model tracking/weights/osnet_x0_25_msmt17.torchscript --source $IMG --imgsz 320 | |
| python tracking/track.py --reid-model tracking/weights/osnet_x0_25_msmt17.onnx --source $IMG --imgsz 320 | |
| python tracking/track.py --reid-model tracking/weights/osnet_x0_25_msmt17_openvino_model --source $IMG --imgsz 320 | |
| test-tests: | |
| runs-on: ubuntu-latest | |
| outputs: | |
| status: ${{ job.status }} | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Set up Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.11' | |
| - run: | | |
| if [[ "$OSTYPE" == "darwin"* ]]; then | |
| # macOS | |
| sed -i '' 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| elif [[ "$OSTYPE" == "linux-gnu"* ]]; then | |
| # Linux | |
| sed -i 's/source="torch_cuda121"/source="torchcpu"/g' pyproject.toml | |
| fi | |
| python -m pip install --upgrade pip setuptools wheel poetry | |
| poetry config virtualenvs.create false | |
| poetry lock --no-update | |
| poetry install --with test | |
| - name: Test export models | |
| run: python boxmot/appearance/reid_export.py --include torchscript onnx openvino --device cpu --batch-size 3 --dynamic | |
| - name: Pytest tests # after tracking options as this does not download models | |
| env: | |
| # directory of PyPi package to be tested | |
| PACKAGE_DIR: boxmot | |
| # minimum acceptable test coverage | |
| COVERAGE_FAIL_UNDER: 25 | |
| shell: bash # for Windows compatibility | |
| run: | | |
| pytest --cov=$PACKAGE_DIR --cov-report=html -v tests | |
| coverage report --fail-under=$COVERAGE_FAIL_UNDER | |
| # test-gpu: | |
| # runs-on: gpu-latest | |
| # outputs: | |
| # status: ${{ job.status }} | |
| # steps: | |
| # - uses: actions/checkout@v4 | |
| # - name: Set up Python | |
| # uses: actions/setup-python@v5 | |
| # with: | |
| # python-version: '3.11' | |
| # - run: | | |
| # python -m pip install --upgrade pip setuptools wheel poetry | |
| # poetry config virtualenvs.create false | |
| # poetry install --with test | |
| # - name: Pytest tests # after tracking options as this does not download models | |
| # env: | |
| # # directory of PyPi package to be tested | |
| # PACKAGE_DIR: boxmot | |
| # # minimum acceptable test coverage | |
| # COVERAGE_FAIL_UNDER: 25 | |
| # shell: bash # for Windows compatibility | |
| # run: | | |
| # pytest --cov=$PACKAGE_DIR --cov-report=html -v tests/test_cuda.py | |
| check-failures: | |
| needs: | |
| - test-tracking-methods | |
| - test-mot-metrics | |
| - test-evolution | |
| - test-export-reid-models | |
| - test-tests | |
| - test-tracking-with-pose | |
| - test-tracking-with-seg | |
| - test-tracking-with-yolos | |
| if: always() # This ensures the job runs regardless of previous job failures | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Prepare environment variables | |
| run: | | |
| echo "test-tracking-methods_STATUS=${{ needs.test-tracking-methods.result }}" >> $GITHUB_ENV | |
| echo "test-mot-metrics_STATUS=${{ needs.test-mot-metrics.result }}" >> $GITHUB_ENV | |
| echo "test-evolution_STATUS=${{ needs.test-evolution.result }}" >> $GITHUB_ENV | |
| echo "test-export-reid-models_STATUS=${{ needs.test-export-reid-modelsn.result }}" >> $GITHUB_ENV | |
| echo "test-tests_STATUS=${{ needs.test-tests.result }}" >> $GITHUB_ENV | |
| echo "test-tracking-with-pose_STATUS=${{ needs.test-tracking-with-pose.result }}" >> $GITHUB_ENV | |
| echo "test-tracking-with-seg_STATUS=${{ needs.test-tracking-with-seg.result }}" >> $GITHUB_ENV | |
| echo "test-tracking-with-yolos_STATUS=${{ needs.test-tracking-with-yolos.result }}" >> $GITHUB_ENV | |
| - name: Check for failures and create summary | |
| run: | | |
| summary="" | |
| failed=false | |
| # Print all environment variables, grep for those ending with _STATUS, then loop | |
| for var in $(printenv | grep '_STATUS$'); do | |
| job_status="${var##*=}" # Extract the status part | |
| job_name="${var%%=*}" # Extract the job name part | |
| if [[ "$job_status" != "success" ]]; then | |
| summary+="$job_name failed with status: $job_status\n" | |
| failed=true | |
| fi | |
| done | |
| if [[ "$failed" = false ]]; then | |
| summary="All jobs succeeded." | |
| fi | |
| echo "Summary: $summary" |