add: get metadata dict from s3 bucket with last modified date and siz… #87
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| name: training-pipeline | |
| on: | |
| push: | |
| branches: [master] | |
| pull_request: | |
| branches: [master] | |
| jobs: | |
| continous-training: | |
| runs-on: [ubuntu-latest] | |
| env: | |
| GDRIVE_CREDENTIALS: ${{ secrets.GDRIVE_CREDENTIALS}} | |
| repo_token: ${{ secrets.GITHUB_TOKEN }} | |
| steps: | |
| - uses: actions/checkout@v2 | |
| - uses: iterative/setup-cml@v1 | |
| - uses: iterative/setup-dvc@v1 | |
| - uses: actions/setup-python@v1 | |
| with: | |
| python-version: 3.7 | |
| architecture: x64 | |
| - name: Cache python modules | |
| uses: actions/cache@v2 | |
| with: | |
| path: ~/.cache/pip | |
| key: ${{ runner.os }}-pkg-deps-${{ hashFiles('requirements.txt') }}-${{ hashFiles('**/*.py') }} | |
| restore-keys: | | |
| ${{ runner.os }}-pkg-deps-${{ hashFiles('requirements.txt') }}- | |
| ${{ runner.os }}-pkg-deps- | |
| ${{ runner.os }}- | |
| - name: Install package | |
| run: | | |
| sudo apt install libspatialindex-dev python3-rtree | |
| python -m pip install --upgrade pip | |
| pip install -e . | |
| - name: Set env | |
| run: | | |
| mkdir -p .dvc/tmp | |
| echo "$GDRIVE_CREDENTIALS" | cat - | base64 -d > .dvc/tmp/credentials.json | |
| - name: CML | |
| run: | | |
| dvc repro -R dags/dvc/train | |
| echo "# Models" >> report.md | |
| echo "## Random Forest" >> report.md | |
| cml-publish .cache/metadata_registry/RF_classification_plots.png --md >> report.md | |
| echo "## XGBOOST" >> report.md | |
| cml-publish .cache/metadata_registry/XGBOOST_classification_plots.png --md >> report.md | |
| echo "# Metrics" >> report.md | |
| dvc metrics show --show-md >> report.md | |
| git fetch --prune | |
| dvc metrics diff --show-md master >> report.md | |
| cml-send-comment report.md | |
| - name: Push to registry | |
| if: github.event_name == 'push' && github.ref == 'refs/heads/master' | |
| run: | | |
| dvc push -r artifacts-registry |