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.github/workflows/cml.yaml
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63
.github/workflows/cml.yaml
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name: CML Report
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on: pull_request
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jobs:
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run:
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runs-on: [ubuntu-latest]
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steps:
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- uses: iterative/setup-cml@v2
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- uses: iterative/setup-dvc@v1
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- uses: actions/checkout@v3
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with:
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fetch-depth: 2
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# Needed for https://github.com/iterative/example-repos-dev/issues/225
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- name: Installs JSON5
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run: npm install -g json5
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- name: Generate metrics report
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env:
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REPO_TOKEN: ${{ secrets.GITHUB_TOKEN }}
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run: |
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cml ci
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if [ $GITHUB_REF = refs/heads/main ]; then
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PREVIOUS_REF=HEAD~1
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else
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PREVIOUS_REF=main
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git fetch origin main:main
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fi
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dvc pull eval
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dvc plots diff $PREVIOUS_REF workspace \
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--show-vega --targets ROC | json5 > vega.json
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vl2svg vega.json roc.svg
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dvc plots diff $PREVIOUS_REF workspace \
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--show-vega --targets Precision-Recall | json5 > vega.json
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vl2svg vega.json prc.svg
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dvc plots diff $PREVIOUS_REF workspace \
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--show-vega --targets Confusion-Matrix | json5 > vega.json
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vl2svg vega.json confusion.svg
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cp eval/plots/images/importance.png importance_workspace.png
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git checkout $PREVIOUS_REF -- dvc.lock
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cp eval/plots/images/importance.png importance_previous.png
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dvc_report=$(dvc exp diff $PREVIOUS_REF --md)
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cat <<EOF > report.md
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# CML Report
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## Plots
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#### Feature Importance: ${PREVIOUS_REF}
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#### Feature Importance: workspace
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## Metrics and Params
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### ${PREVIOUS_REF} → workspace
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${dvc_report}
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EOF
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cml comment create --publish --pr=false report.md
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