Update for publication #621
Workflow file for this run
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| name: Run All Frameworks | |
| on: pull_request | |
| jobs: | |
| detect_changes: # Figure out which frameworks need to be evaluated based on which files are changed. | |
| name: Detect Changes | |
| runs-on: ubuntu-latest | |
| outputs: | |
| frameworks: ${{ steps.find-required-tests.outputs.frameworks }} | |
| tasks: ${{ steps.find-required-tests.outputs.tasks }} | |
| benchmark: ${{ steps.find-required-tests.outputs.benchmark }} | |
| skip_baseline: ${{ steps.find-required-tests.outputs.skip_baseline }} | |
| skip_evaluation: ${{ steps.find-required-tests.outputs.skip_evaluation }} | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: pull base branch | |
| run: | | |
| git fetch --unshallow origin $GITHUB_BASE_REF | |
| git branch --track $GITHUB_BASE_REF origin/$GITHUB_BASE_REF | |
| - id: find-required-tests | |
| name: Detect Common Changes # detect if any changes occurred that should trigger all frameworks. | |
| run: | | |
| changed_files=$(git diff --name-only $GITHUB_BASE_REF...HEAD) | |
| shopt -s globstar | |
| common_files="amlb/** "\ | |
| "resources/** "\ | |
| "frameworks/shared/** "\ | |
| ".github/workflows/run_all_frameworks.yml "\ | |
| ".github/runbenchmark/action.yml "\ | |
| "runbenchmark.py "\ | |
| "requirements.txt" | |
| echo Common files: $common_files | |
| echo Changed files: $changed_files | |
| is_common=1 | |
| for f in $changed_files | |
| do | |
| if echo $common_files | grep -e $f >> /dev/null; | |
| then | |
| echo "File $f detected as common file" | |
| is_common=0 | |
| break | |
| fi | |
| done | |
| # Indicates which jobs should be executed (0) or not (1) | |
| skip_evaluation=0 | |
| if [[ $is_common -eq 0 ]]; | |
| then | |
| FRAMEWORKS='["autogluon", "autosklearn", "gama", "h2oautoml", "mlplanweka", "mlr3automl", "naiveautoml", "tpot", "tunedrandomforest"]' | |
| TASKS='["iris", "kc2", "cholesterol"]' | |
| BENCHMARK='["test"]' | |
| else | |
| TASKS='["APSFailure", "bioresponse", "dresses-sales", "eucalyptus", "internet-advertisements", "kc1", "micro-mass"]' | |
| BENCHMARK='["validation"]' | |
| changed_frameworks=$(git diff --name-only HEAD..$GITHUB_BASE_REF | grep -o -i -P 'frameworks/(?!shared).*/' | uniq | sed -e 's/frameworks//' -e 's/\///g') | |
| if [ ! -z "$changed_frameworks" ]; | |
| then | |
| json_array=[ | |
| for framework in $changed_frameworks; do json_array=$json_array\"$framework\",; done | |
| FRAMEWORKS=${json_array::-1}] #remove trailing comma and add closing bracket | |
| else | |
| # No changes to common files or frameworks - must be e.g. docs. No need to run tests. | |
| skip_evaluation=1 | |
| FRAMEWORKS=[] | |
| fi | |
| fi | |
| echo Building matrix for frameworks: $FRAMEWORKS | |
| echo "::set-output name=frameworks::$FRAMEWORKS" | |
| echo "::set-output name=tasks::$TASKS" | |
| echo "::set-output name=benchmark::$BENCHMARK" | |
| echo "::set-output name=skip_baseline::$is_common" | |
| echo "::set-output name=skip_evaluations::$skip_evaluation" | |
| baseline: | |
| name: ${{ matrix.framework }}/${{ matrix.task }} | |
| runs-on: ubuntu-latest | |
| needs: detect_changes | |
| if: needs.detect_changes.outputs.skip_baseline == 0 | |
| strategy: | |
| matrix: | |
| framework: [constantpredictor, randomforest] | |
| task: [iris, kc2, cholesterol] | |
| fail-fast: false | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Setup Python 3.9 | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: '3.9' | |
| - name: Create venv | |
| run: python -m venv venv | |
| - uses: actions/cache@v3 | |
| id: cache | |
| with: | |
| path: /home/runner/work/automlbenchmark/automlbenchmark/venv/lib/python3.9/site-packages | |
| key: pip-v3-${{ hashFiles('**/requirements.txt') }} | |
| restore-keys: | | |
| pip-v3- | |
| - name: Install Requirements | |
| if: steps.cache.outputs.cache-hit != 'true' | |
| run: | | |
| source venv/bin/activate | |
| python -m pip install --upgrade pip | |
| pip install -r requirements.txt | |
| pip show openml | |
| - name: Run constantpredictor on openml iris | |
| run: | | |
| source venv/bin/activate | |
| python runbenchmark.py ${{ matrix.framework }} -t ${{ matrix.task }} -f 0 -e | |
| run_frameworks: | |
| name: ${{ matrix.framework }}/${{ matrix.task }} | |
| runs-on: ubuntu-latest | |
| needs: | |
| - baseline | |
| - detect_changes | |
| if: ${{ success() }} || ${{ cancelled() }} | |
| strategy: | |
| matrix: | |
| python-version: [3.9] | |
| framework: ${{ fromJson(needs.detect_changes.outputs.frameworks) }} | |
| task: ${{ fromJson(needs.detect_changes.outputs.tasks) }} | |
| benchmark: ${{ fromJson(needs.detect_changes.outputs.benchmark) }} | |
| fail-fast: true # not sure about this one, but considering the big workload it might be nicer | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Setup Python ${{ matrix.python-version }} | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: ${{ matrix.python-version }} | |
| - name: Create venv | |
| run: python -m venv venv | |
| - uses: actions/cache@v3 | |
| id: cache | |
| with: | |
| path: /home/runner/work/automlbenchmark/automlbenchmark/venv/lib/python3.9/site-packages | |
| key: pip-v3-${{ hashFiles('**/requirements.txt') }} | |
| restore-keys: | | |
| pip-v3- | |
| - name: Install Requirements | |
| if: steps.cache.outputs.cache-hit != 'true' | |
| run: | | |
| source venv/bin/activate | |
| python -m pip install --upgrade pip | |
| python -m pip install -r requirements.txt | |
| - name: Run ${{ matrix.framework }} on ${{ matrix.task }} | |
| run: | | |
| source venv/bin/activate | |
| python runbenchmark.py ${{ matrix.framework }} ${{ matrix.benchmark }} test -f 0 -t ${{ matrix.task }} -e | |
| env: | |
| GITHUB_PAT: ${{ secrets.PUBLIC_ACCESS_GITHUB_PAT }} |