Check if stream is already closed #732
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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, autogluon] | |
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 | |
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 | |
python -m pip install "coverage[toml]" | |
python -m pip show openml | |
- name: Run constantpredictor on openml iris | |
run: | | |
source venv/bin/activate | |
coverage run -m runbenchmark ${{ matrix.framework }} -t ${{ matrix.task }} -f 0 -e | |
coverage xml | |
- name: Upload coverage reports to Codecov | |
uses: codecov/codecov-action@v4 | |
with: | |
token: ${{ secrets.CODECOV_TOKEN }} | |
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: ${{ matrix.python-version }} | |
- name: Create venv | |
run: python -m venv venv | |
- uses: actions/cache@v3 | |
id: cache | |
with: | |
path: /home/runner/work/automlbenchmark/automlbenchmark/venv | |
key: pip-v3-${{ 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 | |
python -m pip install "coverage[toml]" | |
- name: Run ${{ matrix.framework }} on ${{ matrix.task }} | |
run: | | |
source venv/bin/activate | |
coverage run -m runbenchmark ${{ matrix.framework }} ${{ matrix.benchmark }} test -f 0 -t ${{ matrix.task }} -e | |
coverage xml | |
env: | |
GITHUB_PAT: ${{ secrets.PUBLIC_ACCESS_GITHUB_PAT }} | |
- name: Upload coverage reports to Codecov | |
uses: codecov/codecov-action@v4 | |
with: | |
token: ${{ secrets.CODECOV_TOKEN }} |