Update #2289
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| name: A/B Tests | |
| on: | |
| push: | |
| branches-ignore: | |
| - main | |
| concurrency: | |
| # Include `github.event_name` to avoid pushes to `main` and | |
| # scheduled jobs canceling one another | |
| group: ab_tests-${{ github.event_name }}-${{ github.ref }} | |
| cancel-in-progress: true | |
| defaults: | |
| # Required shell entrypoint to have properly activated conda environments | |
| run: | |
| shell: bash -l {0} | |
| jobs: | |
| discover_ab_envs: | |
| name: Discover A/B environments | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout | |
| uses: actions/checkout@v4 | |
| - name: Install Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: "3.10" | |
| - name: Install dependencies | |
| run: pip install PyYaml | |
| - name: Generate dynamic matrix | |
| id: set-matrix | |
| run: echo "matrix=$(python ci/scripts/discover_ab_environments.py)" >> $GITHUB_OUTPUT | |
| outputs: | |
| matrix: ${{ steps.set-matrix.outputs.matrix }} | |
| # Everything below this point runs iff there are files matching | |
| # AB_environments/AB_*.{conda,dask}.yaml | |
| # and AB_environments/config.yaml set repeat > 0 | |
| tests: | |
| name: A/B Tests - ${{ matrix.runtime-version }} | |
| needs: discover_ab_envs | |
| if: fromJson(needs.discover_ab_envs.outputs.matrix).run_AB | |
| runs-on: ubuntu-latest | |
| timeout-minutes: 120 | |
| strategy: | |
| fail-fast: false | |
| max-parallel: ${{ fromJson(needs.discover_ab_envs.outputs.matrix).max_parallel }} | |
| matrix: | |
| pytest_args: ${{ fromJson(needs.discover_ab_envs.outputs.matrix).pytest_args }} | |
| runtime-version: ${{ fromJson(needs.discover_ab_envs.outputs.matrix).runtime }} | |
| repeat: ${{ fromJson(needs.discover_ab_envs.outputs.matrix).repeat }} | |
| h2o_datasets: ${{ fromJson(needs.discover_ab_envs.outputs.matrix).h2o_datasets }} | |
| env: | |
| AB_TEST_NAME: ${{ matrix.runtime-version }} | |
| steps: | |
| - name: Checkout | |
| uses: actions/checkout@v4 | |
| - name: Create null hypothesis as a copy of baseline | |
| if: matrix.runtime-version == 'AB_null_hypothesis' | |
| run: | | |
| cd AB_environments | |
| cp AB_baseline.conda.yaml AB_null_hypothesis.conda.yaml | |
| cp AB_baseline.dask.yaml AB_null_hypothesis.dask.yaml | |
| cp AB_baseline.cluster.yaml AB_null_hypothesis.cluster.yaml | |
| cp AB_baseline.requirements.in AB_null_hypothesis.requirements.in | |
| - name: Set up environment | |
| uses: conda-incubator/setup-miniconda@v3 | |
| with: | |
| miniforge-variant: Mambaforge | |
| use-mamba: true | |
| condarc-file: ci/condarc | |
| environment-file: AB_environments/${{ matrix.runtime-version }}.conda.yaml | |
| - name: Pip Compile | |
| run: pip-compile AB_environments/${{ matrix.runtime-version }}.requirements.in | |
| - name: Add Environment dependencies | |
| run: python -m pip install -r AB_environments/${{ matrix.runtime-version }}.requirements.txt | |
| - name: Dump environment | |
| run: | | |
| # For debugging | |
| echo -e "--\n--Conda Environment (re-create this with \`conda env create --name <name> -f <output_file>\`)\n--" | |
| mamba env export | grep -E -v '^prefix:.*$' | |
| - name: Convert dask config into environment variables | |
| run: python ci/scripts/dask_config_to_env.py AB_environments/${{ matrix.runtime-version }}.dask.yaml >> $GITHUB_ENV | |
| - name: Run Coiled Runtime Tests | |
| env: | |
| DASK_COILED__TOKEN: ${{ secrets.COILED_BENCHMARK_BOT_TOKEN }} | |
| AWS_ACCESS_KEY_ID: ${{ secrets.RUNTIME_CI_BOT_AWS_ACCESS_KEY_ID }} | |
| AWS_DEFAULT_REGION: us-east-2 # this is needed for boto for some reason | |
| AWS_SECRET_ACCESS_KEY: ${{ secrets.RUNTIME_CI_BOT_AWS_SECRET_ACCESS_KEY }} | |
| AB_VERSION: ${{ matrix.runtime-version }} | |
| DB_NAME: ${{ matrix.runtime-version }}-${{ matrix.repeat }}.db | |
| CLUSTER_DUMP: always | |
| CLUSTER_KWARGS: AB_environments/${{ matrix.runtime-version }}.cluster.yaml | |
| H2O_DATASETS: ${{ matrix.h2o_datasets }} | |
| run: pytest --benchmark ${{ matrix.pytest_args }} | |
| - name: Upload benchmark results | |
| uses: actions/upload-artifact@v4 | |
| if: always() | |
| with: | |
| name: ${{ matrix.runtime-version }}-${{ matrix.repeat }} | |
| path: | | |
| ${{ matrix.runtime-version }}-${{ matrix.repeat }}.db | |
| cluster_kwargs.*.* | |
| mamba_env_export.yml | |
| process-results: | |
| needs: [discover_ab_envs, tests] | |
| name: Combine separate benchmark results | |
| if: always() && fromJson(needs.discover_ab_envs.outputs.matrix).run_AB | |
| runs-on: ubuntu-latest | |
| concurrency: | |
| # Fairly strict concurrency rule to avoid stepping on benchmark db. | |
| # Could eventually replace with a real db in coiled, RDS, or litestream | |
| group: process-benchmarks | |
| cancel-in-progress: false | |
| steps: | |
| - name: Checkout | |
| uses: actions/checkout@v4 | |
| - name: Install Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: "3.10" | |
| - name: Install dependencies | |
| run: pip install alembic | |
| - name: Download artifacts | |
| uses: actions/download-artifact@v4 | |
| with: | |
| path: benchmarks | |
| - name: Combine benchmarks | |
| run: | | |
| ls -lhR benchmarks | |
| bash ci/scripts/combine-dbs.sh | |
| - name: Upload benchmark results as artifact | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: benchmark | |
| path: benchmark.db | |
| static-site: | |
| needs: [discover_ab_envs, process-results] | |
| # Always generate the site, as this can be skipped even if an indirect dependency fails (like a test run) | |
| if: always() && fromJson(needs.discover_ab_envs.outputs.matrix).run_AB | |
| name: Build static dashboards | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout | |
| uses: actions/checkout@v4 | |
| - name: Download artifacts | |
| uses: actions/download-artifact@v4 | |
| with: | |
| name: benchmark | |
| - name: Set up environment | |
| uses: conda-incubator/setup-miniconda@v3 | |
| with: | |
| miniforge-variant: Mambaforge | |
| use-mamba: true | |
| environment-file: ci/environment-dashboard.yml | |
| - name: Generate dashboards | |
| run: python dashboard.py -d benchmark.db -o static -b all | |
| - name: Upload artifact | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: static-dashboard | |
| path: static |