Merge pull request #510 from kemingy/pgvectors #576
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| name: ANN benchmarks | |
| on: | |
| push: | |
| branches: | |
| - main | |
| pull_request: | |
| workflow_dispatch: | |
| # Cancel the workflow for the previous commit when the new commit is pushed. | |
| concurrency: | |
| group: ${{ github.workflow }}-${{ github.ref }} | |
| cancel-in-progress: True | |
| jobs: | |
| unit-tests: | |
| runs-on: ubuntu-22.04 | |
| steps: | |
| - uses: actions/checkout@v3 # Pull the repository | |
| - run: sudo apt-get update && sudo apt-get install -y libhdf5-dev python3-numpy python3-scipy python3-matplotlib python3-sklearn | |
| - run: pip3 install --quiet -r requirements.txt | |
| - run: pytest | |
| run-benchmarks: | |
| runs-on: ubuntu-22.04 | |
| timeout-minutes: 30 | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| dataset: [random-xs-20-angular] | |
| library: | |
| - annoy | |
| - balltree | |
| - bruteforce | |
| - ckdtree | |
| - descartes | |
| - diskann | |
| - dolphinnpy | |
| - elasticsearch | |
| - elastiknn | |
| - faiss | |
| - flann | |
| - glass | |
| - hnswlib | |
| - kdtree | |
| - luceneknn | |
| - milvus | |
| - mrpt | |
| - nndescent | |
| - n2 | |
| - nmslib | |
| - onng_ngt | |
| - opensearchknn | |
| - panng_ngt | |
| - pg_embedding | |
| - pgvector | |
| - pgvecto_rs | |
| - pynndescent | |
| - redisearch | |
| - qdrant | |
| - qg_ngt | |
| - qsg_ngt | |
| - scann | |
| - sptag | |
| - tinyknn | |
| - vald | |
| - vearch | |
| - vespa | |
| - voyager | |
| - weaviate | |
| include: | |
| - library: pynndescent | |
| dataset: random-xs-16-hamming | |
| - library: datasketch | |
| dataset: random-s-jaccard | |
| - library: pynndescent | |
| dataset: random-s-jaccard | |
| name: ${{ matrix.library }} (${{ matrix.dataset }}) | |
| env: | |
| LIBRARY: ${{ matrix.library }} | |
| DATASET: ${{ matrix.dataset }} | |
| steps: | |
| - uses: actions/checkout@v3 # Pull the repository | |
| - name: Install OS Dependencies | |
| run: sudo apt-get update && sudo apt-get install -y libhdf5-dev python3-numpy python3-scipy python3-matplotlib python3-sklearn | |
| - name: Install Project Dependencies | |
| run: pip3 install --quiet -r requirements.txt | |
| - name: Build Library Docker Image | |
| run: python3 install.py | |
| - name: Run the benchmark | |
| run: | | |
| python3 run.py --docker-tag ann-benchmarks-${LIBRARY} --max-n-algorithms 3 --runs 2 --dataset $DATASET --run-disabled --timeout 300 | |
| python3 run.py --docker-tag ann-benchmarks-${LIBRARY} --max-n-algorithms 3 --runs 2 --dataset $DATASET --run-disabled --batch --timeout 300 | |
| sudo chmod -R 777 results/ | |
| python3 plot.py --dataset $DATASET --output plot.png | |
| python3 plot.py --dataset $DATASET --output plot-batch.png --batch | |
| python3 data_export.py --out test.csv | |
| python3 create_website.py --outputdir . --scatter --latex |