Merge branch 'main' of https://github.com/aerospike-community/ann-ben… #22
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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: | |
- aerospike | |
- annoy | |
- balltree | |
- bruteforce | |
- ckdtree | |
- descartes | |
- diskann | |
- dolphinnpy | |
- elasticsearch | |
- elastiknn | |
- expann | |
- faiss | |
- flann | |
- glass | |
- hnswlib | |
- kdtree | |
- kgn | |
- 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 |