Interactive plots are on the website. #62
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name: ANN benchmarks | |
on: [push, pull_request] | |
jobs: | |
build: | |
runs-on: ubuntu-latest | |
strategy: | |
matrix: | |
include: | |
- library: annoy | |
dataset: random-xs-20-angular | |
- library: dolphinn | |
dataset: random-xs-20-angular | |
- library: faiss | |
dataset: random-xs-20-angular | |
- library: flann | |
dataset: random-xs-20-angular | |
- library: kgraph | |
dataset: random-xs-20-angular | |
- library: milvus | |
dataset: random-xs-20-angular | |
- library: mrpt | |
dataset: random-xs-20-angular | |
- library: n2 | |
dataset: random-xs-20-angular | |
- library: nearpy | |
dataset: random-xs-20-angular | |
- library: ngt | |
dataset: random-xs-20-angular | |
- library: nmslib | |
dataset: random-xs-20-angular | |
- library: hnswlib | |
dataset: random-xs-20-angular | |
- library: puffinn | |
dataset: random-xs-20-angular | |
- library: pynndescent | |
dataset: random-xs-20-angular | |
- library: rpforest | |
dataset: random-xs-20-angular | |
- library: sklearn | |
dataset: random-xs-20-angular | |
- library: sptag | |
dataset: random-xs-20-angular | |
- library: mih | |
dataset: random-xs-16-hamming | |
- library: datasketch | |
dataset: random-s-jaccard | |
- library: scann | |
dataset: random-xs-20-angular | |
- library: elasticsearch | |
dataset: random-xs-20-angular | |
- library: elastiknn | |
dataset: random-xs-20-angular | |
- library: opensearchknn | |
dataset: random-xs-20-angular | |
- library: diskann | |
dataset: random-xs-20-angular | |
- library: puffinn | |
dataset: random-s-jaccard | |
- library: pynndescent | |
dataset: random-s-jaccard | |
- library: vespa | |
dataset: random-xs-20-angular | |
- library: scipy | |
dataset: random-xs-20-angular | |
fail-fast: false | |
steps: | |
- uses: actions/checkout@v2 # Pull the repository | |
- name: Set up Python 3.6 | |
uses: actions/setup-python@v2 | |
with: | |
python-version: 3.6 | |
- name: Install dependencies | |
run: | | |
pip install -r requirements.txt | |
python install.py | |
env: | |
LIBRARY: ${{ matrix.library }} | |
DATASET: ${{ matrix.dataset }} | |
- name: Run the benchmark | |
run: | | |
python run.py --docker-tag ann-benchmarks-${LIBRARY} --max-n-algorithms 5 --dataset $DATASET --run-disabled --timeout 300 | |
python run.py --docker-tag ann-benchmarks-${LIBRARY} --max-n-algorithms 5 --dataset $DATASET --run-disabled --batch --timeout 300 | |
sudo chmod -R 777 results/ | |
python plot.py --dataset $DATASET --output plot.png | |
python plot.py --dataset $DATASET --output plot-batch.png --batch | |
python -m unittest test/test-metrics.py | |
python -m unittest test/test-jaccard.py | |
python create_website.py --outputdir . --scatter --latex | |
env: | |
LIBRARY: ${{ matrix.library }} | |
DATASET: ${{ matrix.dataset }} |