├── .github ├── CODEOWNERS ├── dependabot.yml ├── pull_request_template.md └── workflows │ ├── build.yml │ ├── checks.yml │ ├── doc.yml │ ├── pypi.yml │ ├── test-cassandra.yml │ ├── test-mongo.yml │ ├── test-redis.yml │ └── test.yml ├── .gitignore ├── .travis.yml ├── LICENSE ├── README.rst ├── benchmark ├── indexes │ ├── containment │ │ ├── lshensemble_benchmark.py │ │ ├── lshensemble_benchmark_plot.py │ │ ├── requirements.txt │ │ └── utils.py │ └── jaccard │ │ ├── .gitignore │ │ ├── README.md │ │ ├── compare_lsh_vs_lshbloom.py │ │ ├── exact.py │ │ ├── hnsw.py │ │ ├── lsh.py │ │ ├── lshforest.py │ │ ├── plot_distance_distribution.py │ │ ├── plot_set_distribution.py │ │ ├── plot_topk_benchmark.py │ │ ├── plots │ │ ├── jaccard_distances_at_k.png │ │ ├── k100 │ │ │ ├── orkut_indexing_recall_1.00.png │ │ │ ├── orkut_qps_recall_0.74.png │ │ │ └── orkut_qps_recall_1.00.png │ │ └── set_size_distribution.png │ │ ├── requirements.txt │ │ ├── topk_benchmark.py │ │ └── utils.py └── sketches │ ├── b_bit_minhash_benchmark.py │ ├── cardinality_benchmark.py │ ├── hyperloglog_benchmark.py │ ├── inclusion_benchmark.py │ ├── minhash_benchmark.py │ ├── minhash_gpu_benchmark.py │ ├── similarity_benchmark.py │ └── weighted_minhash_benchmark.py ├── datasketch ├── __init__.py ├── b_bit_minhash.py ├── experimental │ ├── __init__.py │ └── aio │ │ ├── __init__.py │ │ ├── lsh.py │ │ └── storage.py ├── hashfunc.py ├── hnsw.py ├── hyperloglog.py ├── hyperloglog_const.py ├── lean_minhash.py ├── lsh.py ├── lsh_bloom.py ├── lshensemble.py ├── lshensemble_partition.py ├── lshforest.py ├── minhash.py ├── storage.py └── weighted_minhash.py ├── docs ├── .nojekyll ├── Makefile ├── _static │ ├── b_bit_minhash_benchmark.png │ ├── containment.png │ ├── hashfunc │ │ ├── minhash_benchmark_farmhash.png │ │ ├── minhash_benchmark_mmh3.png │ │ ├── minhash_benchmark_sha1.png │ │ └── minhash_benchmark_xxh.png │ ├── hyperloglog_benchmark.png │ ├── lsh_benchmark.png │ ├── lshensemble_benchmark_1k │ │ ├── lshensemble_num_perm_256_fscore.png │ │ ├── lshensemble_num_perm_256_precision.png │ │ ├── lshensemble_num_perm_256_query_time.png │ │ └── lshensemble_num_perm_256_recall.png │ ├── lshforest_benchmark.png │ ├── minhash_benchmark.png │ ├── minhash_gpu │ │ ├── minhash_gpu_size_50000.png │ │ └── minhash_gpu_vs_size_k256.png │ └── weighted_minhash_benchmark.png ├── conf.py ├── documentation.rst ├── hyperloglog.rst ├── index.rst ├── lsh.rst ├── lshbloom.rst ├── lshensemble.rst ├── lshforest.rst ├── minhash.rst └── weightedminhash.rst ├── examples ├── hyperloglog_examples.py ├── lsh_examples.py ├── lshensemble_example.py ├── lshforest_example.py ├── minhash_examples.py └── weighted_minhash_examples.py ├── pyproject.toml ├── test ├── __init__.py ├── aio │ ├── __init__.py │ └── test_lsh_mongo.py ├── test_hnsw.py ├── test_hyperloglog.py ├── test_integration.py ├── test_lean_minhash.py ├── test_lsh.py ├── test_lshbloom.py ├── test_lshensemble.py ├── test_lshforest.py ├── test_minhash.py ├── 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