├── .dockerignore ├── .github └── workflows │ ├── neurips21.yml │ └── neurips23.yml ├── .gitignore ├── LICENSE ├── README.md ├── algos-2021.yaml ├── benchmark ├── __init__.py ├── algorithms │ ├── base.py │ ├── base_runner.py │ ├── bbann.py │ ├── buddy_t1.py │ ├── cuanns_ivfpq.py │ ├── cuanns_multigpu.py │ ├── definitions.py │ ├── diskann-t2.py │ ├── diskann-v0_3.py │ ├── elastiknn.py │ ├── faiss_inmem.py │ ├── faiss_t1.py │ ├── faiss_t3.py │ ├── gemini.py │ ├── httpann.py │ ├── httpann_example.py │ ├── kota-t2.py │ ├── kst_t1.py │ ├── puck_t1.py │ └── team11.py ├── dataset_io.py ├── datasets.py ├── distances.py ├── main.py ├── plotting │ ├── __init__.py │ ├── eval_range_search.py │ ├── metrics.py │ ├── plot_variants.py │ └── utils.py ├── results.py ├── runner.py ├── sensors │ └── power_capture.py ├── streaming │ ├── __init__.py │ ├── compute_gt.py │ ├── download_gt.py │ └── load_runbook.py └── t3 │ ├── __init__.py │ └── helper.py ├── create_dataset.py ├── data_export.py ├── dataset_preparation ├── FB_ssnpp_dataset.md ├── caselaw_dataset.md ├── fb_ssnpp_images │ ├── IoU.png │ ├── distance_histogram.png │ ├── pr_compression.png │ └── result_stats.png ├── filter_query_set_by_num_matches.py ├── filter_query_set_by_num_predicates.py ├── filter_query_set_by_selectivity.py ├── filter_query_set_utils.py ├── filter_utils.md ├── jsonl_filter_utils.py ├── make_filtered_groundtruth.py ├── make_groundtruth.py ├── make_sparse_groundtruth.py ├── multi_vector_utils.py ├── prepare_bigann.py ├── prepare_fb_ssnpp.py ├── prepare_yfcc100m.py └── sparse_dataset.md ├── eval └── show_operating_points.py ├── install.py ├── install ├── Dockerfile ├── Dockerfile.bbann ├── Dockerfile.diskann ├── Dockerfile.elastiknn ├── Dockerfile.faiss ├── Dockerfile.faissconda ├── Dockerfile.httpann_example ├── Dockerfile.kota ├── Dockerfile.kst_ann_t1 ├── Dockerfile.pqbuddy ├── Dockerfile.puck └── requirements_conda.txt ├── logging.conf ├── neurips21 ├── README.md ├── t1_t2 │ ├── README.md │ └── results │ │ ├── T1 │ │ ├── bigann-1B.png │ │ ├── deep-1B.png │ │ ├── msspacev-1B.png │ │ ├── msturing-1B.png │ │ ├── neurips21 │ │ │ ├── bigann-1B.png │ │ │ ├── deep-1B.png │ │ │ ├── msspacev-1B.png │ │ │ ├── msturing-1B.png │ │ │ ├── ssnpp-1B.png │ │ │ ├── t1.csv │ │ │ └── text2image-1B.png │ │ ├── ssnpp-1B.png │ │ └── text2image-1B.png │ │ └── T2 │ │ ├── bigann-1B-IO.png │ │ ├── bigann-1B.png │ │ ├── deep-1B-IO.png │ │ ├── deep-1B.png │ │ ├── msspacev-1B-IO.png │ │ ├── msspacev-1B.png │ │ ├── msturing-1B-IO.png │ │ ├── msturing-1B.png │ │ ├── neurips21 │ │ ├── bigann-1B.png │ │ ├── deep-1B.png │ │ ├── msspacev-1B.png │ │ ├── msturing-1B.png │ │ ├── ssnpp-1B.png │ │ ├── t2.csv │ │ └── text2image-1B.png │ │ ├── ssnpp-1B-IO.png │ │ ├── ssnpp-1B.png │ │ ├── text2image-1B-IO.png │ │ └── text2image-1B.png ├── t3 │ ├── LB_history │ │ ├── Dec.2.2021 │ │ │ ├── LEADERBOARDS.md │ │ │ └── LEADERBOARDS_REJECT_ANOMALIES.md │ │ └── Nov.29.2021 │ │ │ ├── LEADERBOARDS.md │ │ │ └── TASKS_ISSUES_RESOLUTIONS.md │ ├── LEADERBOARDS.md │ ├── LEADERBOARDS_PRIVATE.md │ ├── LEADERBOARDS_PRIVATE_REJECT_ANOMALIES.md │ ├── LEADERBOARDS_PUBLIC.md │ ├── LEADERBOARDS_PUBLIC_REJECT_ANOMALIES.md │ ├── LEADERBOARDS_REJECT_ANOMALIES.md │ ├── RANKING.md │ ├── README.md │ ├── TASKS_ISSUES_RESOLUTIONS.md │ ├── cuanns_ivfpq │ │ ├── Dockerfile │ │ ├── README.md │ │ └── algos.yaml │ ├── cuanns_multigpu │ │ ├── Dockerfile │ │ ├── README.md │ │ └── algos.yaml │ ├── eval_2021 │ │ └── faiss_t3 │ │ │ └── prun.sh │ ├── faiss_t3 │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── algos.yaml │ │ ├── baseline_plots │ │ │ ├── bigann-1B-r-vs-p.png │ │ │ ├── bigann-1B-r-vs-t.png │ │ │ ├── deep-1B-r-vs-p.png │ │ │ ├── deep-1B-r-vs-t.png │ │ │ ├── msspacev-1B-r-vs-p.png │ │ │ ├── msspacev-1B-r-vs-t.png │ │ │ ├── msturing-1B-r-vs-p.png │ │ │ ├── msturing-1B-r-vs-t.png │ │ │ ├── text2image-1B-r-vs-p.png │ │ │ └── text2image-1B-r-vs-t.png │ │ ├── cost │ │ │ ├── AdvantechSky6200.pdf │ │ │ ├── GPU.pdf │ │ │ ├── RAM.pdf │ │ │ └── SSD.pdf │ │ └── faiss-gpu_requirements.txt │ └── gemini │ │ ├── .gitignore │ │ ├── README.md │ │ ├── algos.yaml │ │ ├── buildidx │ │ ├── build_index.py │ │ ├── htest.py │ │ ├── run_bin_build_index.sh │ │ └── test.py │ │ ├── cost │ │ ├── AdvantechSky6200.pdf │ │ ├── GPU.pdf │ │ ├── RAM.pdf │ │ └── SSD.pdf │ │ ├── requirements.txt │ │ ├── run_bin_python.sh │ │ └── run_conda_python.sh ├── track1_baseline_faiss │ ├── README.md │ ├── __init__.py │ ├── baseline_faiss.py │ ├── baseline_faiss_filtered.py │ ├── parse_results.py │ ├── plots │ │ ├── bigann-1B.png │ │ ├── deep-1B.png │ │ ├── msspacev-1B.png │ │ ├── msturing-1B.png │ │ ├── ssnpp-1B.png │ │ └── text2image-1B.png │ ├── run_baselines.bash │ └── test_bow_id_selector.py └── track3_baseline_faiss │ ├── README.md │ ├── gpu_baseline_faiss.py │ └── plots │ └── T3_deep-1B.png ├── neurips23 ├── Azure_D8lds_v5_table.md ├── Dockerfile ├── README.md ├── __init__.py ├── common.py ├── ec2_c6i.2xlarge_res.csv ├── ec2_c6i.2xlarge_table.md ├── filter │ ├── base.py │ ├── cufe │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── bow_id_selector.swig │ │ ├── config.yaml │ │ └── faissCUFE.py │ ├── dhq │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── dhq.py │ ├── faiss │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── bow_id_selector.swig │ │ ├── config.yaml │ │ └── faiss.py │ ├── faissplus │ │ ├── Dockerfile │ │ ├── bow_id_selector.swig │ │ ├── config.yaml │ │ └── faiss.py │ ├── fdufilterdiskann │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── fdufilterdiskann.py │ ├── hwtl_sdu_anns_filter │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── hwtl_sdu_anns_filter.py │ ├── install_neurips23.sh │ ├── operating_points_private_queries_AzureD8lds_v5.csv │ ├── operating_points_public_queries_AzureD8lds_v5.txt │ ├── parlayivf │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── config.yaml │ │ └── parlayivf.py │ ├── pinecone │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── config.yaml │ │ └── pinecone_index.py │ ├── plot_public_queries_AzureD8lds_v5.png │ ├── puck │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── puck.py │ ├── pyanns │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── pyanns.py │ ├── res_private_queries_AzureD8lds_v5.csv │ ├── res_public_queries_AzureD8lds_v5.csv │ ├── run.py │ ├── wm_filter │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── config.yaml │ │ └── wm_filter.py │ └── zilliz │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── zilliz.py ├── leaderboard.md ├── notes │ ├── README.md │ └── streaming │ │ └── hnsw_result │ │ ├── hnsw_result.md │ │ ├── recall_over_steps_10_48_hnsw.png │ │ ├── recall_over_steps_10_48_hnsw_robust_prune.png │ │ └── recall_over_steps_10_48_hnsw_search_based_repair.png ├── ongoing_leaderboard │ ├── Azure_D8lds_v5_table.md │ ├── filter │ │ ├── operating_points_public_queries_AzureD8lds_v5.txt │ │ ├── res_public_queries_AzureD8lds_v5.csv │ │ └── yfcc-10M.png │ ├── leaderboard.md │ ├── ood │ │ ├── operating_points_public_queries_AzureD8lds_v5.txt │ │ ├── res_public_queries_AzureD8lds_v5.csv │ │ └── text2image-10M.png │ ├── sparse │ │ ├── operating_points_public_queries_AzureD8lds_v5.txt │ │ ├── res_public_queries_AzureD8lds_v5.csv │ │ └── sparse-full.png │ └── streaming │ │ └── res_final_runbook_AzureD8lds_v5.csv ├── ood │ ├── base.py │ ├── cufe │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── diskann-in-mem.py │ ├── diskann │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── diskann-in-mem.py │ ├── epsearch │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── diskann-in-mem-ep-hnsw.py │ ├── hanns │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── config.yaml │ │ └── hanns.py │ ├── install_neurips23.sh │ ├── mysteryann-dif │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── mysteryann-dif.py │ ├── mysteryann │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── mysteryann.py │ ├── ngt │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── module.py │ ├── operating_points_public_queries_AzureD8lds_v5.txt │ ├── pinecone-ood │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── config.yaml │ │ └── s2_index.py │ ├── plot_public_queries_AzureD8lds_v5.png │ ├── puck-fizz │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── puck.py │ ├── puck │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── puck.py │ ├── pyanns │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── pyanns.py │ ├── res_public_queries_AzureD8lds_v5.csv │ ├── run.py │ ├── scann │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── scann.py │ ├── sustech-ood │ │ ├── Dockerfile │ │ ├── SUSTech-OOD.py │ │ └── config.yaml │ ├── vamana │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── vamana.py │ └── zilliz │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── zilliz.py ├── runbooks │ ├── clustered_data_gen.py │ ├── clustered_replace_runbook.yaml │ ├── clustered_runbook.yaml │ ├── delete_runbook.yaml │ ├── final_runbook.yaml │ ├── final_runbook_gen.py │ ├── gen_expiration_time_runbook.py │ ├── gen_replace_runbooks.py │ ├── generate_msturing10m_runbooks.py │ ├── msmarco-100M_expirationtime_runbook.yaml │ ├── msturing-10M_slidingwindow_runbook.yaml │ ├── random_replace_runbook.yaml │ ├── simple_replace_runbook.yaml │ ├── simple_runbook.yaml │ ├── wikipedia-1M_expiration_time_replace_delete_runbook.yaml │ ├── wikipedia-1M_expiration_time_replace_only_runbook.yaml │ ├── wikipedia-1M_expiration_time_runbook.yaml │ ├── wikipedia-35M_expiration_time_replace_delete_runbook.yaml │ ├── wikipedia-35M_expiration_time_replace_only_runbook.yaml │ └── wikipedia-35M_expirationtime_runbook.yaml ├── sparse │ ├── base.py │ ├── cufe │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── linscan.py │ ├── install_neurips23.sh │ ├── linscan │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── linscan.py │ ├── nle │ │ ├── Dockerfile │ │ ├── config.yaml │ │ ├── interface.py │ │ └── nle.py │ ├── operating_points_private_queries_AzureD8lds_v5.csv │ ├── operating_points_public_queries_AzureD8lds_v5.txt │ ├── pinecone_smips │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── config.yaml │ │ └── pinecone_smips.py │ ├── plot_public_queries_AzureD8lds_v5.png │ ├── pyanns │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── pyanns.py │ ├── res_private_queries_AzureD8lds_v5.csv │ ├── res_public_queries_AzureD8lds_v5.csv │ ├── run.py │ ├── shnsw │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── shnsw.py │ ├── spmat │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── spmat.py │ ├── sustech-whu │ │ ├── Dockerfile │ │ ├── SUSTech-WHU.py │ │ └── config.yaml │ └── zilliz │ │ ├── Dockerfile │ │ ├── config.yaml │ │ └── zilliz.py └── streaming │ ├── README.md │ ├── __init__.py │ ├── base.py │ ├── cufe │ ├── Dockerfile │ ├── config.yaml │ └── diskann-str.py │ ├── diskann │ ├── Dockerfile │ ├── config.yaml │ └── diskann-str.py │ ├── hwtl_sdu_anns_stream │ ├── Dockerfile │ ├── config.yaml │ └── hwtl_sdu_anns_stream.py │ ├── pinecone │ ├── Dockerfile │ ├── README.md │ ├── config.yaml │ └── pinecone.py │ ├── puck │ ├── Dockerfile │ ├── config.yaml │ └── puck.py │ ├── pyanns │ ├── Dockerfile │ ├── config.yaml │ └── pyanns.py │ ├── res_final_runbook_AzureD8lds_v5.csv │ ├── run.py │ └── scann │ ├── Dockerfile │ ├── config.yaml │ └── scann.py ├── plot.py ├── preparation ├── neurips21 │ └── notebooks │ │ ├── check_1B_groundtruth.ipynb │ │ ├── compare_track1_1B_vs_2x500M.ipynb │ │ ├── eval_t2i_results.ipynb │ │ ├── find_suitable_nq.ipynb │ │ └── large_coarse_quantizer.ipynb └── neurips23 │ ├── parse_filtered_results.ipynb │ └── sparse_algorithms │ ├── basic_sparse_index.py │ └── eval_sparse.py ├── requirements.txt ├── requirements_py3.10.txt ├── requirements_py3.12.txt ├── requirements_py38.txt ├── run.py ├── run_algorithm.py ├── setup_links.sh └── tests ├── recall_tests.py └── tests.sh /.dockerignore: -------------------------------------------------------------------------------- 1 | data 2 | results 3 | *.bvecs 4 | venv 5 | -------------------------------------------------------------------------------- /.github/workflows/neurips21.yml: 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