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Framework for evaluating ANNS algorithms on billion scale datasets.

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using feature compression to speed up PQ

when downloading datasets,we met two errors, error info is shown as below: A. Initializing download: https://dl.fbaipublicfiles.com/billion-scale-ann-benchmarks/bigann/base.1B.u8bin Unable to connect to server dl.fbaipublicfiles.com:80 B. Initializing download: https://comp21storage.blob.core.windows.net/publiccontainer/comp21/MSFT-TURING-ANNS/base1b.fbin HTTP/1.1 400 The account...

Using `axel` to speed-up index downloads can basically only be run with `-q` (quiet) inside the docker container. It would be better if index downloading would happen outside of the...

ScaNN is an open source package and the results are obtained using the 1.3.1 version. * OOD: ScaNN batched search with SOAR, bfloat16, and a simple two-level tree. * Streaming:...

Per conversation in #286, separate streaming leaderboard update from the original ScaNN PR.

Updates the leaderboard table. Since only ood and streaming had new entries, only these two columns are updated.

propose to remove not necessary files

**Issue Description:** Hello. I have discovered a performance degradation in the `read_csv` function of pandas version below 2.0.1. And I notice some parts of the repository depend on pandas 2.0.0...

expected results: ``` zilliz,"zilliz(('R32_L110', {'Ls': 550, 'T': 8}))",msturing-30M-clustered(final_runbook.yaml),10,,0.0,0.5598933696746826,2033212.0,0.0,0.0,streaming,0.9976500000000108 ``` Our solution is based on vamana graph and SQ8 quantization. The main search process is under high-performance 8-bit integer computation. To...