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mysteryann

🏆 Winning NeurIPS (NIPS) Competition Track: Big ANN, Practical Vector Search Challenge 2023. （see big-ann-benchmark https://big-ann-benchmarks.com/neurips23.html). The fastest cross-modal vector retrieval.

https://github.com/matchyc/mysteryann

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
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    DOI references
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    Academic publication links
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    Academic email domains
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    Institutional organization owner
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    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (9.8%) to scientific vocabulary
Last synced: 9 months ago · JSON representation ·

Repository

🏆 Winning NeurIPS (NIPS) Competition Track: Big ANN, Practical Vector Search Challenge 2023. （see big-ann-benchmark https://big-ann-benchmarks.com/neurips23.html). The fastest cross-modal vector retrieval.

Basic Info
  • Host: GitHub
  • Owner: matchyc
  • License: mit
  • Language: C++
  • Default Branch: main
  • Homepage:
  • Size: 22.4 MB
Statistics
  • Stars: 30
  • Watchers: 1
  • Forks: 3
  • Open Issues: 0
  • Releases: 1
Created over 2 years ago · Last pushed almost 2 years ago
Metadata Files
Readme License Citation

README.md

RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search | MysteryANN

The codes for the NIPS 2023 challenge are available in separate branches. The main branch is the codebase of the RoarGraph paper. It also 🏆 Winning NeurIPS' Competition Track: Big ANN, Practical Vector Search Challenge. (OOD Track) (Our other solution won the Sparse Track).

You can find the codes for the NIPS 2023 competition in other branches, NOT the main branch, even if they have similar designs from the same research project. The paper version provides a better index.

I also prepared a tidy code repository for the VLDB paper. Please refer to https://github.com/matchyc/RoarGraph for detailed instructions, and avoid using the main branch to reproduce paper, you may face issues.

NIPS Big-ANN Benchmark 2023

GitHub Clones

This code builds upon the NSG repo and incorporates other open-source implementations.

Contact

If you wish, please leave a message if you plan to use this idea.

For questions or inquiries, feel free to reach out to Meng Chen at mengchen22@m.fudan.edu.cn <!-- mengchen9909@gmail.com -->

Owner

  • Name: Match_yc
  • Login: matchyc
  • Kind: user

Graduate student, focusing on system and AI-related tech.

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Chen"
  given-names: "Meng"
  orcid: "https://orcid.org/0009-0008-7394-7154"
title: "mysteryann"
version: 1.0.0
date-released: 2023-10-16
url: "https://github.com/matchyc/mysteryann"

GitHub Events

Total
  • Issues event: 2
  • Watch event: 7
  • Issue comment event: 2
  • Fork event: 1
Last Year
  • Issues event: 2
  • Watch event: 7
  • Issue comment event: 2
  • Fork event: 1

Dependencies

.github/workflows/workflow.yml actions
  • actions/checkout v2 composite
  • ad-m/github-push-action master composite