[FEA] BSDG: Thorough check on other vector indexes
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feature request
- Dominant language
- Cuda
- Stars
- 854
- Forks
- 236
- Avg merge
- 3d 3h
- Merged PRs (30d)
- 62
Description
BSDG (Billion Scale Data Generator)
Current validation of the synthetic data distribution is mostly done using DiskANN.
Need to explore other vector indexes at large scale, and find a good universal heuristic (if we can) or at least a good practical recommendation.
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start by reviewing BSDG's current validation approach using DiskANN. Compare other vector indexes at large scale and evaluate whether a universal heuristic is possible; done means producing either a supported general heuristic or a practical recommendation for choosing an index.
Written by the indexing model from the issue text.
Assessment
- Domain
- search
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Quiet
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100