lance-format / lance-format/lance

[Remap Seaparation] Auto-remap for HNSW

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A-index enhancement
Dominant language
Rust
Stars
7.1k
Forks
852
Avg merge
3d 18h
Merged PRs (30d)
272

Description

Follow up of #3837, given HNSW is not widely used and does not support remap in the first place, we are not doing auto-remap yet. Can be picked up when people would like better perf for HNSW-based search.

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start by reading the referenced issue #3837 and locating the existing HNSW implementation and remap behavior. The issue provides no file or test entry point, so first determine how HNSW-based search currently handles remapping and define the expected auto-remap behavior before implementation. Done means auto-remap works for HNSW and its performance impact is covered by tests or benchmarks.

Written by the indexing model from the issue text.

Assessment

Tech stack
rust
Domain
search
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
20/100

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