Lightlines
By wshobson

vector-index-tuning

wshobson10.2k installs

Faster vector search with less memory.

What it does

Guides vector index tuning to improve search speed, recall, and memory efficiency.

When to use it

Use when tuning HNSW, implementing quantization, reducing memory use or search latency, balancing recall and speed, or scaling vector search.

How to use it

It changes how the agent tunes vector indexes by emphasizing real-query benchmarks, recall monitoring, defaults, and memory-saving quantization.

What you provide

  • An existing project

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