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Seth Hobson
2026-01-19 17:07:03 -05:00
parent 8d37048deb
commit 56848874a2
355 changed files with 15215 additions and 10241 deletions
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plugins/llm-application-dev/skills/vector-index-tuning/SKILL.md
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@@ -31,11 +31,11 @@ Data Size Recommended Index
### 2. HNSW Parameters
| Parameter | Default | Effect |
|-----------|---------|--------|
| **M** | 16 | Connections per node, ↑ = better recall, more memory |
| **efConstruction** | 100 | Build quality, ↑ = better index, slower build |
| **efSearch** | 50 | Search quality, ↑ = better recall, slower search |
| Parameter | Default | Effect |
| ------------------ | ------- | ---------------------------------------------------- |
| **M** | 16 | Connections per node, ↑ = better recall, more memory |
| **efConstruction** | 100 | Build quality, ↑ = better index, slower build |
| **efSearch** | 50 | Search quality, ↑ = better recall, slower search |
### 3. Quantization Types
@@ -502,6 +502,7 @@ def profile_index_build(
## Best Practices
### Do's
- **Benchmark with real queries** - Synthetic may not represent production
- **Monitor recall continuously** - Can degrade with data drift
- **Start with defaults** - Tune only when needed
@@ -509,6 +510,7 @@ def profile_index_build(
- **Consider tiered storage** - Hot/cold data separation
### Don'ts
- **Don't over-optimize early** - Profile first
- **Don't ignore build time** - Index updates have cost
- **Don't forget reindexing** - Plan for maintenance