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* perf: KB load-once cache, compiled index, lazy loading, parallel resolution (#38) Closes #130, #131, #132, #133, #134. - Loader node routes through a process-wide KnowledgeBaseLoader cache so the KB loads once per (path, version) and is reused across run() calls. - Normalized lookup table compiled once per KB (per NSFW gating) and reused across resolves instead of rebuilt per resolve_scene. normalize_concept moved to knowledge_base (re-exported from the resolver). - Incremental per-category lazy file loading behind KnowledgeBaseLoader. - Optional parallel per-concept resolution (thread pool), merged in exact discovery order; deterministic and threshold-gated (default sequential). - Performance regression guard (generous ceilings + relative ratio). Refreshed docs/benchmarks.md (resolution 57.6us -> 17.8us). Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> * docs(changelog): note V2 performance improvements (#38) Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> --------- Co-authored-by: kunail0804 <kunail0804@gmail.com> Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
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Performance baselines
Median wall-clock times for the non-Analyzer pipeline (Knowledge Base: 16426 entries; scene: complex_multi_character).
Numbers are machine-dependent and indicative; regenerate with python scripts/benchmark.py.
| Metric | Median |
|---|---|
| Knowledge Base load | 694.19 ms |
| Single-scene resolution | 17.8 µs |
| Full pipeline (validate → build) | 673.8 µs |