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90b4e03454
- Note perf eval from 2022 - Update links to query-filters in docs - Fix links - Update image model docs
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916 B
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Performance
Here are some top-level performance metrics for Khoj. These are rough estimates and will vary based on your hardware and data.
:::info These performance metrics were last evaluated in 2022. :::
Search performance
- Semantic search using the default embeddings model is fairly fast at <100 ms across all content types
- Reranking using the cross-encoder model is slower at <2s on 15 results. Tweak
top_kto tradeoff speed for accuracy of results - Filters in query (e.g. by file, word or date) usually add <20ms to query latency
Indexing performance
- Indexing is more strongly impacted by the size of the source data
- Indexing 100K+ line corpus of notes takes about 10 minutes
- Note: It should only take this long on the first run as the index is incrementally updated
Miscellaneous
- Testing done on a Mac M1 and a >100K line corpus of notes