Show HN: Model2vec – Lightning-fast Static Embeddings for RAG/Semantic Search

3 comments

• bturtel 187 days ago
  This seems awesome for enabling RAG queries for on-device LLMs.
• jerpint 189 days ago
  I wonder at what point it will be ~as much overhead to pass through a subset of the data with a small yet capable and fast LLM vs. using a crude dot product when doing retrieval
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  • Pringled 188 days ago
    I think a combination works quite well: first getting a small set of candidates from all the data using a lightweight model, and the using a heavy-duty model to rerank the results and get the final candidates.
• protoshell248 188 days ago
  10K embeddings generated in under 700 milliseconds!!!