Kontext Platform

Semantic Search with FAISS

2024-04-07 aillm

This diagram illustrates how to build a semantic search engine with FAISS (Facebook AI Similarity Search).

Reference

Semantic search with FAISS - Hugging Face NLP Course

Semantic Search with FAISS
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Tokenizer
(from models like sentence-transformers/multi-qa-mpnet-base-dot-v1)  
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Input Text
(Query)
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Input Embedding
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Knowledge Base DataSet 
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Knowledge Base DataSet with embeddings 
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add_faiss_index
(column="embeddings")
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Knowledge Base DataSet with embeddings and FAISS
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get_nearest_examples
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Scores and samples
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