multivector-search

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athrael-soju / Snappy

🐊 Snappy's unique approach unifies vision-language late interaction with structured OCR for region-level knowledge retrieval. Like the project? Drop a star! ⭐

python docker typescript computer-vision nextjs document-retrieval rag fastapi vector-search document-understanding pdf-search vector-database vision-ai qdrant colpali multimodal-ai multivector-search deepseek-ocr visual-retrieval

Updated Feb 9, 2026
Python

High-performance late-interaction retrieval engine for on-prem AI. ColBERT/ColPali multi-vector search with Rust fused MaxSim, Triton GPU kernels, ROQ quantization, LEMUR routing, WAL-backed CRUD, and a FastAPI server — single machine, CPU or GPU.

semantic-search-engine on-premise colbert-ai multivector quantizations retrieval-augmented-generation vector-databases rag-pipeline multimodal-rag colpali triton-kernels late-interaction multivector-search multivector-embeddings

Updated Apr 17, 2026
Python

wbott / rag-movie-rec-redux

Star

Conversational movie recommendation system powered by RAG architecture with semantic search and multi-vector embeddings.

python natural-language-processing chatbot recommendation-system semantic-search faiss rag streamlit vector-embeddings openai-api llm langchain langchain-python retrieval-augmented-generation ollama faiss-vector-database movie-recommendation-app multivector-search

Updated Jun 24, 2025
Python

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