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TurboVec

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TurboVec is a Rust vector index with Python bindings that compresses embedding vectors with Google Research's TurboQuant algorithm for fast, memory-efficient local RAG search.

Key features

Compresses float32 embeddings to 2-bit or 4-bit representations
Supports online ingest without a separate training step
Provides SIMD-optimized search kernels for ARM and x86
Supports filtered search with allowlists
Runs locally with no managed service or data leaving the machine

Pros

Open-source local vector index for privacy-sensitive RAG pipelines

vector searchRAGembeddingssemantic searchRustPythonTurboQuant

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