Pinecone Open-Sources VQ-Bench Vector Quantization Framework
Pinecone released VQ-bench, an open framework for building and comparing vector quantization methods. It defines 7 primitives, expresses 25 quantizers through them, and includes a benchmark of 14 methods on 5 datasets; code is on GitHub under MIT.
- Framework defines 7 primitives, expresses 25 quantizers
- Benchmark covers 14 quantizers on 5 VIBE datasets
- PQ and OPQ had lowest reconstruction error; EDEN encodes faster
- Code on GitHub under MIT, includes Rust utility vqb
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