NF12 quantization is lossless vs BF16, with speedup proportional to memory saved

AlpinDale · x · 2026-11-07

Details on the NF12 quantization format: after decoding, the model is bit-identical to the original BF16 weights, so the same execution pipeline produces exactly the same outputs. Since NF12 moves fewer bytes overall, it gets a speedup roughly proportional to the memory it saves.

Related event: Developer open-sources nf12: lossless 12-bit compression for BF16 models(10 posts)→

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