bitsandbytes v0.50.0 speeds up 4-bit LLM inference by up to 4x on NVIDIA GPUs

LysandreJik · x · 2026-07-29

bitsandbytes v0.50.0 is out, with 4-bit LLM inference now up to 4× faster on NVIDIA GPUs.

The release is broader than just CUDA: AMD ROCm gets a new fast 4-bit path and is now stable, Windows wheels are included, and support expands to more GPUs. The maintainer frames it as making low-bit inference both faster and easier to install.

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