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Updated docs (#32) and changelog.
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CHANGELOG.md

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Bug fixes:
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- fixed an issue where too many threads were created in blockwise quantization on the CPU for large tensors
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### 0.35.0
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#### CUDA 11.8 support and bug fixes
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Features:
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- CUDA 11.8 support added and binaries added to the PyPI release.
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Bug fixes:
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- fixed a bug where too long directory names would crash the CUDA SETUP #35 (thank you @tomaarsen)
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- fixed a bug where CPU installations on Colab would run into an error #34 (thank you @tomaarsen)
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- fixed an issue where the default CUDA version with fast-DreamBooth was not supported #52

README.md

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- [LLM.int8() Paper](https://arxiv.org/abs/2208.07339) -- [LLM.int8() Software Blog Post](https://huggingface.co/blog/hf-bitsandbytes-integration) -- [LLM.int8() Emergent Features Blog Post](https://timdettmers.com/2022/08/17/llm-int8-and-emergent-features/)
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## TL;DR
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**Requirements**
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Linux distribution (Ubuntu, MacOS, etc.) + CUDA >= 10.0. LLM.int8() requires Turing or Ampere GPUs.
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**Installation**:
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``pip install bitsandbytes``
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Supported CUDA versions: 10.2 - 11.7
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The bitsandbytes library is currently only supported on Linux distributions. Windows is not supported at the moment.
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The requirements can best be fulfilled by installing pytorch via anaconda. You can install PyTorch by following the ["Get Started"](https://pytorch.org/get-started/locally/) instructions on the official website.
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## Using bitsandbytes

setup.py

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setup(
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name=f"bitsandbytes",
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version=f"0.34.0",
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version=f"0.35.0",
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author="Tim Dettmers",
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author_email="[email protected]",
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description="8-bit optimizers and matrix multiplication routines.",

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