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Update README.md #21

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# AutoFP8

Open-source FP8 quantization library for producing compressed checkpoints for running in vLLM - see https://github.com/vllm-project/vllm/pull/4332 for details on the implementation for inference.
Open-source FP8 quantization library for producing compressed checkpoints for running in vLLM - see https://github.com/vllm-project/vllm/pull/4332 for details on the implementation for inference. This library focuses on providing quantized weight, activation, and kv cache scales for FP8_E4M3 precision.

[FP8 Model Collection from Neural Magic](https://huggingface.co/collections/neuralmagic/fp8-llms-for-vllm-666742ed2b78b7ac8df13127) with many accurate (<1% accuracy drop) FP8 checkpoints ready for inference with vLLM.

> NOTE: AutoFP8 is in early beta and subject to change

<p align="center">
<img src="https://github.com/neuralmagic/AutoFP8/assets/3195154/c6bb9ddb-1bc9-48df-bf5f-9d7916dbd1f9" width="40%" />
<img src="https://github.com/neuralmagic/AutoFP8/assets/3195154/2e30d4c0-340a-4527-8ff7-e8d48a8807ca" width="40%" />
</p>

## Installation

Clone this repo and install it from source:
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