Update README.md

README.md

@@ -1,9 +1,16 @@
 # 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: