Update README.md

README.md

@@ -4,13 +4,9 @@ tags:
 ---
 
 
-Meta-Llama-3-8B-Instruct quantized to FP8 weights and activations using per-tensor quantization, ready for inference with vLLM >= 0.4.3.
+Meta-Llama-3-8B-Instruct quantized to FP8 weights and activations using per-tensor quantization, ready for inference with vLLM >= 0.5.0.
 
-Produced using https://github.com/neuralmagic/AutoFP8/blob/b0c1f789c51659bb023c06521ecbd04cea4a26f6/quantize.py
-
-```bash
-python quantize.py --model-id meta-llama/Meta-Llama-3-8B-Instruct --save-dir Meta-Llama-3-8B-Instruct-FP8
-```
+Produced using [AutoFP8 with calibration samples from ultrachat](https://github.com/neuralmagic/AutoFP8/blob/147fa4d9e1a90ef8a93f96fc7d9c33056ddc017a/example_dataset.py).
 
 Accuracy on MMLU:
 ```