Update README.md

README.md

@@ -291,11 +291,11 @@ for n, m in block.named_modules():
 
 from auto_round import AutoRound
 
-autoround = AutoRound(model=model, tokenizer=tokenizer, device_map=device_map, iters=50, lr=5e-3, nsamples=512,
+autoround = AutoRound(model=model, tokenizer=tokenizer, device_map=device_map, nsamples=512,
                       batch_size=4, low_gpu_mem_usage=True, seqlen=2048,
                       )
 autoround.quantize()
-autoround.save_quantized(format="auto_round", output_dir="tmp_autoround")
+autoround.save_quantized(format="auto_awq", output_dir="tmp_autoround")
 
 ~~~