Update README.md

README.md

@@ -12,27 +12,6 @@ license: apache-2.0
 
 ```
 
-### Script to AWQ quantization
-```
-from awq import AutoAWQForCausalLM
-from transformers import AutoTokenizer
-
-model_path = 'PATH_TO Poro-34B'
-quant_path = 'Poro-34B-AWQ'
-quant_config = { "zero_point": True, "q_group_size": 128, "w_bit": 4, "version": "GEMM" }
-
-# Load model
-model = AutoAWQForCausalLM.from_pretrained(model_path, safetensors=True)
-tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True)
-
-# Quantize
-model.quantize(tokenizer, quant_config=quant_config)
-
-# Save quantized model
-model.save_quantized(quant_path)
-tokenizer.save_pretrained(quant_path)
-```
-
 ### Generate
 ```
 from awq import AutoAWQForCausalLM