update README.md

README.md

@@ -1,3 +1,29 @@
+Generated using autoawq: `pip install git+https://github.com/casper-hansen/AutoAWQ.git@f0321eedca887c12680553fc561d176b03b1b9a5 flash_attn'
+
+Following code used for generation:
+
+```python
+from awq import AutoAWQForCausalLM
+from transformers import AutoTokenizer
+
+model_path = 'models/Phi-3-medium-128k-instruct'
+quant_path = 'models/Phi-3-medium-128k-instruct-awq'
+quant_config = { "zero_point": True, "q_group_size": 128, "w_bit": 4, "version": "GEMM" }
+
+# Load model
+model = AutoAWQForCausalLM.from_pretrained(model_path, **{"device_map": "auto"})
+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)
+```
+
+Original model here: https://huggingface.co/microsoft/Phi-3-medium-128k-instruct
+
 ---
 license: mit
 ---