Update README.md

README.md

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-license: apache-2.0
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+---
+license: apache-2.0
+---
+
+# The Quantized LLaMA 3.1 70B Instruct Model
+
+Original Base Model: `meta-llama/Meta-Llama-3.1-70B`.<br>
+Link: [https://huggingface.co/meta-llama/Meta-Llama-3.1-70B](https://huggingface.co/meta-llama/Meta-Llama-3.1-70B)
+
+## Special Notice
+Please note that this is a relatively smaller model by setting `group_size=1024`.<be>
+For the standard `group_size=128` model, please check here, `shuyuej/Meta-Llama-3.1-70B-GPTQ`: [https://huggingface.co/shuyuej/Meta-Llama-3.1-70B-GPTQ](https://huggingface.co/shuyuej/Meta-Llama-3.1-70B-GPTQ) 
+
+## Quantization Configurations
+```
+"quantization_config": {
+    "bits": 4,
+    "checkpoint_format": "gptq",
+    "damp_percent": 0.01,
+    "desc_act": true,
+    "group_size": 1024,
+    "model_file_base_name": null,
+    "model_name_or_path": null,
+    "quant_method": "gptq",
+    "static_groups": false,
+    "sym": true,
+    "true_sequential": true
+  },
+```
+
+## Source Codes
+Source Codes: [https://github.com/vkola-lab/medpodgpt/tree/main/quantization](https://github.com/vkola-lab/medpodgpt/tree/main/quantization).