Update README.md

README.md

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----
-license: mit
----
+---
+license: mit
+base_model:
+- deepseek-ai/DeepSeek-R1-Distill-Qwen-7B
+---
+
+# DeepSeek-R1-Distill-Qwen-7B-awq-asym-uint4-g128-lmhead-onnx-hybrid
+- ## Introduction
+  This model was created by applying [Quark](https://quark.docs.amd.com/latest/index.html) with calibration samples from Pile dataset.
+- ## Quantization Strategy
+  - ***Quantized Layers***: All linear layers
+  - ***Weight***: uint4 asymmetric per-group, group_size=128
+- ## Quick Start
+1. [Download and install Quark](https://quark.docs.amd.com/latest/install.html)
+2. Run the quantization script in the example folder using the following command line:
+    ```sh
+    export MODEL_DIR = [local model checkpoint folder] or DeepSeek-R1-Distill-Qwen-7B
+    # single GPU
+    python quantize_quark.py --model_dir $MODEL_DIR \
+                            --output_dir output_dir $MODEL_NAME-awq-asym-uint4-g128-lmhead \
+                            --quant_scheme w_uint4_per_group_asym \
+                            --num_calib_data 128 \
+                            --quant_algo awq \
+                            --dataset pileval_for_awq_benchmark \
+                            --seq_len 512 \
+                            --model_export hf_format \
+                            --data_type bfloat16 \
+                            --exclude_layers
+    # cpu
+    python quantize_quark.py --model_dir $MODEL_DIR \
+                            --output_dir output_dir $MODEL_NAME-awq-asym-uint4-g128-lmhead \
+                            --quant_scheme w_uint4_per_group_asym \
+                            --num_calib_data 128 \
+                            --quant_algo awq \
+                            --dataset pileval_for_awq_benchmark \
+                            --seq_len 512 \
+                            --model_export hf_format \
+                            --data_type bfloat16 \
+                            --exclude_layers \
+                            --device cpu
+    ```
+
+
+#### License
+Modifications copyright(c) 2024 Advanced Micro Devices,Inc. All rights reserved.