Update README.md

README.md

@@ -30,10 +30,18 @@ python3 quantize_quark.py \
         --quant_scheme w_fp8_a_fp8 \
         --kv_cache_dtype fp8 \
         --num_calib_data 128 \
+```
+## Deployment
+Quark has its own export format and allows FP8 quantized models to be efficiently deployed using the vLLM backend(vLLM-compatible).
+## Evaluation
+Quark currently uses perplexity(PPL) as the evaluation metric for accuracy loss before and after quantization.The specific PPL algorithm can be referenced in the quantize_quark.py.
+The quantization evaluation results are conducted in pseudo-quantization mode, which may slightly differ from the actual quantized inference accuracy. These results are provided for reference only.
+#### Evaluation scores
+<table>
   <tr>
    <td><strong>Benchmark</strong>
    </td>
-   <td><strong>Llama-3.2-90B-Vision-Instruct </strong>
+   <td><strong>Llama-3.2-90B-Vision-Instruct  </strong>
    </td>
    <td><strong>Llama-3.2-90B-Vision-Instruct-FP8-KV(this model)</strong>
    </td>
@@ -46,3 +54,18 @@ python3 quantize_quark.py \
    <td>3.8570
    </td>
   </tr>
+  
+</table>
+
+#### License
+Modifications copyright(c) 2024 Advanced Micro Devices,Inc. All rights reserved.
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+    http://www.apache.org/licenses/LICENSE-2.0
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+