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examples/vision/classification/paddleclas/rknpu2/python/README.md

@@ -1,23 +1,24 @@
-# PaddleClas Python部署示例
+English | [简体中文](README_CN.md)
+# PaddleClas Python Deployment Example
 
-在部署前，需确认以下两个步骤
+Before deployment, the following step need to be confirmed:
 
-- 1. 软硬件环境满足要求，参考[FastDeploy环境要求](../../../../../../docs/cn/build_and_install/rknpu2.md)
+- 1. Hardware and software environment meets the requirements, please refer to [Environment Requirements for FastDeploy](../../../../../../docs/en/build_and_install/rknpu2.md).
 
-本目录下提供`infer.py`快速完成 ResNet50_vd 在RKNPU上部署的示例。执行如下脚本即可完成
+This directory provides `infer.py` for a quick example of ResNet50_vd deployment on RKNPU. This can be done by running the following script.
 
 ```bash
-# 下载部署示例代码
+# Download the deploying demo code.
 git clone https://github.com/PaddlePaddle/FastDeploy.git
 cd FastDeploy/examples/vision/classification/paddleclas/rknpu2/python
 
-# 下载图片
+# Download images.
 wget https://gitee.com/paddlepaddle/PaddleClas/raw/release/2.4/deploy/images/ImageNet/ILSVRC2012_val_00000010.jpeg
 
-# 推理
+# Inference.
 python3 infer.py --model_file ./ResNet50_vd_infer/ResNet50_vd_infer_rk3588.rknn  --config_file ResNet50_vd_infer/inference_cls.yaml  --image ILSVRC2012_val_00000010.jpeg
 
-# 运行完成后返回结果如下所示
+# Results
 ClassifyResult(
 label_ids: 153,
 scores: 0.684570,
@@ -25,11 +26,10 @@ scores: 0.684570,
 ```
 
 
-## 注意事项
-RKNPU上对模型的输入要求是使用NHWC格式，且图片归一化操作会在转RKNN模型时，内嵌到模型中，因此我们在使用FastDeploy部署时，
-DisablePermute(C++)或`disable_permute(Python)，在预处理阶段禁用数据格式的转换。
+## Notes
+The input requirement for the model on RKNPU is to use NHWC format, and image normalization will be embedded into the model when converting the RKNN model, so we need to call DisablePermute(C++) or disable_permute(Python) first when deploying with FastDeploy to disable data format conversion in the preprocessing stage.
 
-## 其它文档
-- [ResNet50_vd C++部署](../cpp)
-- [模型预测结果说明](../../../../../../docs/api/vision_results/)
-- [转换ResNet50_vd RKNN模型文档](../README.md)
+## Other Documents
+- [ResNet50_vd C++ Deployment](../cpp)
+- [Prediction Results](../../../../../../docs/api/vision_results/)
+- [Converting ResNet50_vd RKNN model](../README.md)