更换文档检测模型
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[English](README.md) | 简体中文
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# PaddleDetection RKNPU2 Python部署示例
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本目录下用于展示PaddleDetection系列模型在RKNPU2上的部署,以下的部署过程以PPYOLOE为例子。
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## 1. 部署环境准备
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在部署前,需确认以下步骤
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- 1. 软硬件环境满足要求,RKNPU2环境部署等参考[FastDeploy环境要求](https://github.com/PaddlePaddle/FastDeploy/blob/develop/docs/cn/faq/rknpu2/rknpu2.md)
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## 2. 部署模型准备
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模型转换代码请参考[模型转换文档](../README.md)
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## 3. 运行部署示例
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本目录下提供`infer.py`快速完成PPYOLOE在RKNPU上部署的示例。执行如下脚本即可完成
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```bash
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# 下载部署示例代码
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git clone https://github.com/PaddlePaddle/PaddleDetection.git
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cd PaddleDetection/deploy/fastdeploy/rockchip/rknpu2/python
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# 注意:如果当前分支找不到下面的fastdeploy测试代码,请切换到develop分支
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# git checkout develop
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# 下载图片
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wget https://bj.bcebos.com/paddlehub/fastdeploy/rknpu2/ppyoloe_plus_crn_s_80e_coco.zip
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unzip ppyoloe_plus_crn_s_80e_coco.zip
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wget https://gitee.com/paddlepaddle/PaddleDetection/raw/release/2.4/demo/000000014439.jpg
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# 运行部署示例
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python3 infer.py --model_file ./ppyoloe_plus_crn_s_80e_coco/ppyoloe_plus_crn_s_80e_coco_rk3588_quantized.rknn \
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--config_file ./ppyoloe_plus_crn_s_80e_coco/infer_cfg.yml \
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--image_file 000000014439.jpg
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```
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# 4. 更多指南
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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,需要先调用DisableNormalizeAndPermute(C++)或`disable_normalize_and_permute(Python),在预处理阶段禁用归一化以及数据格式的转换。
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- [C++部署](../cpp)
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- [转换PaddleDetection RKNN模型文档](../README.md)
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# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import fastdeploy as fd
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import cv2
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import os
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def parse_arguments():
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import argparse
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import ast
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parser = argparse.ArgumentParser()
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parser.add_argument(
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"--model_file",
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default="./ppyoloe_plus_crn_s_80e_coco/ppyoloe_plus_crn_s_80e_coco_rk3588_quantized.rknn",
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help="Path of rknn model.")
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parser.add_argument(
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"--config_file",
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default="./ppyoloe_plus_crn_s_80e_coco/infer_cfg.yml",
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help="Path of config.")
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parser.add_argument(
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"--image_file",
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type=str,
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default="./000000014439.jpg",
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help="Path of test image file.")
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return parser.parse_args()
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if __name__ == "__main__":
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args = parse_arguments()
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model_file = args.model_file
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params_file = ""
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config_file = args.config_file
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# setup runtime
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runtime_option = fd.RuntimeOption()
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runtime_option.use_rknpu2()
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model = fd.vision.detection.PPYOLOE(
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model_file,
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params_file,
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config_file,
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runtime_option=runtime_option,
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model_format=fd.ModelFormat.RKNN)
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model.preprocessor.disable_normalize()
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model.preprocessor.disable_permute()
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model.postprocessor.apply_nms()
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# predict
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im = cv2.imread(args.image_file)
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result = model.predict(im)
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print(result)
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# visualize
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vis_im = fd.vision.vis_detection(im, result, score_threshold=0.5)
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cv2.imwrite("visualized_result.jpg", vis_im)
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print("Visualized result save in ./visualized_result.jpg")
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