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FastDeploy Streamer PP-YOLOE C++ Example
编译和运行
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该示例依赖DeepStream,需要准备DeepStream环境,并编译FastDeploy Streamer,请参考README
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编译Example
mkdir build && cd build
cmake .. -DFASTDEPLOY_INSTALL_DIR=[PATH-OF-FASTDEPLOY-INSTALL-DIR]
make -j
- 下载模型
wget https://bj.bcebos.com/paddlehub/fastdeploy/ppyoloe_crn_l_300e_coco_onnx_without_scale_factor.tgz
tar xvf ppyoloe_crn_l_300e_coco_onnx_without_scale_factor.tgz
mv ppyoloe_crn_l_300e_coco_onnx_without_scale_factor/ model/
- 运行
cp ../nvinfer_config.txt .
cp ../streamer_cfg.yml .
./streamer_demo
导出ONNX模型,不包含NMS和scale factor
# 导出Paddle推理模型,exclude_nms=True and trt=True
git clone https://github.com/PaddlePaddle/PaddleDetection.git
cd PaddleDetection
python tools/export_model.py -c configs/ppyoloe/ppyoloe_crn_l_300e_coco.yml -o weights=https://paddledet.bj.bcebos.com/models/ppyoloe_crn_l_300e_coco.pdparams exclude_nms=True trt=True --output_dir inference_model
# 转换为ONNX
paddle2onnx --model_dir inference_model/ppyoloe_crn_l_300e_coco/ --model_filename model.pdmodel --params_filename model.pdiparams --save_file ppyoloe.onnx --deploy_backend tensorrt --enable_dev_version True
# 裁剪ONNX,删除scale factor
git clone https://github.com/PaddlePaddle/Paddle2ONNX.git
cd Paddle2ONNX
python tools/onnx/prune_onnx_model.py --model ../PaddleDetection/ppyoloe.onnx --output_names concat_14.tmp_0 p2o.Mul.245 --save_file ppyoloe_without_scale_factor.onnx