Easy-to-use/Easy-to-deploy/Easy-to-develop
| *** | example | |
|---|---|---|
| models | (...等) | 1 |
| metric | (Swish/ArcMarginProduct_subcenter/ArcFaceLossAdaptiveMargin/...) | 2 |
| data aug | (rotate/flip/...、mixup/cutmix) | 3 |
| loss | (ce_loss/ce_smothing_loss/focal_loss/bce_loss/...) | 4 |
| deploy | (flask/grpc/BentoML等) | 5 |
| onnx/trt | () | 6 |
0、Data format transform
git clone https://github.com/MachineLP/PyTorch_image_classifier
pip install -r requirements.txt
cd PyTorch_image_classifier
python tools/data_preprocess_multi_task.py --data_dir "./data/data.csv" --n_splits 3 --output_dir "./data/train.csv" --random_state 2020
1、Modify configuration file
cp conf/resnet18.yaml conf/resnet18.yaml
vim conf/resnet18.yaml
2、Train:
python train_multi_task.py --config_path conf/resnet18.yaml
3、Infer
python infer_multi_task.py --config_path "conf/resnet18.yaml" --img_path "./data/img/0male/1_2.jpg" --fold "0"
pre>>>>> [0] [0.6254628] [2] [0.8546583]
python infer_multi_task.py --config_path "conf/resnet18.yaml" --img_path "./data/img/1female/2_5.jpg" --fold "1"
4、Models transform ( https://github.com/NVIDIA-AI-IOT/torch2trt ) (Tensorrt installation guide on Ubuntu1804)
onnx：python tools/pytorch_to_onnx_multi_task.py --config_path "conf/resnet18.yaml" --img_path "./data/img/0male/1_2.jpg" --batch_size 4 --fold 0 --save_path "lp.onnx"
tensorrt：python tools/onnx_to_tensorrt_multi_task.py --config_path "conf/resnet18.yaml" --img_path "./data/img/0male/1_2.jpg" --batch_size 4 --fold 0 --save_path "lp_pp.onnx" --trt_save_path "lp.trt"
5、Deploying models serving
（1）https://github.com/haqishen/SIIM-ISIC-Melanoma-Classification-1st-Place-Solution
（2）https://github.com/BADBADBADBOY/pytorchOCR
（3）https://github.com/MachineLP/QDServing
（4）https://github.com/bentoml/BentoML
（5）mixup-cutmix:https://blog.csdn.net/u014365862/article/details/104216086
（7）focalloss:https://blog.csdn.net/u014365862/article/details/104216192
（8）https://blog.csdn.net/u014365862/article/details/106728375 / https://blog.csdn.net/u014365862/article/details/106728402