├── .github └── workflows │ ├── python-publish.yml │ └── testing.yml ├── .gitignore ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── comvex ├── __init__.py ├── aft │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── botnet │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── cait │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── coat │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── coatnet │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── convit │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── efficientdet │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── efficientnet_v2 │ ├── README.md │ ├── __init__.py │ ├── config.py │ ├── model.py │ └── progressive_learning.py ├── fnet │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── g_mlp │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── mlpmixer │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── perceiver │ ├── README.md │ ├── __init__.py │ └── model.py ├── resmlp │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── set_transformer │ ├── README.md │ ├── __init__.py │ └── model.py ├── swin_transformer │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── transformer │ ├── README.md │ ├── __init__.py │ └── model.py ├── transunet │ ├── README.md │ ├── __init__.py │ ├── model.py │ └── utils.py ├── utils │ ├── __init__.py │ ├── base_block.py │ ├── bifpn.py │ ├── config_base.py │ ├── convolution.py │ ├── dropout.py │ ├── efficientnet │ │ ├── __init__.py │ │ ├── config.py │ │ └── model.py │ ├── helpers │ │ ├── __init__.py │ │ ├── classes.py │ │ └── functions.py │ ├── layer_scale.py │ ├── mixup │ │ ├── __init__.py │ │ └── mixup.py │ ├── multihead_attention.py │ ├── position_encodings.py │ ├── rand_augment │ │ ├── __init__.py │ │ ├── config.py │ │ ├── rand_augment.py │ │ └── transfrom_functions.py │ ├── resnet │ │ ├── __init__.py │ │ ├── config.py │ │ └── model.py │ └── unet.py ├── version.py ├── vip │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── vit │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py └── xcit │ ├── README.md │ ├── __init__.py │ ├── config.py │ └── model.py ├── examples ├── AFT │ └── demo.py ├── BoTNet │ └── demo.py ├── CaiT │ └── demo.py ├── CoAtNet │ └── demo.py ├── CoaT │ └── demo.py ├── ConViT │ └── demo.py ├── EfficientDet │ └── demo.py ├── EfficientNetV2 │ └── demo.py ├── FNet │ └── demo.py ├── MLPMixer │ └── demo.py ├── Perceiver │ └── demo.py ├── ResMLP │ └── demo.py ├── ResNet │ └── demo.py ├── Set_Transformer │ └── demo.py ├── Swin_Transformer │ └── demo.py ├── TransUNet │ ├── UNet_demo.py │ └── demo.py ├── ViP │ └── demo.py ├── ViT │ ├── ViT_MNIST.py │ └── demo.py ├── XCiT │ └── demo.py └── gMLP │ └── demo.py ├── requirements.txt ├── setup.py └── tests ├── __init__.py ├── template.py ├── test_AFT.py ├── test_BoTNet.py ├── test_CaiT.py 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