├── .gitconfig ├── .github └── workflows │ └── toc.yml ├── .gitignore ├── CONTRIBUTING.md ├── LICENSE ├── MANIFEST.in ├── Makefile ├── README.md ├── docker-compose.yml ├── docs ├── .gitignore ├── AutoAugment.html ├── CNAME ├── Gemfile ├── Gemfile.lock ├── Optimizers.html ├── RandAugment.html ├── RandomErase.html ├── SGDR.html ├── _config.yml ├── _data │ ├── sidebars │ │ └── home_sidebar.yml │ └── topnav.yml ├── asymmetric_loss.html ├── augmentation.html ├── core.html ├── create_model.html ├── dataloader.html ├── dataset.html ├── feed.xml ├── images │ ├── SGDR.png │ ├── SGDR_params.png │ ├── StepLR.png │ ├── Tanh.png │ ├── Tanh_LU.png │ ├── augmix.png │ ├── pretrained_weights.png │ ├── random_erase.png │ └── resnet34.png ├── index.html ├── jsd_cross_entropy.html ├── loss.cross_entropy.html ├── loss.jsd_cross_entropy.html ├── mixup_cutmix.html ├── model_architectures.html ├── models.html ├── plateau.html ├── random_resized_crop.html ├── schedulers.html ├── sidebar.json ├── sitemap.xml ├── stepLR.html ├── tanh.html ├── training.html ├── training_modelEMA.html ├── training_scripts.html ├── tutorial_feature_extractor.html ├── tutorial_splitbn.html └── tutorial_unet.html ├── nbs ├── .gitattributes ├── 00a_model_architectures.ipynb ├── 00b_models.ipynb ├── 00c_create_model.ipynb ├── 01a_training_scripts.ipynb ├── 01b_training.ipynb ├── 01c_training_modelEMA.ipynb ├── 02_dataset.ipynb ├── 02b_dataloader.ipynb ├── 03_loss.cross_entropy.ipynb ├── 03b_asymmetric_loss.ipynb ├── 03c_jsd_cross_entropy.ipynb ├── 04_Optimizers.ipynb ├── 05a_mixup_cutmix.ipynb ├── 05b_RandAugment.ipynb ├── 05c_RandomErase.ipynb ├── 05d_AutoAugment.ipynb ├── 05e_random_resized_crop.ipynb ├── 06a_tutorial_feature_extractor.ipynb ├── 06b_tutorial_splitbn.ipynb ├── 07_schedulers.ipynb ├── 07b_SGDR.ipynb ├── 07c_stepLR.ipynb ├── 07d_tanh.ipynb ├── 07e_plateau.ipynb ├── images │ ├── SGDR.png │ ├── SGDR_params.png │ ├── StepLR.png │ ├── Tanh.png │ ├── Tanh_LU.png │ ├── augmix.png │ ├── cat.jpg │ ├── pretrained_weights.png │ ├── random_erase.png │ └── resnet34.png └── index.ipynb ├── settings.ini ├── setup.py └── timmdocs ├── __init__.py ├── _nbdev.py └── core.py /.gitconfig: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/.gitconfig -------------------------------------------------------------------------------- /.github/workflows/toc.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/.github/workflows/toc.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/.gitignore -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/CONTRIBUTING.md -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/LICENSE -------------------------------------------------------------------------------- /MANIFEST.in: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/MANIFEST.in -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/Makefile -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/README.md -------------------------------------------------------------------------------- /docker-compose.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docker-compose.yml -------------------------------------------------------------------------------- /docs/.gitignore: -------------------------------------------------------------------------------- 1 | _site/ 2 | -------------------------------------------------------------------------------- /docs/AutoAugment.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/AutoAugment.html -------------------------------------------------------------------------------- /docs/CNAME: -------------------------------------------------------------------------------- 1 | timm.fast.ai -------------------------------------------------------------------------------- /docs/Gemfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/Gemfile -------------------------------------------------------------------------------- /docs/Gemfile.lock: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/Gemfile.lock -------------------------------------------------------------------------------- /docs/Optimizers.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/Optimizers.html -------------------------------------------------------------------------------- /docs/RandAugment.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/RandAugment.html -------------------------------------------------------------------------------- /docs/RandomErase.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/RandomErase.html -------------------------------------------------------------------------------- /docs/SGDR.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/SGDR.html -------------------------------------------------------------------------------- /docs/_config.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/_config.yml -------------------------------------------------------------------------------- /docs/_data/sidebars/home_sidebar.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/_data/sidebars/home_sidebar.yml -------------------------------------------------------------------------------- /docs/_data/topnav.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/_data/topnav.yml -------------------------------------------------------------------------------- /docs/asymmetric_loss.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/asymmetric_loss.html -------------------------------------------------------------------------------- /docs/augmentation.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/augmentation.html -------------------------------------------------------------------------------- /docs/core.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/core.html -------------------------------------------------------------------------------- /docs/create_model.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/create_model.html -------------------------------------------------------------------------------- /docs/dataloader.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/dataloader.html -------------------------------------------------------------------------------- /docs/dataset.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/dataset.html -------------------------------------------------------------------------------- /docs/feed.xml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/feed.xml -------------------------------------------------------------------------------- /docs/images/SGDR.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/images/SGDR.png -------------------------------------------------------------------------------- /docs/images/SGDR_params.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/images/SGDR_params.png -------------------------------------------------------------------------------- /docs/images/StepLR.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/images/StepLR.png -------------------------------------------------------------------------------- /docs/images/Tanh.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/images/Tanh.png -------------------------------------------------------------------------------- /docs/images/Tanh_LU.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/images/Tanh_LU.png -------------------------------------------------------------------------------- /docs/images/augmix.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/images/augmix.png -------------------------------------------------------------------------------- /docs/images/pretrained_weights.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/images/pretrained_weights.png -------------------------------------------------------------------------------- /docs/images/random_erase.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/images/random_erase.png -------------------------------------------------------------------------------- /docs/images/resnet34.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/images/resnet34.png -------------------------------------------------------------------------------- /docs/index.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/index.html -------------------------------------------------------------------------------- /docs/jsd_cross_entropy.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/jsd_cross_entropy.html -------------------------------------------------------------------------------- /docs/loss.cross_entropy.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/loss.cross_entropy.html -------------------------------------------------------------------------------- /docs/loss.jsd_cross_entropy.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/loss.jsd_cross_entropy.html -------------------------------------------------------------------------------- /docs/mixup_cutmix.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/mixup_cutmix.html -------------------------------------------------------------------------------- /docs/model_architectures.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/model_architectures.html -------------------------------------------------------------------------------- /docs/models.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/models.html -------------------------------------------------------------------------------- /docs/plateau.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/plateau.html -------------------------------------------------------------------------------- /docs/random_resized_crop.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/random_resized_crop.html -------------------------------------------------------------------------------- /docs/schedulers.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/schedulers.html -------------------------------------------------------------------------------- /docs/sidebar.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/sidebar.json -------------------------------------------------------------------------------- /docs/sitemap.xml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/sitemap.xml -------------------------------------------------------------------------------- /docs/stepLR.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/stepLR.html -------------------------------------------------------------------------------- /docs/tanh.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/tanh.html -------------------------------------------------------------------------------- /docs/training.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/training.html -------------------------------------------------------------------------------- /docs/training_modelEMA.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/training_modelEMA.html -------------------------------------------------------------------------------- /docs/training_scripts.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/training_scripts.html -------------------------------------------------------------------------------- /docs/tutorial_feature_extractor.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/tutorial_feature_extractor.html -------------------------------------------------------------------------------- /docs/tutorial_splitbn.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/tutorial_splitbn.html -------------------------------------------------------------------------------- /docs/tutorial_unet.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/docs/tutorial_unet.html -------------------------------------------------------------------------------- /nbs/.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/.gitattributes -------------------------------------------------------------------------------- /nbs/00a_model_architectures.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/00a_model_architectures.ipynb -------------------------------------------------------------------------------- /nbs/00b_models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/00b_models.ipynb -------------------------------------------------------------------------------- /nbs/00c_create_model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/00c_create_model.ipynb -------------------------------------------------------------------------------- /nbs/01a_training_scripts.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/01a_training_scripts.ipynb -------------------------------------------------------------------------------- /nbs/01b_training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/01b_training.ipynb -------------------------------------------------------------------------------- /nbs/01c_training_modelEMA.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/01c_training_modelEMA.ipynb -------------------------------------------------------------------------------- /nbs/02_dataset.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/02_dataset.ipynb -------------------------------------------------------------------------------- /nbs/02b_dataloader.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/02b_dataloader.ipynb -------------------------------------------------------------------------------- /nbs/03_loss.cross_entropy.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/03_loss.cross_entropy.ipynb -------------------------------------------------------------------------------- /nbs/03b_asymmetric_loss.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/03b_asymmetric_loss.ipynb -------------------------------------------------------------------------------- /nbs/03c_jsd_cross_entropy.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/03c_jsd_cross_entropy.ipynb -------------------------------------------------------------------------------- /nbs/04_Optimizers.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/04_Optimizers.ipynb -------------------------------------------------------------------------------- /nbs/05a_mixup_cutmix.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/05a_mixup_cutmix.ipynb -------------------------------------------------------------------------------- /nbs/05b_RandAugment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/05b_RandAugment.ipynb -------------------------------------------------------------------------------- /nbs/05c_RandomErase.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/05c_RandomErase.ipynb -------------------------------------------------------------------------------- /nbs/05d_AutoAugment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/05d_AutoAugment.ipynb -------------------------------------------------------------------------------- /nbs/05e_random_resized_crop.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/05e_random_resized_crop.ipynb -------------------------------------------------------------------------------- /nbs/06a_tutorial_feature_extractor.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/06a_tutorial_feature_extractor.ipynb -------------------------------------------------------------------------------- /nbs/06b_tutorial_splitbn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/06b_tutorial_splitbn.ipynb -------------------------------------------------------------------------------- /nbs/07_schedulers.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/07_schedulers.ipynb -------------------------------------------------------------------------------- /nbs/07b_SGDR.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/07b_SGDR.ipynb -------------------------------------------------------------------------------- /nbs/07c_stepLR.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/07c_stepLR.ipynb -------------------------------------------------------------------------------- /nbs/07d_tanh.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/07d_tanh.ipynb -------------------------------------------------------------------------------- /nbs/07e_plateau.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/07e_plateau.ipynb -------------------------------------------------------------------------------- /nbs/images/SGDR.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/images/SGDR.png -------------------------------------------------------------------------------- /nbs/images/SGDR_params.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/images/SGDR_params.png -------------------------------------------------------------------------------- /nbs/images/StepLR.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/images/StepLR.png -------------------------------------------------------------------------------- /nbs/images/Tanh.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/images/Tanh.png -------------------------------------------------------------------------------- /nbs/images/Tanh_LU.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/images/Tanh_LU.png -------------------------------------------------------------------------------- /nbs/images/augmix.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/images/augmix.png -------------------------------------------------------------------------------- /nbs/images/cat.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/images/cat.jpg -------------------------------------------------------------------------------- /nbs/images/pretrained_weights.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/images/pretrained_weights.png -------------------------------------------------------------------------------- /nbs/images/random_erase.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/images/random_erase.png -------------------------------------------------------------------------------- /nbs/images/resnet34.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/images/resnet34.png -------------------------------------------------------------------------------- /nbs/index.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/nbs/index.ipynb -------------------------------------------------------------------------------- /settings.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/settings.ini -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/setup.py -------------------------------------------------------------------------------- /timmdocs/__init__.py: -------------------------------------------------------------------------------- 1 | __version__ = "0.0.1" 2 | -------------------------------------------------------------------------------- /timmdocs/_nbdev.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fastai/timmdocs/HEAD/timmdocs/_nbdev.py -------------------------------------------------------------------------------- /timmdocs/core.py: -------------------------------------------------------------------------------- 1 | # AUTOGENERATED! DO NOT EDIT! File to edit: 00_core.ipynb (unless otherwise specified). 2 | 3 | __all__ = [] --------------------------------------------------------------------------------