├── LICENSE ├── MANIFEST.in ├── MESA_train.py ├── README.md ├── SAF_train.py ├── avg_checkpoints.py ├── benchmark.py ├── clean_checkpoint.py ├── convert ├── convert_from_mxnet.py └── convert_nest_flax.py ├── distributed_train.sh ├── distributed_val.sh ├── docs ├── archived_changes.md ├── changes.md ├── feature_extraction.md ├── index.md ├── javascripts │ └── tables.js ├── models.md ├── models │ ├── .pages │ ├── .templates │ │ ├── code_snippets.md │ │ ├── generate_readmes.py │ │ └── models │ │ │ ├── adversarial-inception-v3.md │ │ │ ├── advprop.md │ │ │ ├── big-transfer.md │ │ │ ├── csp-darknet.md │ │ │ ├── csp-resnet.md │ │ │ ├── csp-resnext.md │ │ │ ├── densenet.md │ │ │ ├── dla.md │ │ │ ├── dpn.md │ │ │ ├── ecaresnet.md │ │ │ ├── efficientnet-pruned.md │ │ │ ├── efficientnet.md │ │ │ ├── ensemble-adversarial.md │ │ │ ├── ese-vovnet.md │ │ │ ├── fbnet.md │ │ │ ├── gloun-inception-v3.md │ │ │ ├── gloun-resnet.md │ │ │ ├── gloun-resnext.md │ │ │ ├── gloun-senet.md │ │ │ ├── gloun-seresnext.md │ │ │ ├── gloun-xception.md │ │ │ ├── hrnet.md │ │ │ ├── ig-resnext.md │ │ │ ├── inception-resnet-v2.md │ │ │ ├── inception-v3.md │ │ │ ├── inception-v4.md │ │ │ ├── legacy-se-resnet.md │ │ │ ├── legacy-se-resnext.md │ │ │ ├── legacy-senet.md │ │ │ ├── mixnet.md │ │ │ ├── mnasnet.md │ │ │ ├── mobilenet-v2.md │ │ │ ├── mobilenet-v3.md │ │ │ ├── nasnet.md │ │ │ ├── noisy-student.md │ │ │ ├── pnasnet.md │ │ │ ├── regnetx.md │ │ │ ├── regnety.md │ │ │ ├── res2net.md │ │ │ ├── res2next.md │ │ │ ├── resnest.md │ │ │ ├── resnet-d.md │ │ │ ├── resnet.md │ │ │ ├── resnext.md │ │ │ ├── rexnet.md │ │ │ ├── se-resnet.md │ │ │ ├── selecsls.md │ │ │ ├── seresnext.md │ │ │ ├── skresnet.md │ │ │ ├── skresnext.md │ │ │ ├── spnasnet.md │ │ │ ├── ssl-resnet.md │ │ │ ├── ssl-resnext.md │ │ │ ├── swsl-resnet.md │ │ │ ├── swsl-resnext.md │ │ │ ├── tf-efficientnet-condconv.md │ │ │ ├── tf-efficientnet-lite.md │ │ │ ├── tf-efficientnet.md │ │ │ ├── tf-inception-v3.md │ │ │ ├── tf-mixnet.md │ │ │ ├── tf-mobilenet-v3.md │ │ │ ├── tresnet.md │ │ │ ├── vision-transformer.md │ │ │ ├── wide-resnet.md │ │ │ └── xception.md │ ├── adversarial-inception-v3.md │ ├── advprop.md │ ├── big-transfer.md │ ├── csp-darknet.md │ ├── csp-resnet.md │ ├── csp-resnext.md │ ├── densenet.md │ ├── dla.md │ ├── dpn.md │ ├── ecaresnet.md │ ├── efficientnet-pruned.md │ ├── efficientnet.md │ ├── ensemble-adversarial.md │ ├── ese-vovnet.md │ ├── fbnet.md │ ├── gloun-inception-v3.md │ ├── gloun-resnet.md │ ├── gloun-resnext.md │ ├── gloun-senet.md │ ├── gloun-seresnext.md │ ├── gloun-xception.md │ ├── hrnet.md │ ├── ig-resnext.md │ ├── inception-resnet-v2.md │ ├── inception-v3.md │ ├── inception-v4.md │ ├── legacy-se-resnet.md │ ├── legacy-se-resnext.md │ ├── legacy-senet.md │ ├── mixnet.md │ ├── mnasnet.md │ ├── mobilenet-v2.md │ ├── mobilenet-v3.md │ ├── nasnet.md │ ├── noisy-student.md │ ├── pnasnet.md │ ├── regnetx.md │ ├── regnety.md │ ├── res2net.md │ ├── res2next.md │ ├── resnest.md │ ├── resnet-d.md │ ├── resnet.md │ ├── resnext.md │ ├── rexnet.md │ ├── se-resnet.md │ ├── selecsls.md │ ├── seresnext.md │ ├── skresnet.md │ ├── skresnext.md │ ├── spnasnet.md │ ├── ssl-resnet.md │ ├── ssl-resnext.md │ ├── swsl-resnet.md │ ├── swsl-resnext.md │ ├── tf-efficientnet-condconv.md │ ├── tf-efficientnet-lite.md │ ├── tf-efficientnet.md │ ├── tf-inception-v3.md │ ├── tf-mixnet.md │ ├── tf-mobilenet-v3.md │ ├── tresnet.md │ ├── vision-transformer.md │ ├── wide-resnet.md │ └── xception.md ├── results.md ├── scripts.md └── training_hparam_examples.md ├── epochago.sh ├── hubconf.py ├── idle.py ├── inference.py ├── mkdocs.yml ├── model-index.yml ├── notebooks ├── EffResNetComparison.ipynb └── GeneralizationToImageNetV2.ipynb ├── nv_run.sh ├── requirements-docs.txt ├── requirements-modelindex.txt ├── requirements.txt ├── results ├── README.md ├── generate_csv_results.py ├── imagenet21k_goog_synsets.txt ├── imagenet_a_indices.txt ├── imagenet_a_synsets.txt ├── imagenet_r_indices.txt ├── imagenet_r_synsets.txt ├── imagenet_real_labels.json ├── imagenet_synsets.txt ├── model_benchmark_amp_nchw_rtx3090.csv ├── model_metadata_in1k.csv ├── results-imagenet-a-clean.csv ├── results-imagenet-a.csv ├── results-imagenet-r-clean.csv ├── results-imagenet-r.csv ├── results-imagenet-real.csv ├── results-imagenet.csv ├── results-imagenetv2-matched-frequency.csv └── results-sketch.csv ├── run.sh ├── run_dist.sh ├── setup.cfg ├── setup.py ├── tests ├── __init__.py ├── test_layers.py ├── test_models.py ├── test_optim.py └── test_utils.py ├── timm ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-38.pyc │ ├── version.cpython-36.pyc │ └── version.cpython-38.pyc ├── data │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── auto_augment.cpython-36.pyc │ │ ├── auto_augment.cpython-38.pyc │ │ ├── config.cpython-36.pyc │ │ ├── config.cpython-38.pyc │ │ ├── constants.cpython-36.pyc │ │ ├── constants.cpython-38.pyc │ │ ├── dataset.cpython-36.pyc │ │ ├── dataset.cpython-38.pyc │ │ ├── dataset_factory.cpython-36.pyc │ │ ├── dataset_factory.cpython-38.pyc │ │ ├── distributed_sampler.cpython-36.pyc │ │ ├── distributed_sampler.cpython-38.pyc │ │ ├── loader.cpython-36.pyc │ │ ├── loader.cpython-38.pyc │ │ ├── mixup.cpython-36.pyc │ │ ├── mixup.cpython-38.pyc │ │ ├── random_erasing.cpython-36.pyc │ │ ├── random_erasing.cpython-38.pyc │ │ ├── real_labels.cpython-36.pyc │ │ ├── real_labels.cpython-38.pyc │ │ ├── transforms.cpython-36.pyc │ │ ├── transforms.cpython-38.pyc │ │ ├── transforms_factory.cpython-36.pyc │ │ └── transforms_factory.cpython-38.pyc │ ├── auto_augment.py │ ├── config.py │ ├── constants.py │ ├── dataset.py │ ├── dataset_factory.py │ ├── distributed_sampler.py │ ├── loader.py │ ├── mixup.py │ ├── parsers │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── class_map.cpython-36.pyc │ │ │ ├── class_map.cpython-38.pyc │ │ │ ├── constants.cpython-36.pyc │ │ │ ├── constants.cpython-38.pyc │ │ │ ├── parser.cpython-36.pyc │ │ │ ├── parser.cpython-38.pyc │ │ │ ├── parser_factory.cpython-36.pyc │ │ │ ├── parser_factory.cpython-38.pyc │ │ │ ├── parser_image_folder.cpython-36.pyc │ │ │ ├── parser_image_folder.cpython-38.pyc │ │ │ ├── parser_image_in_tar.cpython-36.pyc │ │ │ ├── parser_image_in_tar.cpython-38.pyc │ │ │ ├── parser_image_tar.cpython-36.pyc │ │ │ └── parser_image_tar.cpython-38.pyc │ │ ├── class_map.py │ │ ├── constants.py │ │ ├── parser.py │ │ ├── parser_factory.py │ │ ├── parser_image_folder.py │ │ ├── parser_image_in_tar.py │ │ ├── parser_image_tar.py │ │ └── parser_tfds.py │ ├── random_erasing.py │ ├── real_labels.py │ ├── tf_preprocessing.py │ ├── transforms.py │ └── transforms_factory.py ├── loss │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── asymmetric_loss.cpython-36.pyc │ │ ├── asymmetric_loss.cpython-38.pyc │ │ ├── binary_cross_entropy.cpython-36.pyc │ │ ├── binary_cross_entropy.cpython-38.pyc │ │ ├── cross_entropy.cpython-36.pyc │ │ ├── cross_entropy.cpython-38.pyc │ │ ├── jsd.cpython-36.pyc │ │ └── jsd.cpython-38.pyc │ ├── asymmetric_loss.py │ ├── binary_cross_entropy.py │ ├── cross_entropy.py │ └── jsd.py ├── models │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── beit.cpython-36.pyc │ │ ├── beit.cpython-38.pyc │ │ ├── byoanet.cpython-36.pyc │ │ ├── byoanet.cpython-38.pyc │ │ ├── byobnet.cpython-36.pyc │ │ ├── byobnet.cpython-38.pyc │ │ ├── cait.cpython-36.pyc │ │ ├── cait.cpython-38.pyc │ │ ├── coat.cpython-36.pyc │ │ ├── coat.cpython-38.pyc │ │ ├── convit.cpython-36.pyc │ │ ├── convit.cpython-38.pyc │ │ ├── convmixer.cpython-36.pyc │ │ ├── convmixer.cpython-38.pyc │ │ ├── crossvit.cpython-36.pyc │ │ ├── crossvit.cpython-38.pyc │ │ ├── cspnet.cpython-36.pyc │ │ ├── cspnet.cpython-38.pyc │ │ ├── densenet.cpython-36.pyc │ │ ├── densenet.cpython-38.pyc │ │ ├── dla.cpython-36.pyc │ │ ├── dla.cpython-38.pyc │ │ ├── dpn.cpython-36.pyc │ │ ├── dpn.cpython-38.pyc │ │ ├── efficientnet.cpython-36.pyc │ │ ├── efficientnet.cpython-38.pyc │ │ ├── efficientnet_blocks.cpython-36.pyc │ │ ├── efficientnet_blocks.cpython-38.pyc │ │ ├── efficientnet_builder.cpython-36.pyc │ │ ├── efficientnet_builder.cpython-38.pyc │ │ ├── factory.cpython-36.pyc │ │ ├── factory.cpython-38.pyc │ │ ├── features.cpython-36.pyc │ │ ├── features.cpython-38.pyc │ │ ├── fx_features.cpython-36.pyc │ │ ├── fx_features.cpython-38.pyc │ │ ├── ghostnet.cpython-36.pyc │ │ ├── ghostnet.cpython-38.pyc │ │ ├── gluon_resnet.cpython-36.pyc │ │ ├── gluon_resnet.cpython-38.pyc │ │ ├── gluon_xception.cpython-36.pyc │ │ ├── gluon_xception.cpython-38.pyc │ │ ├── hardcorenas.cpython-36.pyc │ │ ├── hardcorenas.cpython-38.pyc │ │ ├── helpers.cpython-36.pyc │ │ ├── helpers.cpython-38.pyc │ │ ├── hrnet.cpython-36.pyc │ │ ├── hrnet.cpython-38.pyc │ │ ├── hub.cpython-36.pyc │ │ ├── hub.cpython-38.pyc │ │ ├── inception_resnet_v2.cpython-36.pyc │ │ ├── inception_resnet_v2.cpython-38.pyc │ │ ├── inception_v3.cpython-36.pyc │ │ ├── inception_v3.cpython-38.pyc │ │ ├── inception_v4.cpython-36.pyc │ │ ├── inception_v4.cpython-38.pyc │ │ ├── levit.cpython-36.pyc │ │ ├── levit.cpython-38.pyc │ │ ├── mlp_mixer.cpython-36.pyc │ │ ├── mlp_mixer.cpython-38.pyc │ │ ├── mobilenetv3.cpython-36.pyc │ │ ├── mobilenetv3.cpython-38.pyc │ │ ├── nasnet.cpython-36.pyc │ │ ├── nasnet.cpython-38.pyc │ │ ├── nest.cpython-36.pyc │ │ ├── nest.cpython-38.pyc │ │ ├── nfnet.cpython-36.pyc │ │ ├── nfnet.cpython-38.pyc │ │ ├── pit.cpython-36.pyc │ │ ├── pit.cpython-38.pyc │ │ ├── pnasnet.cpython-36.pyc │ │ ├── pnasnet.cpython-38.pyc │ │ ├── registry.cpython-36.pyc │ │ ├── registry.cpython-38.pyc │ │ ├── regnet.cpython-36.pyc │ │ ├── regnet.cpython-38.pyc │ │ ├── res2net.cpython-36.pyc │ │ ├── res2net.cpython-38.pyc │ │ ├── resnest.cpython-36.pyc │ │ ├── resnest.cpython-38.pyc │ │ ├── resnet.cpython-36.pyc │ │ ├── resnet.cpython-38.pyc │ │ ├── resnetv2.cpython-36.pyc │ │ ├── resnetv2.cpython-38.pyc │ │ ├── rexnet.cpython-36.pyc │ │ ├── rexnet.cpython-38.pyc │ │ ├── selecsls.cpython-36.pyc │ │ ├── selecsls.cpython-38.pyc │ │ ├── senet.cpython-36.pyc │ │ ├── senet.cpython-38.pyc │ │ ├── sknet.cpython-36.pyc │ │ ├── sknet.cpython-38.pyc │ │ ├── swin_transformer.cpython-36.pyc │ │ ├── swin_transformer.cpython-38.pyc │ │ ├── tnt.cpython-36.pyc │ │ ├── tnt.cpython-38.pyc │ │ ├── tresnet.cpython-36.pyc │ │ ├── tresnet.cpython-38.pyc │ │ ├── twins.cpython-36.pyc │ │ ├── twins.cpython-38.pyc │ │ ├── vgg.cpython-36.pyc │ │ ├── vgg.cpython-38.pyc │ │ ├── visformer.cpython-36.pyc │ │ ├── visformer.cpython-38.pyc │ │ ├── vision_transformer.cpython-36.pyc │ │ ├── vision_transformer.cpython-38.pyc │ │ ├── vision_transformer_hybrid.cpython-36.pyc │ │ ├── vision_transformer_hybrid.cpython-38.pyc │ │ ├── vovnet.cpython-36.pyc │ │ ├── vovnet.cpython-38.pyc │ │ ├── xception.cpython-36.pyc │ │ ├── xception.cpython-38.pyc │ │ ├── xception_aligned.cpython-36.pyc │ │ ├── xception_aligned.cpython-38.pyc │ │ ├── xcit.cpython-36.pyc │ │ └── xcit.cpython-38.pyc │ ├── beit.py │ ├── byoanet.py │ ├── byobnet.py │ ├── cait.py │ ├── coat.py │ ├── convit.py │ ├── convmixer.py │ ├── crossvit.py │ ├── cspnet.py │ ├── densenet.py │ ├── dla.py │ ├── dpn.py │ ├── efficientnet.py │ ├── efficientnet_blocks.py │ ├── efficientnet_builder.py │ ├── factory.py │ ├── features.py │ ├── fx_features.py │ ├── ghostnet.py │ ├── gluon_resnet.py │ ├── gluon_xception.py │ ├── hardcorenas.py │ ├── helpers.py │ ├── hrnet.py │ ├── hub.py │ ├── inception_resnet_v2.py │ ├── inception_v3.py │ ├── inception_v4.py │ ├── layers │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── activations.cpython-36.pyc │ │ │ ├── activations.cpython-38.pyc │ │ │ ├── activations_jit.cpython-36.pyc │ │ │ ├── activations_jit.cpython-38.pyc │ │ │ ├── activations_me.cpython-36.pyc │ │ │ ├── activations_me.cpython-38.pyc │ │ │ ├── adaptive_avgmax_pool.cpython-36.pyc │ │ │ ├── adaptive_avgmax_pool.cpython-38.pyc │ │ │ ├── blur_pool.cpython-36.pyc │ │ │ ├── blur_pool.cpython-38.pyc │ │ │ ├── bottleneck_attn.cpython-36.pyc │ │ │ ├── bottleneck_attn.cpython-38.pyc │ │ │ ├── cbam.cpython-36.pyc │ │ │ ├── cbam.cpython-38.pyc │ │ │ ├── classifier.cpython-36.pyc │ │ │ ├── classifier.cpython-38.pyc │ │ │ ├── cond_conv2d.cpython-36.pyc │ │ │ ├── cond_conv2d.cpython-38.pyc │ │ │ ├── config.cpython-36.pyc │ │ │ ├── config.cpython-38.pyc │ │ │ ├── conv2d_same.cpython-36.pyc │ │ │ ├── conv2d_same.cpython-38.pyc │ │ │ ├── conv_bn_act.cpython-36.pyc │ │ │ ├── conv_bn_act.cpython-38.pyc │ │ │ ├── create_act.cpython-36.pyc │ │ │ ├── create_act.cpython-38.pyc │ │ │ ├── create_attn.cpython-36.pyc │ │ │ ├── create_attn.cpython-38.pyc │ │ │ ├── create_conv2d.cpython-36.pyc │ │ │ ├── create_conv2d.cpython-38.pyc │ │ │ ├── create_norm_act.cpython-36.pyc │ │ │ ├── create_norm_act.cpython-38.pyc │ │ │ ├── drop.cpython-36.pyc │ │ │ ├── drop.cpython-38.pyc │ │ │ ├── eca.cpython-36.pyc │ │ │ ├── eca.cpython-38.pyc │ │ │ ├── evo_norm.cpython-36.pyc │ │ │ ├── evo_norm.cpython-38.pyc │ │ │ ├── gather_excite.cpython-36.pyc │ │ │ ├── gather_excite.cpython-38.pyc │ │ │ ├── global_context.cpython-36.pyc │ │ │ ├── global_context.cpython-38.pyc │ │ │ ├── halo_attn.cpython-36.pyc │ │ │ ├── halo_attn.cpython-38.pyc │ │ │ ├── helpers.cpython-36.pyc │ │ │ ├── helpers.cpython-38.pyc │ │ │ ├── inplace_abn.cpython-36.pyc │ │ │ ├── inplace_abn.cpython-38.pyc │ │ │ ├── lambda_layer.cpython-36.pyc │ │ │ ├── lambda_layer.cpython-38.pyc │ │ │ ├── linear.cpython-36.pyc │ │ │ ├── linear.cpython-38.pyc │ │ │ ├── mixed_conv2d.cpython-36.pyc │ │ │ ├── mixed_conv2d.cpython-38.pyc │ │ │ ├── mlp.cpython-36.pyc │ │ │ ├── mlp.cpython-38.pyc │ │ │ ├── non_local_attn.cpython-36.pyc │ │ │ ├── non_local_attn.cpython-38.pyc │ │ │ ├── norm.cpython-36.pyc │ │ │ ├── norm.cpython-38.pyc │ │ │ ├── norm_act.cpython-36.pyc │ │ │ ├── norm_act.cpython-38.pyc │ │ │ ├── padding.cpython-36.pyc │ │ │ ├── padding.cpython-38.pyc │ │ │ ├── patch_embed.cpython-36.pyc │ │ │ ├── patch_embed.cpython-38.pyc │ │ │ ├── pool2d_same.cpython-36.pyc │ │ │ ├── pool2d_same.cpython-38.pyc │ │ │ ├── selective_kernel.cpython-36.pyc │ │ │ ├── selective_kernel.cpython-38.pyc │ │ │ ├── separable_conv.cpython-36.pyc │ │ │ ├── separable_conv.cpython-38.pyc │ │ │ ├── space_to_depth.cpython-36.pyc │ │ │ ├── space_to_depth.cpython-38.pyc │ │ │ ├── split_attn.cpython-36.pyc │ │ │ ├── split_attn.cpython-38.pyc │ │ │ ├── split_batchnorm.cpython-36.pyc │ │ │ ├── split_batchnorm.cpython-38.pyc │ │ │ ├── squeeze_excite.cpython-36.pyc │ │ │ ├── squeeze_excite.cpython-38.pyc │ │ │ ├── std_conv.cpython-36.pyc │ │ │ ├── std_conv.cpython-38.pyc │ │ │ ├── test_time_pool.cpython-36.pyc │ │ │ ├── test_time_pool.cpython-38.pyc │ │ │ ├── trace_utils.cpython-36.pyc │ │ │ ├── trace_utils.cpython-38.pyc │ │ │ ├── weight_init.cpython-36.pyc │ │ │ └── weight_init.cpython-38.pyc │ │ ├── activations.py │ │ ├── activations_jit.py │ │ ├── activations_me.py │ │ ├── adaptive_avgmax_pool.py │ │ ├── attention_pool2d.py │ │ ├── blur_pool.py │ │ ├── bottleneck_attn.py │ │ ├── cbam.py │ │ ├── classifier.py │ │ ├── cond_conv2d.py │ │ ├── config.py │ │ ├── conv2d_same.py │ │ ├── conv_bn_act.py │ │ ├── create_act.py │ │ ├── create_attn.py │ │ ├── create_conv2d.py │ │ ├── create_norm_act.py │ │ ├── drop.py │ │ ├── eca.py │ │ ├── evo_norm.py │ │ ├── gather_excite.py │ │ ├── global_context.py │ │ ├── halo_attn.py │ │ ├── helpers.py │ │ ├── inplace_abn.py │ │ ├── lambda_layer.py │ │ ├── linear.py │ │ ├── median_pool.py │ │ ├── mixed_conv2d.py │ │ ├── mlp.py │ │ ├── non_local_attn.py │ │ ├── norm.py │ │ ├── norm_act.py │ │ ├── padding.py │ │ ├── patch_embed.py │ │ ├── pool2d_same.py │ │ ├── selective_kernel.py │ │ ├── separable_conv.py │ │ ├── space_to_depth.py │ │ ├── split_attn.py │ │ ├── split_batchnorm.py │ │ ├── squeeze_excite.py │ │ ├── std_conv.py │ │ ├── test_time_pool.py │ │ ├── trace_utils.py │ │ └── weight_init.py │ ├── levit.py │ ├── mlp_mixer.py │ ├── mobilenetv3.py │ ├── nasnet.py │ ├── nest.py │ ├── nfnet.py │ ├── pit.py │ ├── pnasnet.py │ ├── pruned │ │ ├── ecaresnet101d_pruned.txt │ │ ├── ecaresnet50d_pruned.txt │ │ ├── efficientnet_b1_pruned.txt │ │ ├── efficientnet_b2_pruned.txt │ │ └── efficientnet_b3_pruned.txt │ ├── registry.py │ ├── regnet.py │ ├── res2net.py │ ├── resnest.py │ ├── resnet.py │ ├── resnetv2.py │ ├── rexnet.py │ ├── selecsls.py │ ├── senet.py │ ├── sknet.py │ ├── swin_transformer.py │ ├── tnt.py │ ├── tresnet.py │ ├── twins.py │ ├── vgg.py │ ├── visformer.py │ ├── vision_transformer.py │ ├── vision_transformer_hybrid.py │ ├── vovnet.py │ ├── xception.py │ ├── xception_aligned.py │ └── xcit.py ├── optim │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── adabelief.cpython-36.pyc │ │ ├── adabelief.cpython-38.pyc │ │ ├── adafactor.cpython-36.pyc │ │ ├── adafactor.cpython-38.pyc │ │ ├── adahessian.cpython-36.pyc │ │ ├── adahessian.cpython-38.pyc │ │ ├── adamp.cpython-36.pyc │ │ ├── adamp.cpython-38.pyc │ │ ├── adamw.cpython-36.pyc │ │ ├── adamw.cpython-38.pyc │ │ ├── lamb.cpython-36.pyc │ │ ├── lamb.cpython-38.pyc │ │ ├── lars.cpython-36.pyc │ │ ├── lars.cpython-38.pyc │ │ ├── lookahead.cpython-36.pyc │ │ ├── lookahead.cpython-38.pyc │ │ ├── madgrad.cpython-36.pyc │ │ ├── madgrad.cpython-38.pyc │ │ ├── nadam.cpython-36.pyc │ │ ├── nadam.cpython-38.pyc │ │ ├── nvnovograd.cpython-36.pyc │ │ ├── nvnovograd.cpython-38.pyc │ │ ├── optim_factory.cpython-36.pyc │ │ ├── optim_factory.cpython-38.pyc │ │ ├── radam.cpython-36.pyc │ │ ├── radam.cpython-38.pyc │ │ ├── rmsprop_tf.cpython-36.pyc │ │ ├── rmsprop_tf.cpython-38.pyc │ │ ├── sgdp.cpython-36.pyc │ │ └── sgdp.cpython-38.pyc │ ├── adabelief.py │ ├── adafactor.py │ ├── adahessian.py │ ├── adamp.py │ ├── adamw.py │ ├── lamb.py │ ├── lars.py │ ├── lookahead.py │ ├── madgrad.py │ ├── nadam.py │ ├── nvnovograd.py │ ├── optim_factory.py │ ├── radam.py │ ├── rmsprop_tf.py │ └── sgdp.py ├── scheduler │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── cosine_lr.cpython-36.pyc │ │ ├── cosine_lr.cpython-38.pyc │ │ ├── multistep_lr.cpython-36.pyc │ │ ├── multistep_lr.cpython-38.pyc │ │ ├── plateau_lr.cpython-36.pyc │ │ ├── plateau_lr.cpython-38.pyc │ │ ├── poly_lr.cpython-36.pyc │ │ ├── poly_lr.cpython-38.pyc │ │ ├── scheduler.cpython-36.pyc │ │ ├── scheduler.cpython-38.pyc │ │ ├── scheduler_factory.cpython-36.pyc │ │ ├── scheduler_factory.cpython-38.pyc │ │ ├── step_lr.cpython-36.pyc │ │ ├── step_lr.cpython-38.pyc │ │ ├── tanh_lr.cpython-36.pyc │ │ └── tanh_lr.cpython-38.pyc │ ├── cosine_lr.py │ ├── multistep_lr.py │ ├── plateau_lr.py │ ├── poly_lr.py │ ├── scheduler.py │ ├── scheduler_factory.py │ ├── step_lr.py │ └── tanh_lr.py ├── utils │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── agc.cpython-36.pyc │ │ ├── agc.cpython-38.pyc │ │ ├── checkpoint_saver.cpython-36.pyc │ │ ├── checkpoint_saver.cpython-38.pyc │ │ ├── clip_grad.cpython-36.pyc │ │ ├── clip_grad.cpython-38.pyc │ │ ├── cuda.cpython-36.pyc │ │ ├── cuda.cpython-38.pyc │ │ ├── distributed.cpython-36.pyc │ │ ├── distributed.cpython-38.pyc │ │ ├── jit.cpython-36.pyc │ │ ├── jit.cpython-38.pyc │ │ ├── log.cpython-36.pyc │ │ ├── log.cpython-38.pyc │ │ ├── metrics.cpython-36.pyc │ │ ├── metrics.cpython-38.pyc │ │ ├── misc.cpython-36.pyc │ │ ├── misc.cpython-38.pyc │ │ ├── model.cpython-36.pyc │ │ ├── model.cpython-38.pyc │ │ ├── model_ema.cpython-36.pyc │ │ ├── model_ema.cpython-38.pyc │ │ ├── random.cpython-36.pyc │ │ ├── random.cpython-38.pyc │ │ ├── summary.cpython-36.pyc │ │ └── summary.cpython-38.pyc │ ├── agc.py │ ├── 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