├── README.md ├── SaGe ├── __init__.py ├── apis │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── train.cpython-36.pyc │ │ └── train.cpython-37.pyc │ ├── checkpoint.py │ ├── sage_eval.py │ ├── sage_runner.py │ ├── train.py │ └── train_eval.py ├── datasets │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── base.cpython-36.pyc │ │ ├── base.cpython-37.pyc │ │ ├── builder.cpython-36.pyc │ │ ├── builder.cpython-37.pyc │ │ ├── byol.cpython-36.pyc │ │ ├── byol.cpython-37.pyc │ │ ├── classification.cpython-36.pyc │ │ ├── classification.cpython-37.pyc │ │ ├── contrastive.cpython-36.pyc │ │ ├── contrastive.cpython-37.pyc │ │ ├── dataset_wrappers.cpython-36.pyc │ │ ├── dataset_wrappers.cpython-37.pyc │ │ ├── deepcluster.cpython-36.pyc │ │ ├── deepcluster.cpython-37.pyc │ │ ├── extraction.cpython-36.pyc │ │ ├── extraction.cpython-37.pyc │ │ ├── npid.cpython-36.pyc │ │ ├── npid.cpython-37.pyc │ │ ├── registry.cpython-36.pyc │ │ ├── registry.cpython-37.pyc │ │ ├── relative_loc.cpython-36.pyc │ │ ├── relative_loc.cpython-37.pyc │ │ ├── rotation_pred.cpython-36.pyc │ │ ├── rotation_pred.cpython-37.pyc │ │ ├── utils.cpython-36.pyc │ │ └── utils.cpython-37.pyc │ ├── base.py │ ├── builder.py │ ├── classification.py │ ├── data_sources │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── cifar.cpython-36.pyc │ │ │ ├── cifar.cpython-37.pyc │ │ │ ├── image_list.cpython-36.pyc │ │ │ ├── image_list.cpython-37.pyc │ │ │ ├── imagenet.cpython-36.pyc │ │ │ ├── imagenet.cpython-37.pyc │ │ │ ├── places205.cpython-36.pyc │ │ │ ├── places205.cpython-37.pyc │ │ │ ├── utils.cpython-36.pyc │ │ │ └── utils.cpython-37.pyc │ │ ├── cifar.py │ │ ├── image_list.py │ │ ├── imagenet.py │ │ ├── places205.py │ │ └── utils.py │ ├── dataset_wrappers.py │ ├── extraction.py │ ├── loader │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── build_loader.cpython-36.pyc │ │ │ ├── build_loader.cpython-37.pyc │ │ │ ├── sampler.cpython-36.pyc │ │ │ └── sampler.cpython-37.pyc │ │ ├── build_loader.py │ │ └── sampler.py │ ├── npid.py │ ├── pipelines │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── transforms.cpython-36.pyc │ │ │ └── transforms.cpython-37.pyc │ │ └── transforms.py │ ├── registry.py │ ├── relative_loc.py │ ├── rotation_pred.py │ ├── sage.py │ └── utils.py ├── hooks │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── builder.cpython-36.pyc │ │ ├── builder.cpython-37.pyc │ │ ├── byol_hook.cpython-36.pyc │ │ ├── byol_hook.cpython-37.pyc │ │ ├── deepcluster_hook.cpython-36.pyc │ │ ├── deepcluster_hook.cpython-37.pyc │ │ ├── extractor.cpython-36.pyc │ │ ├── extractor.cpython-37.pyc │ │ ├── odc_hook.cpython-37.pyc │ │ ├── optimizer_hook.cpython-36.pyc │ │ ├── optimizer_hook.cpython-37.pyc │ │ ├── registry.cpython-36.pyc │ │ ├── registry.cpython-37.pyc │ │ ├── validate_hook.cpython-36.pyc │ │ └── validate_hook.cpython-37.pyc │ ├── builder.py │ ├── byol_hook.py │ ├── checkpoint_hook.py │ ├── decoder_lr_updater_hook.py │ ├── deepcluster_hook.py │ ├── dist_utils.py │ ├── extractor.py │ ├── odc_hook.py │ ├── optimizer_decoder_hook.py │ ├── optimizer_hook.py │ ├── registry.py │ ├── text_logger_hook.py │ └── validate_hook.py ├── models │ ├── SaGe.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── builder.cpython-36.pyc │ │ ├── builder.cpython-37.pyc │ │ ├── byol.cpython-36.pyc │ │ ├── byol.cpython-37.pyc │ │ ├── byol_densecl.cpython-36.pyc │ │ ├── byol_match.cpython-36.pyc │ │ ├── byol_trans.cpython-36.pyc │ │ ├── classification.cpython-36.pyc │ │ ├── classification.cpython-37.pyc │ │ ├── deepcluster.cpython-36.pyc │ │ ├── deepcluster.cpython-37.pyc │ │ ├── moco.cpython-36.pyc │ │ ├── moco.cpython-37.pyc │ │ ├── necks.cpython-36.pyc │ │ ├── necks.cpython-37.pyc │ │ ├── npid.cpython-36.pyc │ │ ├── npid.cpython-37.pyc │ │ ├── odc.cpython-36.pyc │ │ ├── odc.cpython-37.pyc │ │ ├── registry.cpython-36.pyc │ │ ├── registry.cpython-37.pyc │ │ ├── relative_loc.cpython-36.pyc │ │ ├── relative_loc.cpython-37.pyc │ │ ├── rotation_pred.cpython-36.pyc │ │ ├── rotation_pred.cpython-37.pyc │ │ ├── simclr.cpython-36.pyc │ │ ├── simclr.cpython-37.pyc │ │ └── trans_neck.cpython-36.pyc │ ├── backbones │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── resnet.cpython-36.pyc │ │ │ └── resnet.cpython-37.pyc │ │ └── resnet.py │ ├── builder.py │ ├── classification.py │ ├── decoder.py │ ├── heads │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── cls_head.cpython-36.pyc │ │ │ ├── cls_head.cpython-37.pyc │ │ │ ├── contrastive_head.cpython-36.pyc │ │ │ ├── contrastive_head.cpython-37.pyc │ │ │ ├── latent_pred_head.cpython-36.pyc │ │ │ ├── latent_pred_head.cpython-37.pyc │ │ │ ├── multi_cls_head.cpython-36.pyc │ │ │ └── multi_cls_head.cpython-37.pyc │ │ ├── cls_head.py │ │ ├── contrastive_head.py │ │ ├── latent_pred_head.py │ │ └── multi_cls_head.py │ ├── necks.py │ ├── npid.py │ ├── odc.py │ ├── registry.py │ ├── relative_loc.py │ ├── resnet.py │ ├── rf_config.py │ ├── rotation_pred.py │ └── trans_neck.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── alias_multinomial.cpython-36.pyc │ ├── alias_multinomial.cpython-37.pyc │ ├── collect.cpython-36.pyc │ ├── collect.cpython-37.pyc │ ├── collect_env.cpython-36.pyc │ ├── collect_env.cpython-37.pyc │ ├── config_tools.cpython-36.pyc │ ├── config_tools.cpython-37.pyc │ ├── flops_counter.cpython-36.pyc │ ├── flops_counter.cpython-37.pyc │ ├── gather.cpython-36.pyc │ ├── gather.cpython-37.pyc │ ├── logger.cpython-36.pyc │ ├── logger.cpython-37.pyc │ ├── optimizers.cpython-36.pyc │ ├── optimizers.cpython-37.pyc │ ├── registry.cpython-36.pyc │ ├── registry.cpython-37.pyc │ └── vis.cpython-36.pyc │ ├── alias_multinomial.py │ ├── collect.py │ ├── collect_env.py │ ├── config_tools.py │ ├── contextmanagers.py │ ├── flops_counter.py │ ├── gather.py │ ├── logger.py │ ├── misc.py │ ├── optimizers.py │ ├── profiling.py │ ├── registry.py │ └── vis.py ├── configs ├── base.py ├── benchmarks │ ├── linear_classification │ │ ├── imagenet │ │ │ ├── r50_last.py │ │ │ └── r50_last_byol.py │ │ └── places205 │ │ │ ├── r50_multihead.py │ │ │ └── r50_multihead_sobel.py │ └── semi_classification │ │ ├── imagenet_10percent │ │ ├── base.py │ │ ├── r50_lr0_001_head1.py │ │ ├── r50_lr0_001_head10.py │ │ ├── r50_lr0_001_head100.py │ │ ├── r50_lr0_01_head1.py │ │ ├── r50_lr0_01_head10.py │ │ ├── r50_lr0_01_head100.py │ │ ├── r50_lr0_01_head1_sobel.py │ │ ├── r50_lr0_1_head1.py │ │ ├── r50_lr0_1_head10.py │ │ └── r50_lr0_1_head100.py │ │ └── imagenet_1percent │ │ ├── base.py │ │ ├── r50_lr0_001_head1.py │ │ ├── r50_lr0_001_head10.py │ │ ├── r50_lr0_001_head100.py │ │ ├── r50_lr0_01_head1.py │ │ ├── r50_lr0_01_head10.py │ │ ├── r50_lr0_01_head100.py │ │ ├── r50_lr0_01_head1_sobel.py │ │ ├── r50_lr0_1_head1.py │ │ ├── r50_lr0_1_head10.py │ │ └── r50_lr0_1_head100.py ├── classification │ ├── cifar10 │ │ └── r50.py │ └── imagenet │ │ └── r50.py └── selfsup │ └── sage │ └── r50_bs64_acc8_ep300.py ├── data └── imagenet │ └── meta │ ├── train │ ├── train_labeled │ ├── val │ └── val_labeled ├── img ├── pipeline.png └── vis.png ├── requirements ├── runtime.txt └── tests.txt ├── startup-imagenet-eval.py ├── startup.py ├── startup_multi_nodes.py └── tools ├── count_parameters.py ├── dist_extract.sh ├── dist_test.sh ├── dist_train.sh ├── extract.py ├── extract_backbone_weights.py ├── kill.sh ├── prepare_data ├── convert_subset.py ├── create_voc_data_files.py ├── 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