├── .github ├── lowshot_aug_L_white.svg └── schematic_contrastive_tuning.svg ├── .gitignore ├── LICENSE.md ├── PROBING.md ├── README.md ├── TODO.md ├── configs ├── __init__.py ├── cli_args.py ├── static_config.py ├── util.py └── wandb_config.py ├── datasets ├── __init__.py ├── base │ ├── __init__.py │ ├── dataset_base.py │ ├── image_folder.py │ ├── tv_image_folder.py │ └── xtransform_dataset_base.py ├── dummy_dataset.py ├── image_net.py ├── imagenet_a.py ├── imagenet_r.py ├── sample_wrappers │ ├── __init__.py │ ├── multi_crop_wrapper.py │ └── multi_view_wrapper.py └── transforms │ └── __init__.py ├── distributed ├── __init__.py ├── config.py ├── distributed_data_parallel.py ├── functional │ ├── __init__.py │ ├── all_gather_grad_autograd.py │ └── all_gather_grad_overwrite.py ├── gather.py └── run.py ├── docs ├── _config.yml ├── imgs │ ├── schematic.svg │ └── timeline.svg └── index.md ├── environment_linux.yml ├── eval_colorhist_random_performance.py ├── eval_knn.py ├── eval_probe.py ├── eval_probe_timm.py ├── freezers ├── __init__.py ├── base │ ├── __init__.py │ └── freezer_base.py ├── full_freezer.py └── vit_block_freezer.py ├── initializers ├── __init__.py ├── base │ ├── __init__.py │ ├── checkpoint_initializer.py │ └── initializer_base.py ├── default_initializer.py ├── functional.py ├── normal_initializer.py ├── pretrained_initializer.py ├── previous_run_initializer.py ├── resume_initializer.py └── trunc_normal_initializer.py ├── loggers ├── __init__.py ├── accuracy_classsubset_logger.py ├── accuracy_logger.py ├── base │ ├── __init__.py │ ├── dataset_logger.py │ ├── logger_base.py │ ├── multi_dataset_logger.py │ ├── noop_logger.py │ └── summary_logger.py ├── best_model_logger.py ├── checkpoint_logger.py ├── default_loggers │ ├── __init__.py │ ├── dataset_stats_logger.py │ ├── eta_logger.py │ ├── freezer_logger.py │ ├── lr_logger.py │ ├── online_loss_logger.py │ ├── param_count_logger.py │ ├── progress_logger.py │ └── train_time_logger.py ├── ema_logger.py ├── group_update_output_logger.py ├── knn_metrics_logger.py ├── loss_logger.py ├── offline_feature_logger.py ├── offline_label_logger.py ├── offline_logistic_regression_logger.py ├── online_accuracy_logger.py ├── online_probe_color_histogram_logger.py ├── online_probe_logger.py ├── stage_summarizers │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ └── stage_summarizer_base.py │ ├── best_metric_summarizer.py │ ├── group_best_metric_summarizer.py │ └── logreg_summarizer.py ├── summary_summarizers │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ └── summary_summarizer_base.py │ └── best_metric_summary_summarizer.py ├── update_output_logger.py └── writers │ ├── __init__.py │ ├── checkpoint_writer.py │ ├── log_writer.py │ └── noop_writer.py ├── logs └── probe │ ├── mae_base16.th │ ├── mae_huge14.th │ ├── mae_huge16.th │ ├── mae_large16.th │ ├── maect_base16.th │ ├── maect_huge14.th │ ├── maect_huge16.th │ ├── maect_large16.th │ ├── maectaug_base16.th │ ├── maectaug_huge14.th │ ├── maectaug_huge16.th │ └── maectaug_large16.th ├── losses ├── __init__.py ├── base │ ├── __init__.py │ └── color_histogram_loss.py ├── bce_loss.py ├── color_histogram_regression_loss.py ├── functional │ ├── __init__.py │ └── color_histogram_losses.py ├── mae_vit_loss.py └── nnclr_loss.py ├── main_train.py ├── metrics ├── __init__.py └── functional │ ├── __init__.py │ └── knn.py ├── models ├── __init__.py ├── base │ ├── __init__.py │ ├── composite_model_base.py │ ├── model_base.py │ └── single_model_base.py ├── composite │ ├── __init__.py │ ├── backbone_head.py │ ├── mae_contheads_vit.py │ └── mae_vit.py ├── contrastive_heads │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ └── contrastive_head_base.py │ ├── nnclr_ema_head.py │ ├── nnclr_ema_oracle_head.py │ ├── nnclr_ema_queue_head.py │ ├── nnclr_head.py │ ├── nnclr_noqueue_head.py │ └── nnclr_oracle_head.py ├── extractors │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ ├── extractor_base.py │ │ └── forward_hook.py │ ├── finalizers │ │ ├── __init__.py │ │ ├── concat_finalizer.py │ │ ├── concat_half_finalizer.py │ │ └── index_finalizer.py │ ├── generic_extractor.py │ ├── vit_block_extractor.py │ └── vit_qkv_extractor.py ├── heads │ ├── __init__.py │ ├── linear_head.py │ └── multi_linear_head.py ├── modules │ ├── __init__.py │ ├── batchnorm1d_vit.py │ ├── flash_attention_wrapper.py │ ├── flatten_2d_tokens.py │ ├── normalize.py │ ├── patch_embed.py │ ├── vit_block.py │ └── vit_conv_stem.py ├── poolings │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ └── pooling_base.py │ ├── extractor_last_concat_pooling.py │ ├── extractor_last_mean_pooling.py │ ├── extractor_pooling.py │ └── single_pooling.py └── vit │ ├── __init__.py │ ├── mask_generators │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ └── mask_generator.py │ └── random_mask_generator.py │ ├── masked_decoder.py │ ├── masked_encoder.py │ └── vit_mae.py ├── optimizers ├── __init__.py ├── composite_optimizer.py ├── lr_scalers │ ├── __init__.py │ ├── linear_lr_scaler.py │ └── lr_scaler.py ├── optimizer_wrapper.py └── param_group_modifiers │ ├── __init__.py │ ├── base │ ├── __init__.py │ └── param_group_modifier.py │ ├── exclude_cls_token_from_wd_modifier.py │ ├── exclude_pos_embed_from_wd_modifier.py │ └── layerwise_lr_decay_modifier.py ├── probes ├── mae_huge14.th ├── mae_reimpl_base16.th ├── mae_reimpl_huge16.th ├── mae_reimpl_large16.th ├── maect_base16.th ├── maect_huge14.th ├── maect_huge16.th ├── maect_large16.th ├── maectaug_base16.th ├── maectaug_huge14.th ├── maectaug_huge16.th └── maectaug_large16.th ├── providers ├── __init__.py ├── config_providers │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ └── config_provider_base.py │ ├── noop_config_provider.py │ ├── primitive_config_provider.py │ └── wandb_config_provider.py ├── dataset_config_provider.py ├── stage_path_provider.py └── summary_providers │ ├── __init__.py │ ├── base │ ├── __init__.py │ └── summary_provider_base.py │ ├── noop_summary_provider.py │ ├── primitive_summary_provider.py │ └── wandb_summary_provider.py ├── schedules ├── __init__.py ├── base │ ├── __init__.py │ ├── basic_schedule.py │ ├── decreasing_schedule.py │ ├── increasing_schedule.py │ ├── legacy_schedule.py │ ├── schedule_base.py │ ├── schedule_config.py │ └── sequential_schedule.py ├── constant.py ├── cosine_annealing.py ├── cosine_decreasing.py ├── cosine_increasing.py ├── linear.py ├── linear_decreasing.py └── linear_increasing.py ├── template_static_config.yaml ├── template_wandb_config.yaml ├── train_stage.py ├── trainers ├── __init__.py ├── base │ ├── __init__.py │ ├── early_stopper.py │ ├── eval_trainer.py │ ├── functional.py │ ├── noop_context.py │ ├── noop_grad_scaler.py │ ├── sgd_trainer.py │ ├── single_eval_trainer.py │ ├── trainer_base.py │ └── trainer_interface.py ├── classification_trainer.py ├── mae_contheads_vit_forward_trainer.py ├── mae_contheads_vit_trainer.py └── mae_vit_trainer.py ├── utils ├── __init__.py ├── amp_utils.py ├── apply_transform_dataset.py ├── bidict.py ├── checkpoint.py ├── collator_from_kwargs.py ├── commands │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ └── command_base.py │ ├── copy_command.py │ └── copy_yaml_command.py ├── data_container.py ├── factory.py ├── formatting_util.py ├── functional.py ├── infer_higher_is_better.py ├── infinite_batch_sampler.py ├── invariance_utils.py ├── kappaconfig │ ├── __init__.py │ ├── mindata_postprocessor.py │ ├── mindata_preprocessor.py │ ├── minduration_postprocessor.py │ ├── minmodel_preprocessor.py │ ├── precision_preprocessor.py │ ├── remove_large_collections_postprocessor.py │ ├── testrun_constants.py │ └── util.py ├── log_once.py ├── logging_util.py ├── memory_leak_util.py ├── mock_multi_classifier.py ├── model_utils.py ├── naming_util.py ├── nnclr_util.py ├── noop_tqdm.py ├── num_worker_heuristic.py ├── object_from_kwargs.py ├── param_checking.py ├── positional_embedding.py ├── pytorch_cuda_timing.py ├── reflection_util.py ├── 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