├── .gitignore ├── Continuous_Domain_Adaptation ├── README.md ├── rotatingMNIST │ ├── .ipynb_checkpoints │ │ └── main-checkpoint.ipynb │ ├── accuracy.png │ ├── data │ │ └── MNIST │ │ │ └── raw │ │ │ ├── t10k-images-idx3-ubyte │ │ │ ├── t10k-images-idx3-ubyte.gz │ │ │ ├── t10k-labels-idx1-ubyte │ │ │ ├── t10k-labels-idx1-ubyte.gz │ │ │ ├── train-images-idx3-ubyte │ │ │ ├── train-images-idx3-ubyte.gz │ │ │ ├── train-labels-idx1-ubyte │ │ │ └── train-labels-idx1-ubyte.gz │ ├── dump │ │ ├── RotatingMNIST_ADDA │ │ │ ├── events.out.tfevents.1647431288.gpu-task-nod7 │ │ │ └── train.log │ │ ├── RotatingMNIST_CIDA │ │ │ ├── events.out.tfevents.1647330233.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647331561.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346209.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346227.gpu-task-nod7 │ │ │ └── train.log │ │ ├── RotatingMNIST_CUA │ │ │ ├── events.out.tfevents.1647431312.gpu-task-nod7 │ │ │ └── train.log │ │ ├── RotatingMNIST_DANN │ │ │ ├── events.out.tfevents.1647331136.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647331615.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647332768.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647333024.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647345664.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647345993.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346203.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346246.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346259.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346269.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346284.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346293.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346381.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346470.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346583.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346589.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346610.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346622.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647346631.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647392681.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647393832.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647396074.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647396370.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647396413.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647436425.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647437153.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647437161.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647437181.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647437763.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647437773.gpu-task-nod7 │ │ │ ├── events.out.tfevents.1647437779.gpu-task-nod7 │ │ │ └── train.log │ │ └── RotatingMNIST_SO │ │ │ ├── events.out.tfevents.1647431257.gpu-task-nod7 │ │ │ └── train.log │ ├── main.ipynb │ ├── main.py │ ├── model.py │ ├── readme.md │ └── run_all_exp.sh └── toy-circle │ ├── .ipynb_checkpoints │ ├── main-half-circle-checkpoint.ipynb │ └── main-quarter-circle-checkpoint.ipynb │ ├── data │ ├── half-circle.pkl │ └── quarter-circle.pkl │ ├── dataset.py │ ├── dump │ ├── half-circle_ADDA │ │ ├── pred.pkl │ │ └── train.log │ └── half-circle_DANN │ │ ├── pred.pkl │ │ └── train.log │ ├── main-circle.py │ ├── main-half-circle.ipynb │ ├── main-half-circle_.py │ ├── main-quarter-circle.ipynb │ ├── model.py │ ├── model_.py │ ├── modules.py │ ├── plot.py │ ├── run.sh │ └── utils.py ├── Domain_Adaptation ├── .gitignore ├── LICENSE ├── README.md ├── assets │ └── sdat.png ├── cdan.py ├── cdan_mcc.py ├── cdan_mcc_sdat.py ├── cdan_sdat.py ├── common │ ├── __init__.py │ ├── modules │ │ ├── __init__.py │ │ └── classifier.py │ ├── utils │ │ ├── __init__.py │ │ ├── analysis │ │ │ ├── __init__.py │ │ │ ├── a_distance.py │ │ │ └── tsne.py │ │ ├── data.py │ │ ├── logger.py │ │ ├── meter.py │ │ ├── metric │ │ │ └── __init__.py │ │ ├── sam.py │ │ └── scheduler.py │ └── vision │ │ ├── datasets │ │ ├── __init__.py │ │ ├── _util.py │ │ ├── domainnet.py │ │ ├── imagelist.py │ │ ├── office31.py │ │ ├── officehome.py │ │ └── visda2017.py │ │ ├── models │ │ ├── __init__.py │ │ └── resnet.py │ │ └── transforms │ │ └── __init__.py ├── dalib │ ├── adaptation │ │ ├── __init__.py │ │ ├── cdan.py │ │ └── mcc.py │ └── modules │ │ ├── __init__.py │ │ ├── domain_discriminator.py │ │ ├── entropy.py │ │ ├── gl.py │ │ ├── grl.py │ │ └── kernels.py ├── data_loader.py ├── eval.py ├── plt_cmusm.py ├── requirements.txt ├── run_els_office_home.sh ├── run_office31.sh ├── run_office_31_cdann.sh ├── run_office_home.sh ├── run_visda.sh └── utils.py ├── Domain_Generalization ├── LICENSE ├── README.md ├── cal_variance.py ├── domainbed │ ├── __init__.py │ ├── algorithms.py │ ├── algorithms_cover.py │ ├── command_launchers.py │ ├── datasets.py │ ├── datasets_semi.py │ ├── hparams_registry.py │ ├── knn.py │ ├── lib │ │ ├── fast_data_loader.py │ │ ├── misc.py │ │ ├── query.py │ │ ├── reporting.py │ │ └── wide_resnet.py │ ├── misc │ │ ├── domain_net_duplicates.txt │ │ ├── test_sweep_data │ │ │ ├── 0657090f9a83ff76efe083a104fde93a │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 06db52bd7fcbb8172f97f11a62015261 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 07ea1841921ad29c18ae52563b274925 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 0c53bbff83d887850721788187907586 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 0ec227d205744455c681614d9f55d841 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 0fe0ed57077c0c9291931a388ba21be2 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 1b0678ef843d122c17404ab8bd138523 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 1b424e4ac8bc11c9d3f36b1729e19547 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 24c1684361b7442877526ab118da7117 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 24cf797be205aaef612b14beefc4c1a3 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 2b696be39395e8830222b505f6aa45d8 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 2dd075c39b257eb019b4a8d813525113 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 3539ff8139b8f1797865a2f26e51c70f │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 371b3e2afe1e7a754e49b2324bf159b6 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 41b0ac2ee570d8ace449c34ada3fdd01 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 4a18a8be66b762f1ad5f45408bc27c78 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 4ccfd57ae38cfc8fd5fba4293614ab26 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 539c70bc47514b76736c480df7036b8b │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 63837f74bf4ac60044c74aa87114b386 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 66006bc6faa9f96db95a5bcfc3e4340a │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 66779ee52d1111eddfcc6dafa8ae983c │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 691f8b51c9f69b380113a6a2645392bb │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 6d481a40ca86768fad6a5088cb58458e │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 708942ac219532c45db7898ef9cfb955 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 728347e87d1c533379956bf94dca6fef │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 7a6119601f2d7f4ce36e0d5d478332dd │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 85964cf17f520330ea56101aed9602e5 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 86394db2b6c2ecd1e3b08e99e14759f2 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 8cfbf830754065d02f9723c57abc992e │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 90961e3a45300a2d4771fc090627166e │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── 9f1d308cb3d13c7358eefd027ba1de04 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── bf09cd8e443d5445cc15b7503c14264d │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── bfce2823ee1c49ab624fde5c5e2c1143 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── c62625063d3aee2f08e5c908e7677e83 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── ca571be94ad9fdb0c2bece0061ff3f89 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── cf42c3176baf91b96bb7dd0ff3c686cc │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── d093618124c5748762707da1c6804d75 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── ea7d2d5149dd9167b364d433bb355be1 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── ee8f05db2b9ae5a36273cc0d2161f8c0 │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ ├── f61766414e6b0db40063d7bc4ecdaa2b │ │ │ │ ├── done │ │ │ │ ├── err.txt │ │ │ │ └── out.txt │ │ │ └── results.txt │ │ ├── test_sweep_results.txt │ │ └── vlcs_files.txt │ ├── model_selection.py │ ├── networks.py │ ├── requirements.txt │ ├── results │ │ └── 2020_10_06_7df6f06 │ │ │ ├── results.png │ │ │ └── results.tex │ ├── scripts │ │ ├── __init__.py │ │ ├── collect_results.py │ │ ├── download.py │ │ ├── list_top_hparams.py │ │ ├── save_images.py │ │ └── sweep.py │ └── test │ │ ├── __init__.py │ │ ├── helpers.py │ │ ├── lib │ │ ├── __init__.py │ │ ├── test_misc.py │ │ └── test_query.py │ │ ├── scripts │ │ ├── __init__.py │ │ ├── test_collect_results.py │ │ ├── test_sweep.py │ │ └── test_train.py │ │ ├── test_datasets.py │ │ ├── test_hparams_registry.py │ │ ├── test_model_selection.py │ │ ├── test_models.py │ │ └── test_networks.py ├── draw_results │ ├── ablation.py │ ├── main.py │ └── numerical.py ├── ml_hw1.py ├── run.sh ├── train.py └── visulizations │ └── covergence_cover.py ├── Image_Reterival ├── configs │ ├── Base-DANN.yml │ ├── Base-DG.yml │ └── Sample │ │ ├── Baseline-mobilenet.yml │ │ ├── D-resnet.yml │ │ ├── DG-mobilenet.yml │ │ ├── DG-resnet.yml │ │ ├── DW-mobilenet.yml │ │ ├── DualNorm.yml │ │ └── M-resnet.yml ├── fastreid │ ├── __init__.py │ ├── config │ │ ├── __init__.py │ │ ├── config.py │ │ └── defaults.py │ ├── data │ │ ├── __init__.py │ │ ├── build.py │ │ ├── common.py │ │ ├── data_utils.py │ │ ├── datasets │ │ │ ├── AirportALERT.py │ │ │ ├── DG_cuhk02.py │ │ │ ├── DG_cuhk03_detected.py │ │ │ ├── DG_cuhk03_labeled.py │ │ │ ├── DG_cuhk_sysu.py │ │ │ ├── DG_dukemtmcreid.py │ │ │ ├── DG_grid.py │ │ │ ├── DG_iLIDS.py │ │ │ ├── DG_market1501.py │ │ │ ├── DG_prid.py │ │ │ ├── DG_viper.py │ │ │ ├── __init__.py │ │ │ ├── bases.py │ │ │ ├── caviara.py │ │ │ ├── cuhk03.py │ │ │ ├── dukemtmcreid.py │ │ │ ├── grid.py │ │ │ ├── iLIDS.py │ │ │ ├── lpw.py │ │ │ ├── market1501.py │ │ │ ├── msmt17.py │ │ │ ├── pes3d.py │ │ │ ├── pku.py │ │ │ ├── prai.py │ │ │ ├── prid.py │ │ │ ├── sensereid.py │ │ │ ├── shinpuhkan.py │ │ │ ├── sysu_mm.py │ │ │ ├── thermalworld.py │ │ │ ├── vehicleid.py │ │ │ ├── veri.py │ │ │ ├── veri_keypoint.py │ │ │ ├── veriwild.py │ │ │ └── viper.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── data_sampler.py │ │ │ └── triplet_sampler.py │ │ └── transforms │ │ │ ├── __init__.py │ │ │ ├── autoaugment.py │ │ │ ├── build.py │ │ │ ├── functional.py │ │ │ └── transforms.py │ ├── engine │ │ ├── __init__.py │ │ ├── defaults.py │ │ ├── hooks.py │ │ ├── launch.py │ │ ├── train_loop.py │ │ └── train_loop_old.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── evaluator.py │ │ ├── query_expansion.py │ │ ├── rank.py │ │ ├── rank_cylib │ │ │ ├── Makefile │ │ │ ├── __init__.py │ │ │ ├── rank_cy.c │ │ │ ├── rank_cy.cpython-36m-x86_64-linux-gnu.so │ │ │ ├── rank_cy.cpython-37m-x86_64-linux-gnu.so │ │ │ ├── rank_cy.pyx │ │ │ ├── setup.py │ │ │ └── test_cython.py │ │ ├── reid_evaluation.py │ │ ├── rerank.py │ │ ├── roc.py │ │ └── testing.py │ ├── export │ │ ├── __init__.py │ │ ├── tensorflow_export.py │ │ └── tf_modeling.py │ ├── layers │ │ ├── __init__.py │ │ ├── activation.py │ │ ├── am_softmax.py │ │ ├── arc_softmax.py │ │ ├── batch_drop.py │ │ ├── batch_norm.py │ │ ├── circle_softmax.py │ │ ├── context_block.py │ │ ├── frn.py │ │ ├── non_local.py │ │ ├── pooling.py │ │ ├── se_layer.py │ │ └── splat.py │ ├── modeling │ │ ├── DSON.py │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── build.py │ │ │ ├── mobilenet_dualnorm.py │ │ │ ├── mobilenet_v2.py │ │ │ ├── osnet.py │ │ │ ├── regnet │ │ │ │ ├── __init__.py │ │ │ │ ├── config.py │ │ │ │ ├── regnet.py │ │ │ │ ├── regnetx │ │ │ │ │ ├── RegNetX-1.6GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetX-12GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetX-16GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetX-200MF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetX-3.2GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetX-32GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetX-4.0GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetX-400MF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetX-6.4GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetX-600MF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetX-8.0GF_dds_8gpu.yaml │ │ │ │ │ └── RegNetX-800MF_dds_8gpu.yaml │ │ │ │ └── regnety │ │ │ │ │ ├── RegNetY-1.6GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetY-12GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetY-16GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetY-200MF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetY-3.2GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetY-32GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetY-4.0GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetY-400MF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetY-6.4GF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetY-600MF_dds_8gpu.yaml │ │ │ │ │ ├── RegNetY-8.0GF_dds_8gpu.yaml │ │ │ │ │ └── RegNetY-800MF_dds_8gpu.yaml │ │ │ ├── resnest.py │ │ │ ├── resnet.py │ │ │ └── resnext.py │ │ ├── heads │ │ │ ├── __init__.py │ │ │ ├── build.py │ │ │ ├── dir_head.py │ │ │ └── metalearning_head.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── circle_loss.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── domain_JSD_loss.py │ │ │ ├── domain_MMD_loss.py │ │ │ ├── domain_SCT_loss.py │ │ │ ├── domain_STD_loss.py │ │ │ ├── focal_loss.py │ │ │ ├── smooth_ap.py │ │ │ ├── triplet_loss.py │ │ │ └── utils.py │ │ ├── meta_arch │ │ │ ├── __init__.py │ │ │ ├── baseline.py │ │ │ ├── build.py │ │ │ ├── dir.py │ │ │ ├── metalearning.py │ │ │ └── mgn.py │ │ ├── ops.py │ │ ├── switchable_norm.py │ │ ├── syncbn_layer.py │ │ ├── syncsn_layer.py │ │ └── task_norm.py │ ├── solver │ │ ├── __init__.py │ │ ├── build.py │ │ ├── lr_scheduler.py │ │ └── optim │ │ │ ├── __init__.py │ │ │ ├── adam.py │ │ │ ├── lamb.py │ │ │ ├── sgd.py │ │ │ └── swa.py │ └── utils │ │ ├── __init__.py │ │ ├── checkpoint.py │ │ ├── collect_env.py │ │ ├── comm.py │ │ ├── env.py │ │ ├── events.py │ │ ├── file_io.py │ │ ├── history_buffer.py │ │ ├── logger.py │ │ ├── precision_bn.py │ │ ├── registry.py │ │ ├── summary.py │ │ ├── timer.py │ │ ├── visualizer.py │ │ └── weight_init.py ├── install.sh ├── result.py ├── run_train.sh ├── tests │ ├── __init__.py │ ├── dataset_test.py │ ├── feature_align.py │ ├── interp_test.py │ ├── lr_scheduler_test.py │ ├── model_test.py │ └── sampler_test.py └── tools │ ├── find_results.py │ ├── find_results_old.py │ ├── run_find_results.sh │ ├── run_stat.sh │ ├── run_stat_new.sh │ └── train_net.py ├── NLP_Genomics_Graph ├── .gitignore ├── LICENSE ├── README.md ├── dataset_preprocessing │ ├── README.md │ ├── amazon_yelp │ │ ├── create_unlabeled_amazon.py │ │ ├── generate_splits_amazon.py │ │ ├── generate_splits_yelp.py │ │ ├── process_amazon.py │ │ ├── process_yelp.py │ │ ├── subsample_amazon.py │ │ └── utils.py │ ├── camelyon17 │ │ ├── README.md │ │ ├── extract_final_patches_to_disk.py │ │ ├── generate_all_patch_coords.py │ │ ├── generate_final_metadata.py │ │ └── unlabeled │ │ │ ├── README.md │ │ │ ├── extract_final_patches_to_disk.py │ │ │ ├── generate_all_patch_coords.py │ │ │ ├── generate_final_metadata.py │ │ │ └── validate.py │ ├── civilcomments │ │ ├── README.md │ │ ├── attr_definitions.py │ │ ├── process_labeled.py │ │ └── process_unlabeled.py │ ├── domainnet │ │ ├── generate_metadata.py │ │ └── generate_sentry_metadata.py │ ├── encode │ │ ├── README.md │ │ ├── prep_accessibility.py │ │ ├── prep_metadata_labels.py │ │ └── prep_sequence.py │ ├── fmow │ │ ├── convert_npy_to_jpg.py │ │ └── process_metadata_fmow.py │ ├── iwildcam │ │ └── create_split.py │ ├── molpcba_unlabeled │ │ └── process.py │ └── poverty │ │ ├── batcher.py │ │ ├── convert_poverty_to_npy.py │ │ ├── dataset_constants.py │ │ ├── process_metadata_poverty.py │ │ ├── split_npys.py │ │ └── split_npys_unlabeled.py ├── examples │ ├── __init__.py │ ├── algorithms │ │ ├── AFN.py │ │ ├── DANN.py │ │ ├── ERM.py │ │ ├── IRM.py │ │ ├── algorithm.py │ │ ├── deepCORAL.py │ │ ├── fixmatch.py │ │ ├── groupDRO.py │ │ ├── group_algorithm.py │ │ ├── initializer.py │ │ ├── noisy_student.py │ │ ├── pseudolabel.py │ │ └── single_model_algorithm.py │ ├── configs │ │ ├── algorithm.py │ │ ├── data_loader.py │ │ ├── datasets.py │ │ ├── model.py │ │ ├── scheduler.py │ │ ├── supported.py │ │ └── utils.py │ ├── data_augmentation │ │ ├── __init__.py │ │ └── randaugment.py │ ├── evaluate.py │ ├── losses.py │ ├── models │ │ ├── CNN_genome.py │ │ ├── __init__.py │ │ ├── bert │ │ │ ├── __init__.py │ │ │ ├── bert.py │ │ │ └── distilbert.py │ │ ├── code_gpt.py │ │ ├── detection │ │ │ └── fasterrcnn.py │ │ ├── domain_adversarial_network.py │ │ ├── gnn.py │ │ ├── initializer.py │ │ ├── layers.py │ │ └── resnet_multispectral.py │ ├── noisy_student_wrapper.py │ ├── optimizer.py │ ├── pretraining │ │ ├── mlm │ │ │ ├── README.md │ │ │ ├── get_data.py │ │ │ ├── run_mlm.py │ │ │ └── run_pretrain.sh │ │ └── swav │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── main_swav.py │ │ │ └── src │ │ │ ├── config.py │ │ │ ├── logger.py │ │ │ ├── model.py │ │ │ ├── multicropdataset.py │ │ │ └── utils.py │ ├── run_expt.py │ ├── scheduler.py │ ├── train.py │ ├── transforms.py │ └── utils.py ├── model.py ├── run.sh ├── setup.py └── wilds │ ├── __init__.py │ ├── common │ ├── __init__.py │ ├── data_loaders.py │ ├── grouper.py │ ├── metrics │ │ ├── __init__.py │ │ ├── all_metrics.py │ │ ├── loss.py │ │ └── metric.py │ └── utils.py │ ├── datasets │ ├── __init__.py │ ├── amazon_dataset.py │ ├── archive │ │ ├── __init__.py │ │ ├── fmow_v1_0_dataset.py │ │ ├── iwildcam_v1_0_dataset.py │ │ └── poverty_v1_0_dataset.py │ ├── bdd100k_dataset.py │ ├── camelyon17_dataset.py │ ├── celebA_dataset.py │ ├── civilcomments_dataset.py │ ├── domainnet_dataset.py │ ├── download_utils.py │ ├── encode_dataset.py │ ├── fmow_dataset.py │ ├── globalwheat_dataset.py │ ├── iwildcam_dataset.py │ ├── ogbmolpcba_dataset.py │ ├── poverty_dataset.py │ ├── py150_dataset.py │ ├── rxrx1_dataset.py │ ├── sqf_dataset.py │ ├── unlabeled │ │ ├── __init__.py │ │ ├── amazon_unlabeled_dataset.py │ │ ├── camelyon17_unlabeled_dataset.py │ │ ├── civilcomments_unlabeled_dataset.py │ │ ├── domainnet_unlabeled_dataset.py │ │ ├── fmow_unlabeled_dataset.py │ │ ├── globalwheat_unlabeled_dataset.py │ │ ├── iwildcam_unlabeled_dataset.py │ │ ├── ogbmolpcba_unlabeled_dataset.py │ │ ├── poverty_unlabeled_dataset.py │ │ └── wilds_unlabeled_dataset.py │ ├── waterbirds_dataset.py │ ├── wilds_dataset.py │ └── yelp_dataset.py │ ├── download_datasets.py │ ├── get_dataset.py │ └── version.py ├── Sequential_Prediction ├── .github │ └── workflows │ │ └── python-package.yml ├── .gitignore ├── LICENSE ├── README.md ├── assets │ ├── TCMNIST_grey.png │ ├── TCMNIST_seq.png │ ├── TCMNIST_seq.svg │ ├── TCMNIST_step.png │ ├── TCMNIST_step.svg │ ├── banner.png │ ├── banner_white.png │ ├── circle_logo.png │ ├── clean_task.png │ ├── env_task.png │ ├── header.png │ ├── logo.png │ ├── name.png │ └── wide_logo.png ├── docs │ ├── Makefile │ ├── _apidoc_templates │ │ ├── module.rst │ │ └── package.rst │ ├── make.bat │ └── source │ │ ├── _templates │ │ ├── custom-class_template.rst │ │ └── custom-module-template.rst │ │ ├── adding_a_dataset.md │ │ ├── adding_an_algorithm.md │ │ ├── assets │ │ └── banner.png │ │ ├── conf.py │ │ ├── contributing.md │ │ ├── downloading_datasets.md │ │ ├── index.rst │ │ ├── installation.md │ │ ├── modules.rst │ │ ├── running_a_sweep.md │ │ ├── woods.command_launchers.rst │ │ ├── woods.datasets.rst │ │ ├── woods.hyperparams.rst │ │ ├── woods.main.rst │ │ ├── woods.model_selection.rst │ │ ├── woods.models.rst │ │ ├── woods.objectives.rst │ │ ├── woods.rst │ │ ├── woods.scripts.compile_results.rst │ │ ├── woods.scripts.download.rst │ │ ├── woods.scripts.fetch_and_preprocess.rst │ │ ├── woods.scripts.hparams_sweep.rst │ │ ├── woods.scripts.main.rst │ │ ├── woods.scripts.rst │ │ ├── woods.scripts.visualize_results.rst │ │ ├── woods.train.rst │ │ └── woods.utils.rst ├── download_datasets.py ├── fetch_and_preprocess.py ├── hparams_sweep.py ├── main.py ├── requirements.txt ├── run.sh ├── setup.py ├── tests │ ├── test_datasets.py │ └── test_objectives.py └── woods │ ├── __init__.py │ ├── command_launchers.py │ ├── datasets.py │ ├── download.py │ ├── hyperparams.py │ ├── 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