├── .github ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md └── PULL_REQUEST_TEMPLATE.md ├── .gitignore ├── CHANGELOG ├── CHANGELOG.md ├── CITATION.bib ├── LICENSE ├── README.md ├── docs ├── CL.md ├── nest.md └── tensorboard.md ├── egg ├── __init__.py ├── core │ ├── __init__.py │ ├── baselines.py │ ├── batch.py │ ├── callbacks.py │ ├── continuous_communication.py │ ├── datasets.py │ ├── distributed.py │ ├── early_stopping.py │ ├── gs_wrappers.py │ ├── interaction.py │ ├── language_analysis.py │ ├── losses.py │ ├── population.py │ ├── reinforce_wrappers.py │ ├── rnn.py │ ├── trainers.py │ ├── transformer.py │ └── util.py ├── nest │ ├── __init__.py │ ├── common.py │ ├── example.json │ ├── example.py │ ├── nest.py │ ├── nest_local.py │ └── wrappers.py └── zoo │ ├── __init__.py │ ├── basic_games │ ├── README.md │ ├── __init__.py │ ├── architectures.py │ ├── data_generation_scripts │ │ ├── README.md │ │ ├── example_discriminative_input.txt │ │ ├── example_reconstruction_input.txt │ │ ├── generate_discriminative_dataset.pl │ │ └── generate_reconstruction_dataset.pl │ ├── data_readers.py │ └── play.py │ ├── channel │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── features.py │ ├── params.json │ └── train.py │ ├── compo_vs_generalization │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── data.py │ ├── hyperparams │ │ ├── gridS1.json │ │ ├── gridS10.json │ │ ├── gridS11.json │ │ ├── gridS12.json │ │ ├── gridS13.json │ │ ├── gridS14.json │ │ ├── gridS15.json │ │ ├── gridS16.json │ │ ├── gridS17.json │ │ ├── gridS18.json │ │ ├── gridS19.json │ │ ├── gridS2.json │ │ ├── gridS20.json │ │ ├── gridS21.json │ │ ├── gridS22.json │ │ ├── gridS23.json │ │ ├── gridS24.json │ │ ├── gridS25.json │ │ ├── gridS26.json │ │ ├── gridS27.json │ │ ├── gridS3.json │ │ ├── gridS4.json │ │ ├── gridS5.json │ │ ├── gridS6.json │ │ ├── gridS7.json │ │ ├── gridS8.json │ │ └── gridS9.json │ ├── intervention.py │ └── train.py │ ├── compo_vs_generalization_ood │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── hyperparams │ │ ├── learning_alone │ │ │ ├── receiver.json │ │ │ └── sender.json │ │ ├── modified_arch.json │ │ └── orig_arch.json │ ├── learning_alone │ │ ├── __init__.py │ │ ├── data.py │ │ └── train.py │ ├── ntb-results-full.ipynb │ ├── results │ │ ├── modified_arch │ │ │ └── 220517T231916 │ │ │ │ ├── 1 │ │ │ │ ├── 2 │ │ │ │ ├── 3 │ │ │ │ ├── 4 │ │ │ │ ├── 5 │ │ │ │ ├── 6 │ │ │ │ ├── 7 │ │ │ │ ├── 8 │ │ │ │ ├── 9 │ │ │ │ ├── 10 │ │ │ │ ├── 11 │ │ │ │ ├── 12 │ │ │ │ ├── 13 │ │ │ │ ├── 14 │ │ │ │ ├── 15 │ │ │ │ ├── 16 │ │ │ │ ├── 17 │ │ │ │ ├── 18 │ │ │ │ ├── 19 │ │ │ │ └── 20 │ │ └── orig_arch │ │ │ └── 220520T115546 │ │ │ ├── 1 │ │ │ ├── 2 │ │ │ ├── 3 │ │ │ ├── 4 │ │ │ ├── 5 │ │ │ ├── 6 │ │ │ ├── 7 │ │ │ ├── 8 │ │ │ ├── 9 │ │ │ ├── 10 │ │ │ ├── 11 │ │ │ ├── 12 │ │ │ ├── 13 │ │ │ ├── 14 │ │ │ ├── 15 │ │ │ ├── 16 │ │ │ ├── 17 │ │ │ ├── 18 │ │ │ ├── 19 │ │ │ └── 20 │ └── train.py │ ├── compositional_efficiency │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── continuous.py │ ├── dataset.py │ ├── discrete.py │ └── hyperparams │ │ ├── experiment1_gru.json │ │ ├── experiment1_lstm.json │ │ └── experiment2_lstm.json │ ├── dsprites_bvae │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── data_loaders │ │ ├── __init__.py │ │ ├── data_loaders.py │ │ └── download_dsprites.sh │ ├── extract_results.py │ └── train.py │ ├── emcom_as_ssl │ ├── LARC.py │ ├── OOD_set.txt │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── batch_negative_sweeps │ │ ├── 2048_game_augmentations_no_shared_vision.json │ │ └── 4096_game_augmentations_no_shared_vision.json │ ├── data.py │ ├── extension_sweeps │ │ ├── cifar_no_augmentations_shared_vision.json │ │ ├── imagenet_no_augmentations_shared_vision.json │ │ ├── pretrained_cifar_no_augmentations_shared_vision.json │ │ └── pretrained_imagenet_no_augmentations_shared_vision.json │ ├── game_callbacks.py │ ├── games.py │ ├── losses.py │ ├── paper_sweeps │ │ ├── game_augmentations_no_shared_vision.json │ │ ├── game_augmentations_shared_vision.json │ │ ├── game_no_augmentations_no_shared_vision.json │ │ ├── game_no_augmentations_shared_vision.json │ │ └── simclr_augmentations_shared_vision.json │ ├── scripts │ │ ├── gaussian_noise_analysis.py │ │ ├── imagenet_validation_analysis.py │ │ ├── kmeans_analysis.py │ │ └── utils.py │ ├── train.py │ └── utils.py │ ├── external_game │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── binary_classification.data │ ├── classification.data │ ├── features.py │ └── game.py │ ├── language_bottleneck │ ├── README.md │ ├── __init__.py │ ├── guess_number │ │ ├── __init__.py │ │ ├── archs.py │ │ ├── features.py │ │ ├── hyperparam_grid │ │ │ ├── gs_appendix.json │ │ │ ├── gs_main.json │ │ │ ├── reinforce_appendix.json │ │ │ ├── reinforce_main.json │ │ │ ├── stoch_appendix.json │ │ │ └── stoch_main.json │ │ └── train.py │ ├── intervention.py │ ├── mnist-style-transfer-via-bottleneck.ipynb │ ├── mnist_adv │ │ ├── __init__.py │ │ ├── archs.py │ │ ├── hyperparam_grid │ │ │ ├── gs.json │ │ │ ├── linearity.json │ │ │ └── softmax_non_linearity.json │ │ └── train.py │ ├── mnist_classification │ │ ├── __init__.py │ │ ├── archs.py │ │ ├── data.py │ │ ├── hyperparam_grid │ │ │ ├── mnist_classification_appendix.json │ │ │ └── mnist_classification_main.json │ │ └── train.py │ ├── mnist_overfit │ │ ├── __init__.py │ │ ├── archs.py │ │ ├── data.py │ │ ├── hyperparam_grid │ │ │ ├── overfitting.json │ │ │ ├── overfitting_deeper.json │ │ │ ├── overfitting_discrete.json │ │ │ ├── overfitting_linear.json │ │ │ └── overfitting_sm.json │ │ └── train.py │ └── relaxed_channel.py │ ├── mnist_autoenc │ ├── README.md │ ├── __init__.py │ └── train.py │ ├── mnist_vae │ ├── README.md │ ├── __init__.py │ └── train.py │ ├── objects_game │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── features.py │ ├── pics │ │ └── archs.jpeg │ ├── train.py │ └── util.py │ ├── pop │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── build_cosine_data.py │ ├── data.py │ ├── extract_com.py │ ├── game_callbacks.py │ ├── games.py │ ├── homemade_sae.py │ ├── sanity_checks │ │ ├── __init__.py │ │ ├── closest_inter_dataset_clusters.py │ │ ├── cluster_sanity_test.py │ │ ├── cluster_translator.py │ │ ├── label_communication.py │ │ ├── label_communication.sh │ │ ├── proximity_sampler.py │ │ ├── sae_proximity_counter.py │ │ ├── simplicial.py │ │ ├── test_classif.py │ │ └── transfer_classif.py │ ├── seq_train.py │ ├── sequential_queue_tool.py │ ├── sweeper.py │ ├── sweeps │ │ ├── add_sender.json │ │ ├── com_extraction_places365.json │ │ ├── continuous_het_pop.json │ │ ├── kmeans_user.json │ │ └── seq_run.json │ ├── train.py │ └── utils.py │ ├── signal_game │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── features.py │ └── train.py │ ├── simclr │ ├── LARC.py │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── data.py │ ├── game_callbacks.py │ ├── games.py │ ├── losses.py │ ├── sweeps │ │ └── simclr.json │ ├── train.py │ └── utils.py │ ├── simple_autoenc │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── features.py │ └── train.py │ ├── summation │ ├── README.md │ ├── __init__.py │ ├── archs.py │ ├── features.py │ └── train.py │ └── template │ ├── __init__.py │ ├── archs.py │ ├── data.py │ ├── game_callbacks.py │ ├── games.py │ ├── losses.py │ ├── sweeps │ └── sweep.json │ ├── train.py │ └── utils.py ├── pytest.ini ├── requirements.txt ├── scripts └── check_copyright.py ├── setup.cfg ├── setup.py ├── tests ├── test_agent_wrappers.py ├── test_games_do_not_fail.py ├── test_toy_counting.py └── test_trainer.py ├── tox.ini └── tutorials └── EGG walkthrough with a MNIST autoencoder.ipynb /.github/CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/facebookresearch/EGG/HEAD/.github/CODE_OF_CONDUCT.md -------------------------------------------------------------------------------- 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