├── .gitignore ├── CITATION.cff ├── CLIP ├── .github │ └── workflows │ │ └── test.yml ├── .gitignore ├── CLIP.png ├── LICENSE ├── MANIFEST.in ├── README.md ├── clip │ ├── __init__.py │ ├── bpe_simple_vocab_16e6.txt.gz │ ├── clip.py │ ├── model.py │ └── simple_tokenizer.py ├── data │ ├── country211.md │ ├── prompts.md │ ├── rendered-sst2.md │ └── yfcc100m.md ├── hubconf.py ├── model-card.md ├── notebooks │ ├── Interacting_with_CLIP.ipynb │ └── Prompt_Engineering_for_ImageNet.ipynb ├── requirements.txt ├── setup.py └── tests │ └── test_consistency.py ├── CLIP_benchmark ├── .github │ └── workflows │ │ ├── ci.yaml │ │ └── python-publish.yml ├── .gitignore ├── AUTHORS.rst ├── CONTRIBUTING.rst ├── HISTORY.md ├── LICENSE ├── MANIFEST.in ├── Makefile ├── README.md ├── benchmark.png ├── benchmark │ ├── README.md │ ├── benchmark.csv │ ├── dataset_type.csv │ ├── datasets.txt │ ├── datasets_multilingual.txt │ ├── lp_webdatasets.txt │ ├── models.txt │ ├── mywds.txt │ ├── results.ipynb │ └── webdatasets.txt ├── clip_benchmark │ ├── __init__.py │ ├── cli.py │ ├── metrics │ │ ├── __init__.py │ │ ├── captioning.py │ │ ├── image_caption_selection.py │ │ ├── linear_probe.py │ │ ├── zeroshot_classification.py │ │ └── zeroshot_retrieval.py │ ├── model_collection.py │ ├── models │ │ ├── Text2Concept │ │ │ ├── TextToConcept.py │ │ │ └── pretrained_aligners │ │ │ │ └── imagenet_bcos_resnet50_aligner_trainsetfull_noBiasLinearAligner.pth │ │ ├── __init__.py │ │ ├── bcos_clip.py │ │ ├── bcos_clip_cc3m.py │ │ ├── japanese_clip.py │ │ ├── nllb_clip.py │ │ ├── open_clip.py │ │ ├── standard_clip.py │ │ └── text2concept_clip.py │ ├── webdataset_builder.py │ └── webdatasets_badeval.txt ├── probe_benchmark │ ├── PROBES.md │ ├── build_df_scaling_experiments.py │ ├── clip_table_2.csv │ ├── generate_table.py │ ├── gmacs_vs_perf_retrieval.pdf │ ├── imagenet_cifar_lp.pdf │ ├── imagenet_cifar_lp_vtab.pdf │ ├── laion5b_fewshot_experiments.py │ ├── openclip_results.csv │ ├── process_vtab.py │ ├── scaling_experiment_data2.json │ ├── scaling_experiment_data_vtab.json │ ├── scaling_experiments.py │ └── scaling_plot.ipynb ├── requirements-test.txt ├── requirements.txt ├── setup.cfg ├── setup.py ├── tests │ └── test_clip_benchmark.py └── tox.ini ├── LICENSE ├── README.md ├── bcos ├── __init__.py ├── common.py ├── data │ ├── __init__.py │ ├── caching │ │ ├── __init__.py │ │ ├── cached_imagefolder │ │ │ ├── __init__.py │ │ │ ├── cached_imagefolder.py │ │ │ ├── cached_loader.py │ │ │ ├── env.py │ │ │ ├── redis_store.py │ │ │ └── store.py │ │ └── shm_caching.py │ ├── categories.py │ ├── cc3m.py │ ├── datamodules.py │ ├── imagenet.py │ ├── imagenet_class_index.json │ ├── presets.py │ ├── sampler.py │ └── transforms.py ├── experiments │ ├── CC3M │ │ └── clip_bcosification │ │ │ ├── experiment_parameters.py │ │ │ └── model.py │ ├── ImageNet │ │ ├── bcosification │ │ │ ├── experiment_parameters.py │ │ │ └── model.py │ │ ├── clip_bcosification │ │ │ ├── experiment_parameters.py │ │ │ └── model.py │ │ ├── vit_bcosification │ │ │ ├── experiment_parameters.py │ │ │ └── model.py │ │ └── vit_final │ │ │ ├── experiment_parameters.py │ │ │ └── model.py │ └── utils │ │ ├── __init__.py │ │ ├── config_utils.py │ │ ├── exceptions.py │ │ ├── experiment_utils │ │ ├── __init__.py │ │ ├── experiment_utils.py │ │ ├── loading_utils.py │ │ └── metric_utils.py │ │ └── structure_constants.py ├── models │ ├── __init__.py │ ├── convnext.py │ ├── densenet.py │ ├── pretrained.py │ ├── resnet.py │ ├── standard_models.py │ ├── vgg.py │ └── vit.py ├── modules │ ├── __init__.py │ ├── bcosattnpool.py │ ├── bcosconv2d.py │ ├── bcosifyconv2d.py │ ├── bcosifylinear.py │ ├── bcoslinear.py │ ├── common.py │ ├── logitlayer.py │ ├── losses.py │ ├── norms │ │ ├── __init__.py │ │ ├── centered_norms.py │ │ ├── uncentered_norms │ │ │ ├── __init__.py │ │ │ ├── allnorm_uncentered.py │ │ │ ├── batchnorm_uncentered.py │ │ │ ├── groupnorm_uncentered.py │ │ │ └── posnorm_uncentered.py │ │ └── utils.py │ └── stochastic_depth.py ├── optim │ ├── __init__.py │ ├── lr_scheduler_factory.py │ └── optimizer_factory.py ├── settings.py ├── training │ ├── __init__.py │ ├── agc.py │ ├── bcosify_trainer.py │ ├── callbacks │ │ ├── __init__.py │ │ ├── explanation_logger.py │ │ ├── intial_validation.py │ │ └── metricstracker.py │ ├── ema.py │ ├── hooks.py │ ├── trainer.py │ └── training.py └── version.py ├── bcosify.py ├── bcosify_vit.py ├── environment.yml ├── evaluate.py ├── interpretability ├── __init__.py ├── analyses │ ├── __init__.py │ ├── localisation.py │ ├── localisation_configs.py │ ├── localisation_submitit.py │ ├── text_localisation.py │ └── utils.py ├── explanation_methods │ ├── __init__.py │ ├── explainers │ │ ├── __init__.py │ │ ├── captum.py │ │ ├── lime.py │ │ ├── occlusion.py │ │ ├── ours.py │ │ └── rise.py │ ├── explanation_configs.py │ └── utils.py └── utils.py ├── requirements.txt ├── run_with_submitit.py ├── scripts └── strip_checkpoints.py └── train.py /.gitignore: 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