├── .gitignore ├── LICENSE ├── Multitasking ├── __init__.py ├── clip_load.py ├── clip_models.py ├── dataset_utils │ ├── __init__.py │ ├── cub200_dataset.py │ └── generic_dataset.py ├── main.py ├── metrics.py ├── models.py ├── swin_models.py ├── trainer.py └── utils.py ├── OPENCLIP ├── __init__.py ├── bpe_simple_vocab_16e6.txt.gz ├── coca_model.py ├── constants.py ├── factory.py ├── generation_utils.py ├── hf_configs.py ├── hf_model.py ├── loss.py ├── model.py ├── model_configs │ ├── RN101-quickgelu.json │ ├── RN101.json │ ├── RN50-quickgelu.json │ ├── RN50.json │ ├── RN50x16.json │ ├── RN50x4.json │ ├── RN50x64.json │ ├── ViT-B-16-plus-240.json │ ├── ViT-B-16-plus.json │ ├── ViT-B-16.json │ ├── ViT-B-32-plus-256.json │ ├── ViT-B-32-quickgelu.json │ ├── ViT-B-32.json │ ├── ViT-H-14.json │ ├── ViT-H-16.json │ ├── ViT-L-14-280.json │ ├── ViT-L-14-336.json │ ├── ViT-L-14.json │ ├── ViT-L-16-320.json │ ├── ViT-L-16.json │ ├── ViT-M-16-alt.json │ ├── ViT-M-16.json │ ├── ViT-M-32-alt.json │ ├── ViT-M-32.json │ ├── ViT-S-16-alt.json │ ├── ViT-S-16.json │ ├── ViT-S-32-alt.json │ ├── ViT-S-32.json │ ├── ViT-bigG-14.json │ ├── ViT-e-14.json │ ├── ViT-g-14.json │ ├── coca_ViT-B-32.json │ ├── coca_ViT-L-14.json │ ├── coca_base.json │ ├── coca_roberta-ViT-B-32.json │ ├── convnext_base.json │ ├── convnext_base_w.json │ ├── convnext_base_w_320.json │ ├── convnext_large.json │ ├── convnext_large_d.json │ ├── convnext_large_d_320.json │ ├── convnext_small.json │ ├── convnext_tiny.json │ ├── convnext_xlarge.json │ ├── convnext_xxlarge.json │ ├── convnext_xxlarge_320.json │ ├── mt5-base-ViT-B-32.json │ ├── mt5-xl-ViT-H-14.json │ ├── roberta-ViT-B-32.json │ ├── swin_base_patch4_window7_224.json │ ├── vit_medium_patch16_gap_256.json │ ├── vit_relpos_medium_patch16_cls_224.json │ ├── xlm-roberta-base-ViT-B-32.json │ └── xlm-roberta-large-ViT-H-14.json ├── modified_resnet.py ├── openai.py ├── pretrained.py ├── push_to_hf_hub.py ├── timm_model.py ├── tokenizer.py ├── transform.py ├── 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