├── README.md ├── clip ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-310.pyc │ ├── attention.cpython-310.pyc │ ├── clip.cpython-310.pyc │ ├── model.cpython-310.pyc │ └── simple_tokenizer.cpython-310.pyc ├── attention.py ├── bpe_simple_vocab_16e6.txt.gz ├── clip.py ├── model.py └── simple_tokenizer.py ├── dinov2 ├── __init__.py ├── __pycache__ │ └── __init__.cpython-310.pyc ├── configs │ ├── __init__.py │ ├── __pycache__ │ │ └── __init__.cpython-310.pyc │ ├── eval │ │ └── clip_b16.yaml │ ├── ssl_default_config.yaml │ └── train │ │ ├── clip_b16.yaml │ │ └── clip_l14.yaml ├── data │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── adapters.cpython-310.pyc │ │ ├── augmentations.cpython-310.pyc │ │ ├── collate.cpython-310.pyc │ │ ├── loaders.cpython-310.pyc │ │ ├── masking.cpython-310.pyc │ │ ├── samplers.cpython-310.pyc │ │ └── transforms.cpython-310.pyc │ ├── adapters.py │ ├── augmentations.py │ ├── collate.py │ ├── datasets │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── datasets_fs.cpython-310.pyc │ │ │ ├── decoders.cpython-310.pyc │ │ │ ├── extended.cpython-310.pyc │ │ │ ├── image_net.cpython-310.pyc │ │ │ ├── multi_crop.cpython-310.pyc │ │ │ └── syn_aug.cpython-310.pyc │ │ ├── datasets_fs.py │ │ ├── decoders.py │ │ ├── extended.py │ │ ├── image_net.py │ │ ├── multi_crop.py │ │ └── syn_aug.py │ ├── loaders.py │ ├── masking.py │ ├── samplers.py │ └── transforms.py ├── distributed │ ├── __init__.py │ └── __pycache__ │ │ └── __init__.cpython-310.pyc ├── eval │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── finetune_with_text_utils.cpython-310.pyc │ │ ├── metrics.cpython-310.pyc │ │ ├── setup.cpython-310.pyc │ │ └── utils.cpython-310.pyc │ ├── ct_lora_tuning_mixing.py │ ├── ct_tuning_mixing.py │ ├── finetune_with_text_utils.py │ ├── imaginefsl_lora_tuning_pipline.py │ ├── imgainefsl_tuning_pipline.py │ ├── metrics.py │ ├── prompt │ │ ├── aircraft_prompts.json │ │ ├── caltech101_prompts.json │ │ ├── cars_prompts.json │ │ ├── dtd_prompts.json │ │ ├── eurosat_prompts.json │ │ ├── flowers_prompts.json │ │ ├── food101_prompts.json │ │ ├── imagenet_prompts.json │ │ ├── pets_prompts.json │ │ ├── sun397_prompts.json │ │ ├── ucf101_frames_prompts.json │ │ └── ucf101_prompts.json │ ├── setup.py │ └── utils.py ├── fsdp │ ├── __init__.py │ └── __pycache__ │ │ └── __init__.cpython-310.pyc ├── hub │ ├── __init__.py │ ├── backbones.py │ ├── classifiers.py │ ├── depth │ │ ├── __init__.py │ │ ├── decode_heads.py │ │ ├── encoder_decoder.py │ │ └── ops.py │ ├── depthers.py │ └── utils.py ├── layers │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── attention.cpython-310.pyc │ │ ├── block.cpython-310.pyc │ │ ├── dino_head.cpython-310.pyc │ │ ├── drop_path.cpython-310.pyc │ │ ├── embed.cpython-310.pyc │ │ ├── layer_scale.cpython-310.pyc │ │ ├── mlp.cpython-310.pyc │ │ ├── patch_embed.cpython-310.pyc │ │ └── swiglu_ffn.cpython-310.pyc │ ├── attention.py │ ├── block.py │ ├── dino_head.py │ ├── drop_path.py │ ├── embed.py │ ├── layer_scale.py │ ├── mlp.py │ ├── patch_embed.py │ └── swiglu_ffn.py ├── logging │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ └── helpers.cpython-310.pyc │ └── helpers.py ├── loss │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── dino_clstoken_loss.cpython-310.pyc │ │ ├── ibot_patch_loss.cpython-310.pyc │ │ └── koleo_loss.cpython-310.pyc │ ├── dino_clstoken_loss.py │ ├── ibot_patch_loss.py │ └── koleo_loss.py ├── models │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── adapter.cpython-310.pyc │ │ ├── lora_v2.cpython-310.pyc │ │ └── vision_transformer.cpython-310.pyc │ ├── adapter.py │ ├── lora_v2.py │ └── vision_transformer.py ├── train │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── ssl_meta_arch_clip.cpython-310.pyc │ │ └── train.cpython-310.pyc │ ├── ssl_meta_arch_clip.py │ └── train.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-310.pyc │ ├── classnames.cpython-310.pyc │ ├── config.cpython-310.pyc │ ├── param_groups.cpython-310.pyc │ ├── template.cpython-310.pyc │ └── utils.cpython-310.pyc │ ├── classnames.py │ ├── cluster.py │ ├── config.py │ ├── dtype.py │ ├── param_groups.py │ ├── template.py │ └── utils.py ├── imgs ├── award.png ├── award.svg ├── award1.png ├── overview.gif ├── overview.png └── subtitle.png ├── requirements.txt ├── results ├── ImagineFSL.csv └── ImagineFSL_LoRA.csv ├── run_imaginefsl.sh ├── run_imaginefsl_eval.sh ├── run_imaginefsl_lora.sh ├── run_imaginefsl_lora_eval.sh ├── run_pretrain.sh └── synthesizing ├── attributes ├── aircraft.json ├── caltech101.json ├── cars.json ├── dtd.json ├── eurosat.json ├── flowers.json ├── food101.json ├── imagenet.json ├── pets.json ├── sun397.json └── ucf101_frames.json ├── backgrounds ├── aircraft.json ├── caltech101.json ├── cars.json ├── flowers.json ├── food101.json ├── imagenet.json ├── pets.json └── ucf101_frames.json ├── llama ├── __init__.py ├── generation.py ├── model.py ├── test_tokenizer.py └── tokenizer.py ├── syn_attribute.py ├── syn_background.py ├── syn_captions.py ├── syn_examples.py └── utils ├── __pycache__ ├── classnames.cpython-310.pyc └── example_gpt_templates.cpython-310.pyc ├── attribute_gpt_templates.py ├── classnames.py ├── example_gpt_templates.py ├── lighting_conditions_viewpoints.json ├── llama_prompt_templates.py └── viewpoints.json /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaoyuanYang-2023/ImagineFSL/HEAD/README.md -------------------------------------------------------------------------------- /clip/__init__.py: -------------------------------------------------------------------------------- 1 | from .clip import * 2 | -------------------------------------------------------------------------------- /clip/__pycache__/__init__.cpython-310.pyc: 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