├── Datasets ├── __init__.py ├── captioner.py ├── loaders.py └── utils.py ├── LICENSE ├── README.md ├── configs ├── LLM_config.yaml ├── all_updated_model_config.yaml └── med_config.json ├── engine ├── Crawl.py ├── Gpt.py ├── bert_feature.py ├── blip_utils.py ├── data_utils.py ├── get_LVIS.py ├── image2text.py ├── meta_distance.py ├── nms.py ├── step_interpreters.py ├── template.py └── utils.py ├── environment.yml ├── figure ├── icon_6.jpg ├── illustration_examples3.png └── illustration_examples_framework.png ├── framework └── clova.py ├── gqa_demo.py ├── image_editing_data ├── images │ ├── Christian_Bale.jpg │ ├── Leonardo.jpg │ ├── bird.jpg │ ├── breadfruit_tree1.png │ ├── breadfruit_tree2.png │ ├── breadfruit_tree3.png │ ├── breadfruit_tree4.png │ ├── breadfruit_tree5.png │ ├── breadfruit_tree6.png │ ├── cock.jpg │ ├── dog2.jpg │ ├── panda.jpg │ ├── tabby_cat1.png │ ├── tabby_cat2.png │ └── tabby_cat5.jpeg ├── test_data.txt └── train_data.txt ├── imgedit_demo.py ├── knowtag_data ├── knowledge_tagging_dataset_v5_test │ ├── all_club3.jpeg │ ├── all_flag6.jpg │ ├── ok_tag_box_real_test.json │ ├── painting1.jpeg │ ├── painting2.jpeg │ ├── painting3.jpeg │ └── test.txt └── knowledge_tagging_dataset_v5_train │ ├── all_NBA4.jpg │ ├── all_club1.jpg │ ├── all_flag19.jpg │ ├── all_flag2.jpg │ ├── movie1.jpeg │ ├── new_person_10.jpg │ ├── new_person_2.png │ ├── new_school_5.jpg │ ├── ok_tag_box_real_train.json │ ├── painting1.jpeg │ ├── painting5.jpeg │ ├── train.txt │ ├── train_figure1_2.jpeg │ ├── train_figure3.jpeg │ ├── train_figure4.jpeg │ └── train_flag.jpg ├── knowtag_demo.py ├── knowtag_fl_score ├── ok_tag_res.py └── ok_tag_res_all.py ├── llama ├── __init__.py ├── generation.py ├── model.py ├── tokenizer.model ├── tokenizer.py └── tokenizer_checklist.chk ├── nlvr_demo.py ├── prompts ├── gqa_experience_pool.py ├── imgedit_experience_pool.py ├── intermediate_result.py ├── knowtag_experience_pool.py ├── nlvr_experience_pool.py └── prompt_engineering.py ├── tools ├── CLASSIFY.py ├── FaceDet.py ├── LOC.py ├── REPLACE.py ├── SEG.py ├── SELECT.py ├── VQA.py ├── bert_feature.py ├── blip_vqa │ ├── __init__.py │ ├── blip.py │ ├── blip_vqa.py │ ├── med.py │ ├── prompt_generation.py │ └── vit.py ├── clip │ ├── __init__.py │ ├── bpe_simple_vocab_16e6.txt.gz │ ├── clip.py │ ├── model.py │ └── simple_tokenizer.py ├── image2text.py ├── model_updating.py └── unupdated_functions.py └── transformers_self ├── src └── transformers │ ├── __init__.py │ ├── activations.py │ ├── activations_tf.py │ ├── audio_utils.py │ ├── configuration_utils.py │ ├── convert_graph_to_onnx.py │ ├── convert_pytorch_checkpoint_to_tf2.py │ ├── convert_slow_tokenizer.py │ ├── convert_slow_tokenizers_checkpoints_to_fast.py │ ├── convert_tf_hub_seq_to_seq_bert_to_pytorch.py │ ├── debug_utils.py │ ├── deepspeed.py │ ├── dependency_versions_check.py │ ├── dependency_versions_table.py │ ├── dynamic_module_utils.py │ ├── feature_extraction_sequence_utils.py │ ├── feature_extraction_utils.py │ ├── file_utils.py │ ├── generation │ ├── __init__.py │ ├── beam_constraints.py │ ├── beam_search.py │ ├── configuration_utils.py │ ├── flax_logits_process.py │ ├── flax_utils.py │ ├── logits_process.py │ ├── stopping_criteria.py │ ├── streamers.py │ ├── tf_logits_process.py │ ├── tf_utils.py │ └── utils.py │ ├── generation_flax_utils.py │ ├── generation_tf_utils.py │ ├── generation_utils.py │ ├── hf_argparser.py │ ├── hyperparameter_search.py │ ├── image_processing_utils.py │ ├── image_transforms.py │ ├── image_utils.py │ ├── integrations │ ├── __init__.py │ ├── bitsandbytes.py │ ├── deepspeed.py │ ├── integration_utils.py │ └── peft.py │ ├── keras_callbacks.py │ ├── modelcard.py │ ├── modeling_flax_outputs.py │ ├── modeling_flax_pytorch_utils.py │ ├── modeling_flax_utils.py │ ├── modeling_outputs.py │ ├── modeling_tf_outputs.py │ ├── modeling_tf_pytorch_utils.py │ ├── modeling_tf_utils.py │ ├── modeling_utils.py │ ├── models │ ├── __init__.py │ ├── auto │ │ ├── __init__.py │ │ ├── auto_factory.py │ │ ├── configuration_auto.py │ │ ├── feature_extraction_auto.py │ │ ├── image_processing_auto.py │ │ ├── modeling_auto.py │ │ ├── modeling_flax_auto.py │ │ ├── modeling_tf_auto.py │ │ ├── processing_auto.py │ │ └── tokenization_auto.py │ ├── mask2former │ │ ├── __init__.py │ │ ├── configuration_mask2former.py │ │ ├── convert_mask2former_original_pytorch_checkpoint_to_pytorch.py │ │ ├── image_processing_mask2former.py │ │ └── modeling_mask2former.py │ ├── maskformer │ │ ├── __init__.py │ │ ├── configuration_maskformer.py │ │ ├── configuration_maskformer_swin.py │ │ ├── convert_maskformer_original_pytorch_checkpoint_to_pytorch.py │ │ ├── convert_maskformer_resnet_to_pytorch.py │ │ ├── convert_maskformer_swin_to_pytorch.py │ │ ├── feature_extraction_maskformer.py │ │ ├── image_processing_maskformer.py │ │ ├── modeling_maskformer.py │ │ └── modeling_maskformer_swin.py │ └── owlvit │ │ ├── __init__.py │ │ ├── configuration_owlvit.py │ │ ├── convert_owlvit_original_flax_to_hf.py │ │ ├── feature_extraction_owlvit.py │ │ ├── image_processing_owlvit.py │ │ ├── modeling_owlvit.py │ │ ├── processing_owlvit.py │ │ └── test.py │ ├── onnx │ ├── __init__.py │ ├── __main__.py │ ├── config.py │ ├── convert.py │ ├── features.py │ └── utils.py │ ├── optimization.py │ ├── optimization_tf.py │ ├── processing_utils.py │ ├── pytorch_utils.py │ ├── sagemaker │ ├── __init__.py │ ├── trainer_sm.py │ └── training_args_sm.py │ ├── testing_utils.py │ ├── tf_utils.py │ ├── time_series_utils.py │ ├── tokenization_utils.py │ ├── tokenization_utils_base.py │ ├── tokenization_utils_fast.py │ ├── trainer.py │ ├── trainer_callback.py │ ├── trainer_pt_utils.py │ ├── trainer_seq2seq.py │ ├── trainer_tf.py │ ├── trainer_utils.py │ ├── training_args.py │ ├── training_args_seq2seq.py │ ├── training_args_tf.py │ └── utils │ ├── __init__.py │ ├── backbone_utils.py │ ├── bitsandbytes.py │ ├── constants.py │ ├── doc.py │ ├── dummy_detectron2_objects.py │ ├── dummy_essentia_and_librosa_and_pretty_midi_and_scipy_and_torch_objects.py │ ├── dummy_flax_objects.py │ ├── dummy_keras_nlp_objects.py │ ├── dummy_music_objects.py │ ├── dummy_pt_objects.py │ ├── dummy_sentencepiece_and_tokenizers_objects.py │ ├── dummy_sentencepiece_objects.py │ ├── dummy_speech_objects.py │ ├── dummy_tensorflow_text_objects.py │ ├── dummy_tf_objects.py │ ├── dummy_tokenizers_objects.py │ ├── dummy_vision_objects.py │ ├── fx.py │ ├── generic.py │ ├── hp_naming.py │ ├── hub.py │ ├── import_utils.py │ ├── logging.py │ ├── model_parallel_utils.py │ ├── notebook.py │ ├── peft_utils.py │ ├── quantization_config.py │ ├── sentencepiece_model_pb2.py │ ├── sentencepiece_model_pb2_new.py │ └── versions.py ├── src_LOC ├── dataset.py ├── matcher.py ├── self_owl.py ├── train_util.py └── util.py ├── util_LOC ├── __init__.py ├── box_ops.py ├── bulid.py ├── eval_real.py ├── get_LVIS.py ├── misc.py ├── transforms.py └── vis.py └── utils ├── add_pipeline_model_mapping_to_test.py ├── check_build.py ├── check_config_attributes.py ├── check_config_docstrings.py ├── check_copies.py ├── check_doc_toc.py ├── check_doctest_list.py ├── check_dummies.py ├── check_inits.py ├── check_model_tester.py ├── check_repo.py ├── check_self_hosted_runner.py ├── check_table.py ├── check_task_guides.py ├── check_tf_ops.py ├── create_dummy_models.py ├── custom_init_isort.py ├── documentation_tests.txt ├── download_glue_data.py ├── extract_warnings.py ├── get_ci_error_statistics.py ├── get_github_job_time.py ├── get_modified_files.py ├── get_previous_daily_ci.py ├── get_test_info.py ├── not_doctested.txt ├── notification_service.py ├── notification_service_doc_tests.py ├── past_ci_versions.py ├── print_env.py ├── release.py ├── slow_documentation_tests.txt ├── sort_auto_mappings.py ├── test_module ├── __init__.py ├── custom_configuration.py ├── custom_feature_extraction.py ├── custom_image_processing.py ├── custom_modeling.py ├── custom_pipeline.py ├── custom_processing.py ├── 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