├── NLVR.py ├── Pretrain.py ├── Pretrain_nlvr.py ├── README.md ├── Retrieval.py ├── VQA.py ├── configs ├── NLVR.yaml ├── NLVR_pretrain.yaml ├── Pretrain.yaml ├── Retrieval_coco.yaml ├── Retrieval_flickr.yaml ├── VQA.yaml └── config_bert.json ├── dataset ├── caption_dataset.py ├── handle_data.py ├── nlvr_dataset.py ├── randaugment.py ├── sampler_for_grit.py ├── utils.py └── vqa_dataset.py ├── img.png ├── models ├── GRIT_utils.py ├── __init__.py ├── model_nlvr.py ├── model_pretrain_GRIT_VLP.py ├── model_pretrain_nlvr.py ├── model_retrieval.py ├── model_vqa.py ├── tokenization_bert.py ├── vit.py └── xbert.py ├── optim ├── __init__.py ├── adafactor.py ├── adahessian.py ├── adamp.py ├── adamw.py ├── lookahead.py ├── nadam.py ├── novograd.py ├── nvnovograd.py ├── optim_factory.py ├── radam.py ├── rmsprop_tf.py └── sgdp.py ├── refTools ├── evaluation │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── refEvaluation.cpython-36.pyc │ │ ├── refEvaluation.cpython-37.pyc │ │ └── refEvaluation.cpython-38.pyc │ ├── bleu │ │ ├── LICENSE │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── bleu.cpython-36.pyc │ │ │ ├── bleu.cpython-37.pyc │ │ │ ├── bleu.cpython-38.pyc │ │ │ ├── bleu_scorer.cpython-36.pyc │ │ │ ├── bleu_scorer.cpython-37.pyc │ │ │ └── bleu_scorer.cpython-38.pyc │ │ ├── bleu.py │ │ ├── bleu.pyc │ │ ├── bleu_scorer.py │ │ └── bleu_scorer.pyc │ ├── cider │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── cider.cpython-36.pyc │ │ │ ├── cider.cpython-37.pyc │ │ │ ├── cider.cpython-38.pyc │ │ │ ├── cider_scorer.cpython-36.pyc │ │ │ ├── cider_scorer.cpython-37.pyc │ │ │ └── cider_scorer.cpython-38.pyc │ │ ├── cider.py │ │ ├── cider.pyc │ │ ├── cider_scorer.py │ │ └── cider_scorer.pyc │ ├── meteor │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── meteor.cpython-36.pyc │ │ │ ├── meteor.cpython-37.pyc │ │ │ └── meteor.cpython-38.pyc │ │ ├── meteor-1.5.jar │ │ ├── meteor.py │ │ └── meteor.pyc │ ├── readme.txt │ ├── refEvaluation.py │ ├── refEvaluation.pyc │ ├── rouge │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── rouge.cpython-36.pyc │ │ │ ├── rouge.cpython-37.pyc │ │ │ └── rouge.cpython-38.pyc │ │ ├── rouge.py │ │ └── rouge.pyc │ └── tokenizer │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── ptbtokenizer.cpython-36.pyc │ │ ├── ptbtokenizer.cpython-37.pyc │ │ └── 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