r"""Get an item from registry with key 'name' Args: name (string): Key whose value needs to be retrieved. default: If

Print information about the VQA annotation file. :return:

Assume the first argument is the name of the argument.

function for generate test use

Build a pretrained model from default configuration file, specified by model_type. Args: - model_type (str): model type,

Get question ids that satisfy given filter conditions. default skips that filter :param imgIds (int array) : get question ids f

Load questions and answers with the specified question ids. :param ids (int array) : integer ids specifying question ids

r"""Register a path to registry with key 'name' Args: name: Key with which the path will be registered. Usage:

Download a file from a URL and cache it locally. If the file already exists, it is not downloaded again. If distributed, only the main proces

Display the specified annotations. :param anns (array of object): annotations to display :return: None

Create the directory if it does not exist.

r"""Register an item to registry with key 'name' Args: name: Key with which the item will be registered. Usage::

vis_root (string): Root directory of images (e.g. coco/images/) ann_root (string): directory to store the annotation file

Save the checkpoint at the current epoch.

An inner training loop compatible with both epoch-based and iter-based training. When using epoch-based, training stops after one ep

Download a file from a url and place it in root. Args: url (str): URL to download file from root (str): Directory to place downloa

Evaluate the model on a given split. Args: split_name (str): name of the split to evaluate on. cur_epoch (in

Get question ids that satisfy given filter conditions. default skips that filter :param imgIds (int array) : get question ids f

Makes broadcastable attention and causal masks so that future and masked tokens are ignored. Arguments: attention_mask (

Load from a finetuned checkpoint. This should expect no mismatch in the model keys and the checkpoint keys.

Warmup the learning rate