Pads a batch of images to the bottom and right of the image with zeros to the size of largest height and width in the batch and optio

projection

Tie the weights between the input embeddings and the output embeddings. If the `torchscript` flag is set in the configuration, can't

Converts `image` to a PIL Image. Optionally rescales it and puts the channel dimension back as the last axis if needed. Args

Calculate rouge using rouge_scorer package. Args: pred_lns: list of summaries generated by model tgt_lns: list of groundtruth sum

This method forwards all its arguments to PreTrainedTokenizer's [`~PreTrainedTokenizer.decode`]. Please refer to the docstring of thi

Transforms the `input_audio` to a discrete representation made out of `music_tokens`. Args: input_audio (`torch.Tensor`)

Returns the number of spaces that start a line indent.

r""" Instantiate a [`VisionTextDualEncoderConfig`] (or a derived class) from text model configuration and vision model configuration.

r""" An utility function to get the key of the module to keep in full precision if any For example for CausalLM modules we may want to keep th

Normalize a given string using the `EnglishTextNormalizer` class, which preforms commons transformation on english text.

Collates the audio and text inputs, as well as their targets, into a padded batch. Audio inputs are padded by SpeechT5FeatureExtract

Pad a single encoded input or a batch of encoded inputs up to predefined length or to the max sequence length in the batch. Padding s

Pads a batch of images to the bottom and right of the image with zeros to the size of largest height and width in the batch and optio

Pads the inputs to same length and returns attention_mask. Args: inputs (`BatchFeature`): Processed audi

Runs `command` with `subprocess.check_output` and will potentially return the `stdout`. Will also properly capture if an error occured while

Serializes this instance to a Python dictionary. Override the default [`~PretrainedConfig.to_dict`]. Returns: `Dict[str,

Serializes this instance to a Python dictionary. Returns: `Dict[str, Any]`: Dictionary of all the attributes that make up this co

Serializes this instance to a Python dictionary. Override the default [`~PretrainedConfig.to_dict`]. Returns: `Dict[str, any]`: D