Get the character span in the original string corresponding to given word in a sequence of the batch. Character spans are returned a

The Mask2Former Loss. The loss is computed very similar to DETR. The process happens in two steps: 1) we compute hungarian assignment

Returns whether this model can generate sequences with `.generate()`. Returns: `bool`: Whether this model can generate s

Find the labels used by a given model. Args: model_class (`type`): The class of the model.

This is the gelu implementation from the original ESM repo. Using F.gelu yields subtly wrong results.

A utility function that asks a question to the user to get an answer, potentially looping until it gets a valid answer. Args: qu

Checks if `torch_mlu` is installed and potentially if a MLU is in the environment

Wrapper around torch.meshgrid to avoid warning messages about the introduced `indexing` argument. Reference: https://pytorch.org/docs/1.13/g

Prepares a sequence of input id, entity id and entity span, or a pair of sequences of inputs ids, entity ids, entity spans so that it

Basic Tokenization of a piece of text. Split on "white spaces" only, for sub-word tokenization, see WordPieceTokenizer. Args

Verify that out_indices and out_features are valid for the given stage_names.

Get the word in the original string corresponding to a character in the original string of a sequence of the batch. Can be c

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

A utility method that massages the config file and can optionally verify that the values match. 1. Replace "auto" values with `Train

r""" Instantiate a [`EncoderDecoderConfig`] (or a derived class) from a pre-trained encoder model configuration and decoder model conf

Params: vision_model_name_or_path (`str`, *optional*, defaults to `None`): Information necessary to initiate the

Checks if a repo contains a given file without downloading it. Works for remote repos and local folders. If offline mode is enabled, checks

Tests if `x` is a Jax tensor or not. Safe to call even if jax is not installed.

When used in normal mode, this method forwards all its arguments to Wav2Vec2FeatureExtractor's [`~Wav2Vec2FeatureExtractor.pad`] and

This method forwards all its arguments to [`OwlViTImageProcessor.post_process_object_detection`]. Please refer to the docstring of th

Converts the output of [`DPTForSemanticSegmentation`] into semantic segmentation maps. Only supports PyTorch. Args: outp

This function prepares a list of PIL images, or a list of numpy arrays if one specifies numpify=True, or a list of PyTorch tensors if one spec

Framework-agnostic version of `numpy.squeeze` that will work on torch/TensorFlow/Jax tensors as well as NumPy arrays.

Save this instance to a json file.