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

Returns the evaluation [`~torch.utils.data.DataLoader`]. Subclass and override this method if you want to inject some custom behavio

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

r""" inference_session (`Sam2VideoInferenceSession`): The video inference session object. start_frame_idx (`int`, *optiona

Compute output projection inside each attention experts and merge the outputs of different experts.

Construct a layernorm module in the T5 style. No bias and no subtraction of mean.

Calls the forward method of Flash Attention - if the input hidden states contain at least one padding token first unpad the input, then compu

Creates a random float32 tensor

Ensure that all layers have a channel count that is divisible by `divisor`.

Normalizes `image` with `mean` and `std`. Note that this will trigger a conversion of `image` to a NumPy array if it's a PIL Image.

Parses the commit message to detect if a command is there to skip, force all or part of the CI. Args: commit_message (`str`): The co

A method executed at the end of each Transformer model initialization, to execute code that needs the model's modules properly initia

This method forwards all its arguments to NougatTokenizer's [`~PreTrainedTokenizer.post_process_generation`]. Please refer to the doc

Function that is called by `.generate()` to push new tokens

Serializes this instance to a Python dictionary.