r""" Constructs an Emu3 processor which wraps an Emu3 image processor and an Emu3 vision vq model and an Emu3 tokenizer into a single processor.

Emu3RotaryEmbedding extended with Dynamic NTK scaling. Credits to the Reddit users /u/bloc97 and /u/emozilla

Emu3RotaryEmbedding extended with linear scaling. Credits to the Reddit user /u/kaiokendev

Transformer decoder consisting of *config.num_hidden_layers* layers. Each layer is a [`Emu3DecoderLayer`] Args: config: Emu3Config

Multi-headed attention from 'Attention Is All You Need' paper

r""" This is the configuration class to store the configuration of a [`Emu3Model`]. It is used to instantiate an Emu3 model according to the s

Emu3 flash attention module. This module inherits from `Emu3Attention` as the weights of the module stays untouched. The only required change

Emu3 attention module using torch.nn.functional.scaled_dot_product_attention. This module inherits from `Emu3Attention` as the weights of the

Emu3 tokenizer.

r""" This is the configuration class to store the configuration of a [`Emu3VisionVQ`]. It is used to instantiate an video movq model accordin

r""" Constructs a Emu3VisionVQ image processor that dynamically resizes images based on the original images. Args: do_resize (`bool`,

An abstract class to handle weights initialization and a simple interface for downloading and loading pretrained models.