Uh'CddlmZmZmZddlZddlmZmZm Z m Z ddl m Z m Z ddlmZddlmZmZmZddlmZmZmZmZGd d ed ZGd ded ZGdde ZdgZy))ListOptionalUnionN) ImagesKwargsProcessingKwargsProcessorMixinUnpack)PreTokenizedInput TextInput) BatchFeature) ImageInputconcatenate_listmake_flat_list_of_images) VideoInput VideoMetadata load_videomake_batched_videosc>eZdZUeeed<eeed<eeed<y)InternVLImagesKwargscrop_to_patches min_patches max_patchesN)__name__ __module__ __qualname__rbool__annotations__int/var/www/catia.catastroantioquia-mas.com/valormas/lib/python3.12/site-packages/transformers/models/internvl/processing_internvl.pyrr&s d^###r!rF)totalc,eZdZUeed<ddiddiidZy)InternVLProcessorKwargs images_kwargs padding_sideleftrT) text_kwargsr& videos_kwargsN)rrrrr _defaultsr r!r"r%r%,s,'' F  t Ir!r%c eZdZdZgdZddgZdZdZdZ d de ffd Z d e e d e e d e e d e jd e jde jf dZ d!deed eeeeeeeefdeedeedef dZ d"dedee deeee ffdZdZdZ e!dZ" d#dee dfdee de dede jFf dZ$xZ%S)$InternVLProcessoraM Constructs a InternVL processor which wraps a [`AutoImageProcessor`] and [`PretrainedTokenizerFast`] tokenizer into a single processor that inherits both the image processor and tokenizer functionalities. See the [`~InternVLProcessor.__call__`] and [`~InternVLProcessor.decode`] for more information. Args: image_processor ([`AutoImageProcessor`], *optional*): The image processor is a required input. tokenizer ([`PreTrainedTokenizer`, `PreTrainedTokenizerFast`], *optional*): The tokenizer is a required input. video_processor ([`AutoVideoProcessor`], *optional*): The video processor is a required input. image_seq_length (`int`, *optional*, defaults to 256): The number of image token to use per image patch. it should be set so that: image_seq_length = (config.image_size // config.patch_size) ** 2 * (config.scale_factor**2) chat_template (`str`, *optional*): A Jinja template which will be used to convert lists of messages in a chat into a tokenizable string. )image_processor tokenizervideo_processor chat_templateimage_seq_lengthAutoImageProcessorAutoVideoProcessor AutoTokenizerc ||_|j|_|j|_|j|_|j |_|j |_t|$|||fd|i|y)Nr1) r2start_image_tokenend_image_tokencontext_image_token image_token video_tokencontext_image_token_idimage_token_idsuper__init__)selfr.r/r0r2r1kwargs __class__s r"r?zInternVLProcessor.__init__Usp!1!*!> )_lTaleklr!textimage_num_patchesvideo_num_patchesimage_num_patches_indicesvideo_num_patches_indicesvideo_patch_indicesc Rd} d} g} g} g} |D]}|}j|vsj|vrj|vr؉j|vs7|jj|jjkr| dkDr|| dz nd}|| }| j||||j jdd}| jj jj z|| zj| dz } n| dkDr|| dz nd}|| }| dkDr||nd}||dz }| j|||t|||djfdttD}| j||j jdd}| dz } j|vrj|vrd|vr)| jd}|j d|d}d|vr)| j|| | | | fS)z Processes interleaved text with and