sgndZddlZddlmZmZmZddlmZddlm Z m Z m Z m Z m Z ddlmZGdd eZy) z Processor class for ViLT. N)ListOptionalUnion)ProcessorMixin) BatchEncodingPaddingStrategyPreTokenizedInput TextInputTruncationStrategy) TensorTypec"2eZdZdZddgZdZdZdfd Z ddee e e e e e fde d ee e efd ee e efd eed ed eedee dee de de de de de deee efdef dZdZdZedZedZedZxZS) ViltProcessorau Constructs a ViLT processor which wraps a BERT tokenizer and ViLT image processor into a single processor. [`ViltProcessor`] offers all the functionalities of [`ViltImageProcessor`] and [`BertTokenizerFast`]. See the docstring of [`~ViltProcessor.__call__`] and [`~ViltProcessor.decode`] for more information. Args: image_processor (`ViltImageProcessor`, *optional*): An instance of [`ViltImageProcessor`]. The image processor is a required input. tokenizer (`BertTokenizerFast`, *optional*): An instance of ['BertTokenizerFast`]. The tokenizer is a required input. image_processor tokenizerViltImageProcessor) BertTokenizerBertTokenizerFastc d}d|vr+tjdt|jd}||n|}| t d| t dt ||||j|_y)Nfeature_extractorzhThe `feature_extractor` argument is deprecated and will be removed in v5, use `image_processor` instead.z)You need to specify an `image_processor`.z"You need to specify a `tokenizer`.) warningswarn FutureWarningpop ValueErrorsuper__init__rcurrent_processor)selfrrkwargsr __class__s [/var/www/html/venv/lib/python3.12/site-packages/transformers/models/vilt/processing_vilt.pyrzViltProcessor.__init__-s  & ( MM  !' +> ? -<-H/N_  "HI I  AB B )4!%!5!5textadd_special_tokenspadding truncation max_lengthstridepad_to_multiple_ofreturn_token_type_idsreturn_attention_maskreturn_overflowing_tokensreturn_special_tokens_maskreturn_offsets_mapping return_lengthverbosereturn_tensorsreturnc |jd|||||||| | | | | |||d|}|j||}|j||S)a  This method uses [`ViltImageProcessor.__call__`] method to prepare image(s) for the model, and [`BertTokenizerFast.__call__`] to prepare text for the model. Please refer to the docstring of the above two methods for more information. )r$r%r&r'r(r)r*r+r,r-r.r/r0r1r2)r2)rrupdate)rimagesr$r%r&r'r(r)r*r+r,r-r.r/r0r1r2r encodingencoding_image_processors r"__call__zViltProcessor.__call__@sz4"4>> 1!!1"7"7&?'A#9') ! &$(#7#7~#7#^ 01r#c:|jj|i|S)z This method forwards all its arguments to BertTokenizerFast's [`~PreTrainedTokenizer.batch_decode`]. Please refer to the docstring of this method for more information. )r batch_decoderargsr s r"r<zViltProcessor.batch_decoders +t~~**D;F;;r#c:|jj|i|S)z This method forwards all its arguments to BertTokenizerFast's [`~PreTrainedTokenizer.decode`]. Please refer to the docstring of this method for more information. )rdecoder=s r"r@zViltProcessor.decodeys %t~~$$d5f55r#c|jj}|jj}ttj ||zS)N)rmodel_input_namesrlistdictfromkeys)rtokenizer_input_namesimage_processor_input_namess r"rBzViltProcessor.model_input_namess? $ @ @&*&:&:&L&L#DMM"7:U"UVWWr#cNtjdt|jS)Nzg`feature_extractor_class` is deprecated and will be removed in v5. Use `image_processor_class` instead.)rrrimage_processor_classrs r"feature_extractor_classz%ViltProcessor.feature_extractor_classs" u  )))r#cNtjdt|jS)Nz[`feature_extractor` is deprecated and will be removed in v5. Use `image_processor` instead.)rrrrrJs r"rzViltProcessor.feature_extractors" i  ###r#)NN)NTFNNrNNNFFFFTN)__name__ __module__ __qualname____doc__ attributesrItokenizer_classrrr r rboolstrr r rintr rr:r<r@propertyrBrKr __classcell__)r!s@r"rrs $[1J0r\s/((.wwy$Ny$r#