
    g                     v    d Z ddlZddlmZmZmZ ddlmZ ddlm	Z	m
Z
mZmZmZ ddlmZ  G d d	e          ZdS )
z
Processor class for ViLT.
    N)ListOptionalUnion   )ProcessorMixin)BatchEncodingPaddingStrategyPreTokenizedInput	TextInputTruncationStrategy)
TensorTypec            "           e Zd ZdZddgZdZdZd! fd	Z	 	 	 	 	 	 	 	 	 	 	 	 	 	 	 d"dee	e
ee	         ee
         f         dedeeeef         deeeef         dee         dedee         dee         dee         dedededededeeeef                  def dZd Zd Zed             Zed             Zed              Z xZS )#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	tokenizerViltImageProcessor)BertTokenizerBertTokenizerFastNc                    d }d|v r/t          j        dt                     |                    d          }||n|}|t	          d          |t	          d          t                                          ||           | j        | _        d S )Nfeature_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`.)	warningswarnFutureWarningpop
ValueErrorsuper__init__r   current_processor)selfr   r   kwargsr   	__class__s        d/var/www/html/ai-engine/env/lib/python3.11/site-packages/transformers/models/vilt/processing_vilt.pyr   zViltProcessor.__init__-   s     &((M  
 !'

+> ? ?-<-H//N_"HIIIABBB)444!%!5    TFr   textadd_special_tokenspadding
truncation
max_lengthstridepad_to_multiple_ofreturn_token_type_idsreturn_attention_maskreturn_overflowing_tokensreturn_special_tokens_maskreturn_offsets_mappingreturn_lengthverbosereturn_tensorsreturnc                      | j         d||||||||	|
||||||d|}|                     ||          }|                    |           |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$   r%   r&   r'   r(   r)   r*   r+   r,   r-   r.   r/   r0   r1   r2   )r2    )r   r   update)r   imagesr$   r%   r&   r'   r(   r)   r*   r+   r,   r-   r.   r/   r0   r1   r2   r    encodingencoding_image_processors                       r"   __call__zViltProcessor.__call__@   s    4 "4> 
1!!1"7"7&?'A#9')
 
  !
 
& $(#7#7~#7#^#^ 0111r#   c                 &     | j         j        |i |S )z
        This method forwards all its arguments to BertTokenizerFast's [`~PreTrainedTokenizer.batch_decode`]. Please
        refer to the docstring of this method for more information.
        )r   batch_decoder   argsr    s      r"   r<   zViltProcessor.batch_decoder   s    
 +t~*D;F;;;r#   c                 &     | j         j        |i |S )z
        This method forwards all its arguments to BertTokenizerFast's [`~PreTrainedTokenizer.decode`]. Please refer to
        the docstring of this method for more information.
        )r   decoder=   s      r"   r@   zViltProcessor.decodey   s    
 %t~$d5f555r#   c                     | j         j        }| j        j        }t          t                              ||z                       S )N)r   model_input_namesr   listdictfromkeys)r   tokenizer_input_namesimage_processor_input_namess      r"   rB   zViltProcessor.model_input_names   s:     $ @&*&:&L#DMM"7:U"UVVWWWr#   c                 D    t          j        dt                     | j        S )Nzg`feature_extractor_class` is deprecated and will be removed in v5. Use `image_processor_class` instead.)r   r   r   image_processor_classr   s    r"   feature_extractor_classz%ViltProcessor.feature_extractor_class   s'    u	
 	
 	
 ))r#   c                 D    t          j        dt                     | j        S )Nz[`feature_extractor` is deprecated and will be removed in v5. Use `image_processor` instead.)r   r   r   r   rJ   s    r"   r   zViltProcessor.feature_extractor   s'    i	
 	
 	
 ##r#   )NN)NTFNNr   NNNFFFFTN)__name__
__module____qualname____doc__
attributesrI   tokenizer_classr   r   r   r
   r   boolstrr	   r   r   intr   r   r:   r<   r@   propertyrB   rK   r   __classcell__)r!   s   @r"   r   r      s         $[1J0<O6 6 6 6 6 6, _c#'5:;?$(,00404*/+0',#;?#0 0 I0$y/4HYCZZ[0 !	0
 tS/120 $%7780 SM0 0 %SM0  (~0  (~0 $(0 %)0 !%0 0  !0" !sJ!78#0& 
'0 0 0 0d< < <6 6 6 X X XX
 * * X* $ $ X$ $ $ $ $r#   r   )rP   r   typingr   r   r   processing_utilsr   tokenization_utils_baser   r	   r
   r   r   utilsr   r   r5   r#   r"   <module>r\      s      ( ( ( ( ( ( ( ( ( ( . . . . . . w w w w w w w w w w w w w w      y$ y$ y$ y$ y$N y$ y$ y$ y$ y$r#   