U
    ,-e*!                  8   @   s  d Z ddlZddlZddlmZmZ ddlZddlm	Z	 ddl
mZ eeZddd	Zd
did
did	Zd
diZddddddddddddddddddd d!d"d#d$d%d&d'd(d)d*d+d,d-d.d/d0d1d2d3d4d5d6d7d8d9d:d;d<d=d>d?d@dAdBdCdDdE7ZdFdG ZG dHdI dIe	ZdS )Jz)Tokenization classes for Salesforce CTRL.    N)OptionalTuple   )PreTrainedTokenizer)loggingz
vocab.jsonz
merges.txt)
vocab_filemerges_fileZctrlzHhttps://raw.githubusercontent.com/salesforce/ctrl/master/ctrl-vocab.jsonzHhttps://raw.githubusercontent.com/salesforce/ctrl/master/ctrl-merges.txt   i i  i i  i  i#j  iv i~ i6  i  iv  i i.  i i  iך  iͨ  i  i%  i  i  i3  iR- in  iS.  iK  i iw  i  i[  i*  i  i  i/  i?  i in1  i  ip i  i i iϒ  i	  i) i- i( i  iK i  i iǢ  i  ih  i )7Z	PregnancyZChristianityZExplainZFitnessZSavingZAskZAssZJokeZ	QuestionsZThoughtsZRetailZFeminismZWritingZAtheismZNetflixZ	ComputingZOpinionZAloneFunnyZGamingZHumanZIndiaZJokerZDietZLegalZNormanZTipZWeightZMoviesZRunningZScienceZHorrorZ
ConfessionZFinanceZPoliticsZScaryZSupportZTechnologiesZTeenageEventZLearnedZNotionZ	WikipediaZBooksZExtractZConfessionsZ
ConspiracyZLinksZ	NarcissusZRelationshipZRelationshipsZReviewsZNewsZTranslationZmultilingualc                 C   s>   t  }| d }| dd D ]}|||f |}qt |}|S )z
    Return set of symbol pairs in a word.

    Word is represented as tuple of symbols (symbols being variable-length strings).
    r      N)setadd)wordpairsZ	prev_charchar r   k/var/www/html/Darija-Ai-Train/env/lib/python3.8/site-packages/transformers/models/ctrl/tokenization_ctrl.py	get_pairsg   s    r   c                       s   e Zd ZdZeZeZeZ	e
Zd fdd	Zedd Zdd Zd	d
 Zdd Zdd Zdd Zdd Zdeee ee dddZ  ZS )CTRLTokenizera`  
    Construct a CTRL tokenizer. Based on Byte-Pair-Encoding.

    This tokenizer inherits from [`PreTrainedTokenizer`] which contains most of the main methods. Users should refer to
    this superclass for more information regarding those methods.

    Args:
        vocab_file (`str`):
            Path to the vocabulary file.
        merges_file (`str`):
            Path to the merges file.
        unk_token (`str`, *optional*, defaults to `"<unk>"`):
            The unknown token. A token that is not in the vocabulary cannot be converted to an ID and is set to be this
            token instead.
    <unk>c              	      s   t |dd}t|| _W 5 Q R X dd | j D | _t |dd}| ddd }W 5 Q R X dd	 |D }tt	|t
t|| _i | _t jf d
|i| d S )Nutf-8encodingc                 S   s   i | ]\}}||qS r   r   ).0kvr   r   r   
<dictcomp>   s      z*CTRLTokenizer.__init__.<locals>.<dictcomp>
r   c                 S   s   g | ]}t | qS r   )tuplesplit)r   merger   r   r   
<listcomp>   s     z*CTRLTokenizer.__init__.<locals>.<listcomp>	unk_token)openjsonloadencoderitemsdecoderreadr!   dictziprangelen	bpe_rankscachesuper__init__)selfr   r   r$   kwargsZvocab_handleZmerges_handleZmerges	__class__r   r   r3      s     zCTRLTokenizer.__init__c                 C   s
   t | jS N)r/   r(   r4   r   r   r   
vocab_size   s    zCTRLTokenizer.vocab_sizec                 C   s   t | jf| jS r8   )r,   r(   Zadded_tokens_encoderr9   r   r   r   	get_vocab   s    zCTRLTokenizer.get_vocabc           
         s  | j kr j | S t|}tt|d d |d d g }t|}|sN|S t| fddd}| jkrpqn|\}}g }d}|t|k rDz|||}	W n, tk
r   |	||d   Y qDY nX |	|||	  |	}|| |kr,|t|d k r,||d  |kr,|
||  |d7 }q|
||  |d7 }qt|}|}t|dkrdqnqNt|}qNd	|}|d d
 }| j |< |S )Nr   z</w>c                    s    j | tdS )Ninf)r0   getfloat)pairr9   r   r   <lambda>       z#CTRLTokenizer.bpe.<locals>.<lambda>keyr   r      @@ )r1   r    listr   minr0   r/   index
ValueErrorextendappendjoin)
r4   tokenr   r   ZbigramfirstsecondZnew_wordijr   r9   r   bpe   sF    

"
2




zCTRLTokenizer.bpec                 C   s8   g }t d|}|D ]}|t| |d q|S )zTokenize a string.z\S+\n? )refindallrK   rG   rS   r!   )r4   textZsplit_tokenswordsrN   r   r   r   	_tokenize   s
    zCTRLTokenizer._tokenizec                 C   s   | j || j | jS )z0Converts a token (str) in an id using the vocab.)r(   r=   r$   )r4   rN   r   r   r   _convert_token_to_id   s    z"CTRLTokenizer._convert_token_to_idc                 C   s   | j || jS )z=Converts an index (integer) in a token (str) using the vocab.)r*   r=   r$   )r4   rI   r   r   r   _convert_id_to_token   s    z"CTRLTokenizer._convert_id_to_tokenc                 C   s   d |dd }|S )z:Converts a sequence of tokens (string) in a single string.rT   rE    )rM   replacestrip)r4   tokensZ
out_stringr   r   r   convert_tokens_to_string   s    z&CTRLTokenizer.convert_tokens_to_stringN)save_directoryfilename_prefixreturnc           
   	   C   s(  t j|s"td| d d S t j||r6|d ndtd  }t j||rX|d ndtd  }t|ddd	$}|t	j
| jd
dddd  W 5 Q R X d}t|ddd	j}|d t| j dd dD ]B\}}	||	krtd| d |	}|d|d  |d7 }qW 5 Q R X ||fS )NzVocabulary path (z) should be a directory-r\   r   r   wr   r   rD   TF)indent	sort_keysensure_asciir   r   z#version: 0.2
c                 S   s   | d S )Nr   r   )kvr   r   r   r@      rA   z/CTRLTokenizer.save_vocabulary.<locals>.<lambda>rB   zSaving vocabulary to zZ: BPE merge indices are not consecutive. Please check that the tokenizer is not corrupted!rT   r   )ospathisdirloggererrorrM   VOCAB_FILES_NAMESr%   writer&   dumpsr(   sortedr0   r)   warning)
r4   ra   rb   r   Z
merge_filefrI   writerZ
bpe_tokensZtoken_indexr   r   r   save_vocabulary   s2      (

zCTRLTokenizer.save_vocabulary)r   )N)__name__
__module____qualname____doc__ro   Zvocab_files_namesPRETRAINED_VOCAB_FILES_MAPZpretrained_vocab_files_map&PRETRAINED_POSITIONAL_EMBEDDINGS_SIZESZmax_model_input_sizesCONTROL_CODEScontrol_codesr3   propertyr:   r;   rS   rY   rZ   r[   r`   strr   r   rv   __classcell__r   r   r6   r   r   w   s   
,
r   )rz   r&   rj   typingr   r   regexrU   Ztokenization_utilsr   utilsr   Z
get_loggerrw   rm   ro   r{   r|   r}   r   r   r   r   r   r   <module>   s   
 ;