
import json
import os
import re
import unicodedata
from json.encoder import INFINITY
from typing import Any, Dict, List, Optional, Tuple, Union

import numpy as np
import regex

from ...tokenization_utils import AddedToken, PreTrainedTokenizer
from ...tokenization_utils_base import BatchEncoding
from ...utils import TensorType, is_flax_available, is_tf_available, is_torch_available, logging
from ...utils.generic import _is_jax, _is_numpy


lowercase__       =logging.get_logger(__name__)

lowercase__       ={
    """artists_file""": """artists.json""",
    """lyrics_file""": """lyrics.json""",
    """genres_file""": """genres.json""",
}

lowercase__       ={
    """artists_file""": {
        """jukebox""": """https://huggingface.co/ArthurZ/jukebox/blob/main/artists.json""",
    },
    """genres_file""": {
        """jukebox""": """https://huggingface.co/ArthurZ/jukebox/blob/main/genres.json""",
    },
    """lyrics_file""": {
        """jukebox""": """https://huggingface.co/ArthurZ/jukebox/blob/main/lyrics.json""",
    },
}

lowercase__       ={
    """jukebox""": 512,
}



class 		UpperCamelCase__  (       _UpperCAmelCase    ):
   _SCREAMING_SNAKE_CASE      :							List[str]	       =      VOCAB_FILES_NAMES
   _SCREAMING_SNAKE_CASE      :							List[str]	       =      PRETRAINED_VOCAB_FILES_MAP
   _SCREAMING_SNAKE_CASE      :							Any	       =      PRETRAINED_LYRIC_TOKENS_SIZES
   _SCREAMING_SNAKE_CASE      :							Any	       =      ['input_ids', 'attention_mask']
   def __init__(self :					List[Any]					,				snake_case_ :					Any					,				snake_case_ :					Tuple					,				snake_case_ :					Dict					,				snake_case_ :					Optional[Any]=["v3", "v2", "v2"]					,				snake_case_ :					Tuple=5_1_2					,				snake_case_ :					List[str]=5					,				snake_case_ :					Dict="<|endoftext|>"					,				**snake_case_ :					Union[str, Any]					,				):
    __a :  Optional[int]						=  AddedToken(SCREAMING_SNAKE_CASE_					,				lstrip=SCREAMING_SNAKE_CASE_					,				rstrip=SCREAMING_SNAKE_CASE_   ) if isinstance(SCREAMING_SNAKE_CASE_					,				SCREAMING_SNAKE_CASE_   ) else unk_token
    super().__init__(
        unk_token=SCREAMING_SNAKE_CASE_					,				n_genres=SCREAMING_SNAKE_CASE_					,				version=SCREAMING_SNAKE_CASE_					,				max_n_lyric_tokens=SCREAMING_SNAKE_CASE_					,				**SCREAMING_SNAKE_CASE_					,				)
    __a :  Union[str, Any]						=  version
    __a :  Union[str, Any]						=  max_n_lyric_tokens
    __a :  Dict						=  n_genres

    with open(SCREAMING_SNAKE_CASE_					,				encoding='''utf-8'''   ) as vocab_handle:
     __a :  Optional[int]						=  json.load(SCREAMING_SNAKE_CASE_   )

    with open(SCREAMING_SNAKE_CASE_					,				encoding='''utf-8'''   ) as vocab_handle:
     __a :  Any						=  json.load(SCREAMING_SNAKE_CASE_   )

    with open(SCREAMING_SNAKE_CASE_					,				encoding='''utf-8'''   ) as vocab_handle:
     __a :  int						=  json.load(SCREAMING_SNAKE_CASE_   )

    __a :  Optional[Any]						=  r'[^A-Za-z0-9.,:;!?\-\'\"()\[\] \t\n]+'
    # In v2, we had a n_vocab=80 and in v3 we missed + and so n_vocab=79 of characters.
    if len(self.lyrics_encoder   ) == 7_9:
     __a :  List[str]						=  oov.replace(r'''\-\''''					,				r'''\-+\''''   )

    __a :  List[str]						=  regex.compile(SCREAMING_SNAKE_CASE_   )
    __a :  List[str]						=  {v: k for k, v in self.artists_encoder.items()}
    __a :  Optional[Any]						=  {v: k for k, v in self.genres_encoder.items()}
    __a :  List[Any]						=  {v: k for k, v in self.lyrics_encoder.items()}
   @property
   def       lowerCAmelCase			(self :					Any   ):
    return len(self.artists_encoder   ) + len(self.genres_encoder   ) + len(self.lyrics_encoder   )
   def       lowerCAmelCase			(self :					List[str]   ):
    return dict(self.artists_encoder					,				self.genres_encoder					,				self.lyrics_encoder   )
   def       lowerCAmelCase			(self :					Union[str, Any]					,				snake_case_ :					Optional[Any]					,				snake_case_ :					List[Any]					,				snake_case_ :					Optional[Any]   ):
    __a :  List[str]						=  [self.artists_encoder.get(SCREAMING_SNAKE_CASE_					,				0   ) for artist in list_artists]
    for genres in range(len(SCREAMING_SNAKE_CASE_   )   ):
     __a :  str						=  [self.genres_encoder.get(SCREAMING_SNAKE_CASE_					,				0   ) for genre in list_genres[genres]]
     __a :  Optional[int]						=  list_genres[genres] + [-1] * (self.n_genres - len(list_genres[genres]   ))

    __a :  Tuple						=  [[self.lyrics_encoder.get(SCREAMING_SNAKE_CASE_					,				0   ) for character in list_lyrics[0]], [], []]
    return artists_id, list_genres, lyric_ids
   def       lowerCAmelCase			(self :					List[Any]					,				snake_case_ :					str   ):
    return list(SCREAMING_SNAKE_CASE_   )
   def       lowerCAmelCase			(self :					Union[str, Any]					,				snake_case_ :					Optional[int]					,				snake_case_ :					List[Any]					,				snake_case_ :					List[str]					,				**snake_case_ :					Dict   ):
    __a :  str						=  self.prepare_for_tokenization(SCREAMING_SNAKE_CASE_					,				SCREAMING_SNAKE_CASE_					,				SCREAMING_SNAKE_CASE_   )
    __a :  List[Any]						=  self._tokenize(SCREAMING_SNAKE_CASE_   )
    return artist, genre, lyrics
   def       lowerCAmelCase			(self :					Dict					,				snake_case_ :					int					,				snake_case_ :					Union[str, Any]					,				snake_case_ :					str					,				snake_case_ :					Union[str, Any] = False   ):
    for idx in range(len(self.version   )   ):
     if self.version[idx] == "v3":
      __a :  Union[str, Any]						=  artists[idx].lower()
      __a :  Any						=  [genres[idx].lower()]
     else:
      __a :  Any						=  self._normalize(artists[idx]   ) + '.v2'
      __a :  Optional[int]						=  [
          self._normalize(SCREAMING_SNAKE_CASE_   ) + '.v2' for genre in genres[idx].split('''_'''   )
      ]  # split is for the full dictionary with combined genres

    if self.version[0] == "v2":
     __a :  Any						=  regex.compile(r'''[^A-Za-z0-9.,:;!?\-\'\"()\[\] \t\n]+'''   )
     __a :  Any						=  'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789.,:;!?-+\'\"()[] \t\n'
     __a :  Tuple						=  {vocab[index]: index + 1 for index in range(len(SCREAMING_SNAKE_CASE_   )   )}
     __a :  Union[str, Any]						=  0
     __a :  Union[str, Any]						=  len(SCREAMING_SNAKE_CASE_   ) + 1
     __a :  Tuple						=  self.vocab
     __a :  Union[str, Any]						=  {v: k for k, v in self.vocab.items()}
     __a :  Union[str, Any]						=  ''
    else:
     __a :  Any						=  regex.compile(r'''[^A-Za-z0-9.,:;!?\-+\'\"()\[\] \t\n]+'''   )

    __a :  List[Any]						=  self._run_strip_accents(SCREAMING_SNAKE_CASE_   )
    __a :  List[Any]						=  lyrics.replace('''\\'''					,				'''\n'''   )
    __a :  List[str]						=  self.out_of_vocab.sub(''''''					,				SCREAMING_SNAKE_CASE_   ), [], []
    return artists, genres, lyrics
   def       lowerCAmelCase			(self :					List[Any]					,				snake_case_ :					Optional[int]   ):
    __a :  Optional[Any]						=  unicodedata.normalize('''NFD'''					,				SCREAMING_SNAKE_CASE_   )
    __a :  Optional[Any]						=  []
    for char in text:
     __a :  List[str]						=  unicodedata.category(SCREAMING_SNAKE_CASE_   )
     if cat == "Mn":
      continue
     output.append(SCREAMING_SNAKE_CASE_   )
    return "".join(SCREAMING_SNAKE_CASE_   )
   def       lowerCAmelCase			(self :					Any					,				snake_case_ :					List[str]   ):
    __a :  Tuple						=  (
        [chr(SCREAMING_SNAKE_CASE_   ) for i in range(ord('''a'''   )					,				ord('''z'''   ) + 1   )]
        + [chr(SCREAMING_SNAKE_CASE_   ) for i in range(ord('''A'''   )					,				ord('''Z'''   ) + 1   )]
        + [chr(SCREAMING_SNAKE_CASE_   ) for i in range(ord('''0'''   )					,				ord('''9'''   ) + 1   )]
        + ['.']
    )
    __a :  List[Any]						=  frozenset(SCREAMING_SNAKE_CASE_   )
    __a :  Any						=  re.compile(r'''_+'''   )
    __a :  str						=  ''.join([c if c in accepted else '''_''' for c in text.lower()]   )
    __a :  List[Any]						=  pattern.sub('''_'''					,				SCREAMING_SNAKE_CASE_   ).strip('''_'''   )
    return text
   def       lowerCAmelCase			(self :					Any					,				snake_case_ :					List[str]   ):
    return " ".join(SCREAMING_SNAKE_CASE_   )
   def       lowerCAmelCase			(self :					Optional[int]					,				snake_case_ :					Tuple					,				snake_case_ :					Optional[Any] = None					,				snake_case_ :					Union[str, Any] = False   ):
    # Convert to TensorType
    if not isinstance(SCREAMING_SNAKE_CASE_					,				SCREAMING_SNAKE_CASE_   ):
     __a :  Union[str, Any]						=  TensorType(SCREAMING_SNAKE_CASE_   )

    # Get a function reference for the correct framework
    if tensor_type == TensorType.TENSORFLOW:
     if not is_tf_available():
      raise ImportError(
          '''Unable to convert output to TensorFlow tensors format, TensorFlow is not installed.'''   )
     import tensorflow as tf

     __a :  Optional[int]						=  tf.constant
     __a :  List[Any]						=  tf.is_tensor
    elif tensor_type == TensorType.PYTORCH:
     if not is_torch_available():
      raise ImportError('''Unable to convert output to PyTorch tensors format, PyTorch is not installed.'''   )
     import torch

     __a :  Optional[Any]						=  torch.tensor
     __a :  str						=  torch.is_tensor
    elif tensor_type == TensorType.JAX:
     if not is_flax_available():
      raise ImportError('''Unable to convert output to JAX tensors format, JAX is not installed.'''   )
     import jax.numpy as jnp  # noqa: F811

     __a :  Tuple						=  jnp.array
     __a :  Dict						=  _is_jax
    else:
     __a :  Any						=  np.asarray
     __a :  Tuple						=  _is_numpy

    # Do the tensor conversion in batch

    try:
     if prepend_batch_axis:
      __a :  Optional[int]						=  [inputs]

     if not is_tensor(SCREAMING_SNAKE_CASE_   ):
      __a :  List[str]						=  as_tensor(SCREAMING_SNAKE_CASE_   )
    except:  # noqa E722
     raise ValueError(
         '''Unable to create tensor, you should probably activate truncation and/or padding '''
         '''with \'padding=True\' \'truncation=True\' to have batched tensors with the same length.'''   )

    return inputs
   def __call__(self :					Any					,				snake_case_ :					Tuple					,				snake_case_ :					List[str]					,				snake_case_ :					List[Any]=""					,				snake_case_ :					List[Any]="pt"   ):
    __a :  int						=  [0, 0, 0]
    __a :  Optional[int]						=  [artist] * len(self.version   )
    __a :  List[Any]						=  [genres] * len(self.version   )

    __a :  Tuple						=  self.tokenize(SCREAMING_SNAKE_CASE_					,				SCREAMING_SNAKE_CASE_					,				SCREAMING_SNAKE_CASE_   )
    __a :  int						=  self._convert_token_to_id(SCREAMING_SNAKE_CASE_					,				SCREAMING_SNAKE_CASE_					,				SCREAMING_SNAKE_CASE_   )

    __a :  Dict						=  [-INFINITY] * len(full_tokens[-1]   )
    __a :  Union[str, Any]						=  [
        self.convert_to_tensors(
            [input_ids + [artists_id[i]] + genres_ids[i] + full_tokens[i]]					,				tensor_type=SCREAMING_SNAKE_CASE_   )
        for i in range(len(self.version   )   )
    ]
    return BatchEncoding({'''input_ids''': input_ids, '''attention_masks''': attention_masks}   )
   def       lowerCAmelCase			(self :					Union[str, Any]					,				snake_case_ :					List[Any]					,				snake_case_ :					str = None   ):
    if not os.path.isdir(SCREAMING_SNAKE_CASE_   ):
     logger.error(f"Vocabulary path ({save_directory}) should be a directory"   )
     return

    __a :  Optional[int]						=  os.path.join(
        SCREAMING_SNAKE_CASE_					,				(filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''artists_file''']   )
    with open(SCREAMING_SNAKE_CASE_					,				'''w'''					,				encoding='''utf-8'''   ) as f:
     f.write(json.dumps(self.artists_encoder					,				ensure_ascii=SCREAMING_SNAKE_CASE_   )   )

    __a :  Optional[Any]						=  os.path.join(
        SCREAMING_SNAKE_CASE_					,				(filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''genres_file''']   )
    with open(SCREAMING_SNAKE_CASE_					,				'''w'''					,				encoding='''utf-8'''   ) as f:
     f.write(json.dumps(self.genres_encoder					,				ensure_ascii=SCREAMING_SNAKE_CASE_   )   )

    __a :  Optional[Any]						=  os.path.join(
        SCREAMING_SNAKE_CASE_					,				(filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''lyrics_file''']   )
    with open(SCREAMING_SNAKE_CASE_					,				'''w'''					,				encoding='''utf-8'''   ) as f:
     f.write(json.dumps(self.lyrics_encoder					,				ensure_ascii=SCREAMING_SNAKE_CASE_   )   )

    return (artists_file, genres_file, lyrics_file)







   def       lowerCAmelCase			(self :					str					,				snake_case_ :					List[str]					,				snake_case_ :					List[str]					,				snake_case_ :					int   ):
    __a :  Any						=  self.artists_decoder.get(SCREAMING_SNAKE_CASE_   )
    __a :  List[str]						=  [self.genres_decoder.get(SCREAMING_SNAKE_CASE_   ) for genre in genres_index]
    __a :  Optional[Any]						=  [self.lyrics_decoder.get(SCREAMING_SNAKE_CASE_   ) for character in lyric_index]
    return artist, genres, lyrics




'''simple docstring'''



import os
from shutil import copyfile
from typing import List, Optional, Tuple

from ...tokenization_utils import AddedToken
from ...tokenization_utils_fast import PreTrainedTokenizerFast
from ...utils import is_sentencepiece_available, logging


if is_sentencepiece_available():
      from .tokenization_xlnet import XLNetTokenizer
else:
      A__		:					Dict												=  None


A__		:					List[Any]												=  logging.get_logger(__name__)

A__		:					str												=  {"""vocab_file""": """spiece.model""", """tokenizer_file""": """tokenizer.json"""}

A__		:					Union[str, Any]												=  {
    """vocab_file""": {
        """xlnet-base-cased""": """https://huggingface.co/xlnet-base-cased/resolve/main/spiece.model""",
        """xlnet-large-cased""": """https://huggingface.co/xlnet-large-cased/resolve/main/spiece.model""",
    },
    """tokenizer_file""": {
        """xlnet-base-cased""": """https://huggingface.co/xlnet-base-cased/resolve/main/tokenizer.json""",
        """xlnet-large-cased""": """https://huggingface.co/xlnet-large-cased/resolve/main/tokenizer.json""",
    },
}

A__		:					Any												=  {
    """xlnet-base-cased""": None,
    """xlnet-large-cased""": None,
}

A__		:					Dict												=  """▁"""

# Segments (not really needed)
A__		:					List[str]												=  0
A__		:					List[Any]												=  1
A__		:					Union[str, Any]												=  2
A__		:					List[Any]												=  3
A__		:					str												=  4





class    UpperCAmelCase_  (_UpperCAmelCase  ):





    """simple docstring"""






    lowerCamelCase  :					str							     =			VOCAB_FILES_NAMES
    lowerCamelCase  :					Dict							     =			PRETRAINED_VOCAB_FILES_MAP
    lowerCamelCase  :					Tuple							     =			PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
    lowerCamelCase  :					List[Any]							     =			'left'
    lowerCamelCase  :					Optional[Any]							     =			XLNetTokenizer







    def __init__(							self			,     SCREAMING_SNAKE_CASE_=None			,     SCREAMING_SNAKE_CASE_=None			,     SCREAMING_SNAKE_CASE_=False			,     SCREAMING_SNAKE_CASE_=True			,     SCREAMING_SNAKE_CASE_=False			,     SCREAMING_SNAKE_CASE_="<s>"			,     SCREAMING_SNAKE_CASE_="</s>"			,     SCREAMING_SNAKE_CASE_="<unk>"			,     SCREAMING_SNAKE_CASE_="<sep>"			,     SCREAMING_SNAKE_CASE_="<pad>"			,     SCREAMING_SNAKE_CASE_="<cls>"			,     SCREAMING_SNAKE_CASE_="<mask>"			,     SCREAMING_SNAKE_CASE_=["<eop>", "<eod>"]			,     **SCREAMING_SNAKE_CASE_			,     )				->     Union[str, Any]:
         # Mask token behave like a normal word, i.e. include the space before it
         __lowerCamelCase   :	str								=		AddedToken(SCREAMING_SNAKE_CASE_			,     lstrip=SCREAMING_SNAKE_CASE_			,     rstrip=SCREAMING_SNAKE_CASE_	) if isinstance(SCREAMING_SNAKE_CASE_			,     SCREAMING_SNAKE_CASE_	) else mask_token

         super().__init__(
             vocab_file=SCREAMING_SNAKE_CASE_			,     tokenizer_file=SCREAMING_SNAKE_CASE_			,     do_lower_case=SCREAMING_SNAKE_CASE_			,     remove_space=SCREAMING_SNAKE_CASE_			,     keep_accents=SCREAMING_SNAKE_CASE_			,     bos_token=SCREAMING_SNAKE_CASE_			,     eos_token=SCREAMING_SNAKE_CASE_			,     unk_token=SCREAMING_SNAKE_CASE_			,     sep_token=SCREAMING_SNAKE_CASE_			,     pad_token=SCREAMING_SNAKE_CASE_			,     cls_token=SCREAMING_SNAKE_CASE_			,     mask_token=SCREAMING_SNAKE_CASE_			,     additional_special_tokens=SCREAMING_SNAKE_CASE_			,     **SCREAMING_SNAKE_CASE_			,     )

         __lowerCamelCase   :	Union[str, Any]								=		3
         __lowerCamelCase   :	int								=		do_lower_case
         __lowerCamelCase   :	Optional[Any]								=		remove_space
         __lowerCamelCase   :	int								=		keep_accents
         __lowerCamelCase   :	Any								=		vocab_file
         __lowerCamelCase   :	Any								=		False if not self.vocab_file else True







    def       lowercase_				(							self			,     SCREAMING_SNAKE_CASE_			,     SCREAMING_SNAKE_CASE_ = None	)				->     List[int]:
         __lowerCamelCase   :	Optional[Any]								=		[self.sep_token_id]
         __lowerCamelCase   :	Any								=		[self.cls_token_id]
         if token_ids_a is None:
              return token_ids_a + sep + cls
         return token_ids_a + sep + token_ids_a + sep + cls







    def       lowercase_				(							self			,     SCREAMING_SNAKE_CASE_			,     SCREAMING_SNAKE_CASE_ = None	)				->     List[int]:
         __lowerCamelCase   :	int								=		[self.sep_token_id]
         __lowerCamelCase   :	Dict								=		[2]

         if token_ids_a is None:
              return len(token_ids_a + sep	) * [0] + cls_segment_id
         return len(token_ids_a + sep	) * [0] + len(token_ids_a + sep	) * [1] + cls_segment_id







    def       lowercase_				(							self			,     SCREAMING_SNAKE_CASE_			,     SCREAMING_SNAKE_CASE_ = None	)				->     Tuple[str]:
         if not self.can_save_slow_tokenizer:
              raise ValueError(
                  'Your fast tokenizer does not have the necessary information to save the vocabulary for a slow '
                  'tokenizer.'	)

         if not os.path.isdir(SCREAMING_SNAKE_CASE_	):
              logger.error(f'Vocabulary path ({save_directory}) should be a directory'	)
              return
         __lowerCamelCase   :	Tuple								=		os.path.join(
             SCREAMING_SNAKE_CASE_			,     (filename_prefix + '-' if filename_prefix else '') + VOCAB_FILES_NAMES['vocab_file']	)

         if os.path.abspath(self.vocab_file	) != os.path.abspath(SCREAMING_SNAKE_CASE_	):
              copyfile(self.vocab_file			,     SCREAMING_SNAKE_CASE_	)

         return (out_vocab_file,)






