





"""simple docstring"""
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


_snake_case     :		Dict       						= logging.get_logger(__name__)

_snake_case     :		List[Any]       						= {
    'artists_file': 'artists.json',
    'lyrics_file': 'lyrics.json',
    'genres_file': 'genres.json',
}

_snake_case     :		List[Any]       						= {
    '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',
    },
}

_snake_case     :		Union[str, Any]       						= {
    'jukebox': 512,
}






class 					_UpperCAmelCase   (	a__ ):
					UpperCamelCase      =							VOCAB_FILES_NAMES
					UpperCamelCase      =							PRETRAINED_VOCAB_FILES_MAP
					UpperCamelCase      =							PRETRAINED_LYRIC_TOKENS_SIZES
					UpperCamelCase      =							['''input_ids''', '''attention_mask''']


					def __init__(					self			:int     ,       __UpperCamelCase			:str     ,       __UpperCamelCase			:Optional[int]     ,       __UpperCamelCase			:Tuple     ,       __UpperCamelCase			:Tuple=["v3", "v2", "v2"]     ,       __UpperCamelCase			:List[str]=5_12     ,       __UpperCamelCase			:List[str]=5     ,       __UpperCamelCase			:Union[str, Any]="<|endoftext|>"     ,       **__UpperCamelCase			:Tuple     ,       ):
												A		=  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		=  version
												A		=  max_n_lyric_tokens
												A		=  n_genres

												with open(SCREAMING_SNAKE_CASE__     ,       encoding="utf-8"		) as vocab_handle:
																			A		=  json.load(SCREAMING_SNAKE_CASE__		)

												with open(SCREAMING_SNAKE_CASE__     ,       encoding="utf-8"		) as vocab_handle:
																			A		=  json.load(SCREAMING_SNAKE_CASE__		)

												with open(SCREAMING_SNAKE_CASE__     ,       encoding="utf-8"		) as vocab_handle:
																			A		=  json.load(SCREAMING_SNAKE_CASE__		)

												A		=  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		) == 79:
																			A		=  oov.replace(r"\-'"     ,       r"\-+'"		)

												A		=  regex.compile(SCREAMING_SNAKE_CASE__		)
												A		=  {v: k for k, v in self.artists_encoder.items()}
												A		=  {v: k for k, v in self.genres_encoder.items()}
												A		=  {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[Any]		):
												return dict(self.artists_encoder     ,       self.genres_encoder     ,       self.lyrics_encoder		)


					def 	lowerCamelCase       (					self			:Union[str, Any]     ,       __UpperCamelCase			:Optional[int]     ,       __UpperCamelCase			:Any     ,       __UpperCamelCase			:int		):
												A		=  [self.artists_encoder.get(SCREAMING_SNAKE_CASE__     ,       0		) for artist in list_artists]
												for genres in range(len(SCREAMING_SNAKE_CASE__		)		):
																			A		=  [self.genres_encoder.get(SCREAMING_SNAKE_CASE__     ,       0		) for genre in list_genres[genres]]
																			A		=  list_genres[genres] + [-1] * (self.n_genres - len(list_genres[genres]		))

												A		=  [[self.lyrics_encoder.get(SCREAMING_SNAKE_CASE__     ,       0		) for character in list_lyrics[0]], [], []]
												return artists_id, list_genres, lyric_ids


					def 	lowerCamelCase       (					self			:Optional[Any]     ,       __UpperCamelCase			:List[Any]		):
												return list(SCREAMING_SNAKE_CASE__		)


					def 	lowerCamelCase       (					self			:Optional[int]     ,       __UpperCamelCase			:List[Any]     ,       __UpperCamelCase			:Dict     ,       __UpperCamelCase			:Optional[int]     ,       **__UpperCamelCase			:Union[str, Any]		):
												A		=  self.prepare_for_tokenization(SCREAMING_SNAKE_CASE__     ,       SCREAMING_SNAKE_CASE__     ,       SCREAMING_SNAKE_CASE__		)
												A		=  self._tokenize(SCREAMING_SNAKE_CASE__		)
												return artist, genre, lyrics


					def 	lowerCamelCase       (					self			:str     ,       __UpperCamelCase			:Any     ,       __UpperCamelCase			:Union[str, Any]     ,       __UpperCamelCase			:List[str]     ,       __UpperCamelCase			:List[Any] = False		):




												for idx in range(len(self.version		)		):
																			if self.version[idx] == "v3":
																										A		=  artists[idx].lower()
																										A		=  [genres[idx].lower()]
																			else:
																										A		=  self._normalize(artists[idx]		) + """.v2"""
																										A		=  [
																										    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		=  regex.compile(r"[^A-Za-z0-9.,:;!?\-'\"()\[\] \t\n]+"		)
																			A		=  """ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789.,:;!?-+'\"()[] \t\n"""
																			A		=  {vocab[index]: index + 1 for index in range(len(SCREAMING_SNAKE_CASE__		)		)}
																			A		=  0
																			A		=  len(SCREAMING_SNAKE_CASE__		) + 1
																			A		=  self.vocab
																			A		=  {v: k for k, v in self.vocab.items()}
																			A		=  """"""
												else:
																			A		=  regex.compile(r"[^A-Za-z0-9.,:;!?\-+'\"()\[\] \t\n]+"		)

												A		=  self._run_strip_accents(SCREAMING_SNAKE_CASE__		)
												A		=  lyrics.replace("\\"     ,       "\n"		)
												A		=  self.out_of_vocab.sub(""     ,       SCREAMING_SNAKE_CASE__		), [], []
												return artists, genres, lyrics


					def 	lowerCamelCase       (					self			:Tuple     ,       __UpperCamelCase			:int		):
												A		=  unicodedata.normalize("NFD"     ,       SCREAMING_SNAKE_CASE__		)
												A		=  []
												for char in text:
																			A		=  unicodedata.category(SCREAMING_SNAKE_CASE__		)
																			if cat == "Mn":
																										continue
																			output.append(SCREAMING_SNAKE_CASE__		)
												return "".join(SCREAMING_SNAKE_CASE__		)


					def 	lowerCamelCase       (					self			:List[Any]     ,       __UpperCamelCase			:List[str]		):
												A		=  (
												    [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		=  frozenset(SCREAMING_SNAKE_CASE__		)
												A		=  re.compile(r"_+"		)
												A		=  """""".join([c if c in accepted else "_" for c in text.lower()]		)
												A		=  pattern.sub("_"     ,       SCREAMING_SNAKE_CASE__		).strip("_"		)
												return text


					def 	lowerCamelCase       (					self			:Dict     ,       __UpperCamelCase			:List[Any]		):
												return " ".join(SCREAMING_SNAKE_CASE__		)


					def 	lowerCamelCase       (					self			:List[str]     ,       __UpperCamelCase			:str     ,       __UpperCamelCase			:Tuple = None     ,       __UpperCamelCase			:str = False		):




												if not isinstance(SCREAMING_SNAKE_CASE__     ,       SCREAMING_SNAKE_CASE__		):
																			A		=  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		=  tf.constant
																			A		=  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		=  torch.tensor
																			A		=  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		=  jnp.array
																			A		=  _is_jax
												else:
																			A		=  np.asarray
																			A		=  _is_numpy

												# Do the tensor conversion in batch

												try:
																			if prepend_batch_axis:
																										A		=  [inputs]

																			if not is_tensor(SCREAMING_SNAKE_CASE__		):
																										A		=  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			:Optional[int]     ,       __UpperCamelCase			:List[str]     ,       __UpperCamelCase			:Tuple     ,       __UpperCamelCase			:Union[str, Any]=""     ,       __UpperCamelCase			:Any="pt"		):
												A		=  [0, 0, 0]
												A		=  [artist] * len(self.version		)
												A		=  [genres] * len(self.version		)

												A		=  self.tokenize(SCREAMING_SNAKE_CASE__     ,       SCREAMING_SNAKE_CASE__     ,       SCREAMING_SNAKE_CASE__		)
												A		=  self._convert_token_to_id(SCREAMING_SNAKE_CASE__     ,       SCREAMING_SNAKE_CASE__     ,       SCREAMING_SNAKE_CASE__		)

												A		=  [-INFINITY] * len(full_tokens[-1]		)
												A		=  [
												    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			:List[Any]     ,       __UpperCamelCase			:Optional[int]     ,       __UpperCamelCase			:Optional[int] = None		):




												if not os.path.isdir(SCREAMING_SNAKE_CASE__		):
																			logger.error(f"Vocabulary path ({save_directory}) should be a directory"		)
																			return

												A		=  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		=  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		=  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			:Optional[int]     ,       __UpperCamelCase			:Any     ,       __UpperCamelCase			:Optional[Any]     ,       __UpperCamelCase			:Union[str, Any]		):
												A		=  self.artists_decoder.get(SCREAMING_SNAKE_CASE__		)
												A		=  [self.genres_decoder.get(SCREAMING_SNAKE_CASE__		) for genre in genres_index]
												A		=  [self.lyrics_decoder.get(SCREAMING_SNAKE_CASE__		) for character in lyric_index]
												return artist, genres, lyrics




"""simple docstring"""




import logging
import os
from logging import (
    CRITICAL,  # NOQA
    DEBUG,  # NOQA
    ERROR,  # NOQA
    FATAL,  # NOQA
    INFO,  # NOQA
    NOTSET,  # NOQA
    WARN,  # NOQA
    WARNING,  # NOQA
)
from typing import Optional

from tqdm import auto as tqdm_lib


UpperCAmelCase__      :    Optional[int]    							= {
    'debug': logging.DEBUG,
    'info': logging.INFO,
    'warning': logging.WARNING,
    'error': logging.ERROR,
    'critical': logging.CRITICAL,
}

UpperCAmelCase__      :    List[Any]    							= logging.WARNING

def lowercase_  (   ):
							SCREAMING_SNAKE_CASE__						:       Optional[Any]           =   os.getenv("""DATASETS_VERBOSITY"""   ,_snake_case						)
							if env_level_str:
														if env_level_str in log_levels:
																					return log_levels[env_level_str]
														else:
																					logging.getLogger().warning(
																					    f'''Unknown option DATASETS_VERBOSITY={env_level_str}, '''
																					    f'''has to be one of: { ', '.join(log_levels.keys()						) }'''						)
							return _default_log_level

def lowercase_  (   ):
							return __name__.split("""."""						)[0]

def lowercase_  (   ):
							return logging.getLogger(_get_library_name()						)

def lowercase_  (   ):
							# Apply our default configuration to the library root logger.
							SCREAMING_SNAKE_CASE__						:       Optional[Any]           =   _get_library_root_logger()
							library_root_logger.setLevel(_get_default_logging_level()						)

def lowercase_  (   ):
							SCREAMING_SNAKE_CASE__						:       Optional[Any]           =   _get_library_root_logger()
							library_root_logger.setLevel(logging.NOTSET						)

def lowercase_  (   _snake_case = None						):
							if name is None:
														SCREAMING_SNAKE_CASE__						:       Optional[Any]           =   _get_library_name()
							return logging.getLogger(_snake_case						)

def lowercase_  (   ):
							return _get_library_root_logger().getEffectiveLevel()

def lowercase_  (   _snake_case						):
							_get_library_root_logger().setLevel(_snake_case						)

def lowercase_  (   ):
							return set_verbosity(_snake_case						)

def lowercase_  (   ):
							return set_verbosity(_snake_case						)

def lowercase_  (   ):
							return set_verbosity(_snake_case						)

def lowercase_  (   ):
							return set_verbosity(_snake_case						)

def lowercase_  (   ):
							SCREAMING_SNAKE_CASE__						:       Tuple           =   False

def lowercase_  (   ):
							SCREAMING_SNAKE_CASE__						:       str           =   True


# Configure the library root logger at the module level (singleton-like)
_configure_library_root_logger()



class 	lowerCAmelCase_						:


				"""simple docstring"""



				def __init__(self   ,       *SCREAMING_SNAKE_CASE__   ,       **SCREAMING_SNAKE_CASE__    )					->		int:  # pylint: disable=unused-argument



											"""simple docstring"""




											SCREAMING_SNAKE_CASE__						:       List[str]           =   args[0] if args else None



				def __iter__(self    )					->		int:



											"""simple docstring"""




											return iter(self._iterator    )



				def __getattr__(self   ,       SCREAMING_SNAKE_CASE__    )					->		int:



											"""simple docstring"""




											def empty_fn(*SCREAMING_SNAKE_CASE__   ,       **SCREAMING_SNAKE_CASE__    ):  # pylint: disable=unused-argument
																		return

											return empty_fn



				def __enter__(self    )					->		Dict:



											"""simple docstring"""




											return self



				def __exit__(self   ,       SCREAMING_SNAKE_CASE__   ,       SCREAMING_SNAKE_CASE__   ,       SCREAMING_SNAKE_CASE__    )					->		str:



											"""simple docstring"""




											return






UpperCAmelCase__      :    str    							= True



class 	lowerCAmelCase_						:


				"""simple docstring"""



				def __call__(self   ,       *SCREAMING_SNAKE_CASE__   ,       SCREAMING_SNAKE_CASE__=False   ,       **SCREAMING_SNAKE_CASE__    )					->		List[Any]:



											"""simple docstring"""




											if _tqdm_active and not disable:
																		return tqdm_lib.tqdm(*SCREAMING_SNAKE_CASE__   ,       **SCREAMING_SNAKE_CASE__    )
											else:
																		return EmptyTqdm(*SCREAMING_SNAKE_CASE__   ,       **SCREAMING_SNAKE_CASE__    )



				def 	__magic_name__    (self   ,       *SCREAMING_SNAKE_CASE__   ,       **SCREAMING_SNAKE_CASE__    )					->		int:



											"""simple docstring"""




											SCREAMING_SNAKE_CASE__						:       List[Any]           =   None
											if _tqdm_active:
																		return tqdm_lib.tqdm.set_lock(*SCREAMING_SNAKE_CASE__   ,       **SCREAMING_SNAKE_CASE__    )



				def 	__magic_name__    (self    )					->		Optional[Any]:



											"""simple docstring"""




											if _tqdm_active:
																		return tqdm_lib.tqdm.get_lock()






UpperCAmelCase__      :    Tuple    							= _tqdm_cls()

def lowercase_  (   ):
							global _tqdm_active
							return bool(_tqdm_active						)

def lowercase_  (   ):
							global _tqdm_active
							SCREAMING_SNAKE_CASE__						:       Union[str, Any]           =   True

def lowercase_  (   ):
							global _tqdm_active
							SCREAMING_SNAKE_CASE__						:       str           =   False




