



'''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


lowerCamelCase	 =       logging.get_logger(__name__)

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

lowerCamelCase	 =       {
    "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",
    },
}

lowerCamelCase	 =       {
    "jukebox": 512,
}





class _UpperCamelCase		(     A		):





    '''simple docstring'''





    lowerCAmelCase__					    =    VOCAB_FILES_NAMES
    lowerCAmelCase__					    =    PRETRAINED_VOCAB_FILES_MAP
    lowerCAmelCase__					    =    PRETRAINED_LYRIC_TOKENS_SIZES
    lowerCAmelCase__					    =    ["""input_ids""", """attention_mask"""]

    def __init__(							self  :  Optional[int]  ,       _lowerCAmelCase  :  int  ,       _lowerCAmelCase  :  List[str]  ,       _lowerCAmelCase  :  Optional[int]  ,       _lowerCAmelCase  :  Optional[int]=["v3", "v2", "v2"]  ,       _lowerCAmelCase  :  Tuple=5_1_2  ,       _lowerCAmelCase  :  Tuple=5  ,       _lowerCAmelCase  :  Any="<|endoftext|>"  ,       **_lowerCAmelCase  :  Union[str, Any]  ,       ):







           '''simple docstring'''

           __lowercase       	=AddedToken(UpperCAmelCase__  ,       lstrip=UpperCAmelCase__  ,       rstrip=UpperCAmelCase__) if isinstance(UpperCAmelCase__  ,       UpperCAmelCase__) else unk_token
           super().__init__(
               unk_token=UpperCAmelCase__  ,       n_genres=UpperCAmelCase__  ,       version=UpperCAmelCase__  ,       max_n_lyric_tokens=UpperCAmelCase__  ,       **UpperCAmelCase__  ,       )
           __lowercase       	=version
           __lowercase       	=max_n_lyric_tokens
           __lowercase       	=n_genres

           with open(UpperCAmelCase__  ,       encoding='utf-8') as vocab_handle:
                  __lowercase       	=json.load(UpperCAmelCase__)

           with open(UpperCAmelCase__  ,       encoding='utf-8') as vocab_handle:
                  __lowercase       	=json.load(UpperCAmelCase__)

           with open(UpperCAmelCase__  ,       encoding='utf-8') as vocab_handle:
                  __lowercase       	=json.load(UpperCAmelCase__)

           __lowercase       	=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:
                  __lowercase       	=oov.replace(R'\-\''  ,       R'\-+\'')

           __lowercase       	=regex.compile(UpperCAmelCase__)
           __lowercase       	={v: k for k, v in self.artists_encoder.items()}
           __lowercase       	={v: k for k, v in self.genres_encoder.items()}
           __lowercase       	={v: k for k, v in self.lyrics_encoder.items()}

    @property
    def 				__lowerCamelCase     (							self  :  List[Any]):







           '''simple docstring'''

           return len(self.artists_encoder) + len(self.genres_encoder) + len(self.lyrics_encoder)

    def 				__lowerCamelCase     (							self  :  str):







           '''simple docstring'''

           return dict(self.artists_encoder  ,       self.genres_encoder  ,       self.lyrics_encoder)

    def 				__lowerCamelCase     (							self  :  Tuple  ,       _lowerCAmelCase  :  List[str]  ,       _lowerCAmelCase  :  List[Any]  ,       _lowerCAmelCase  :  List[Any]):







           '''simple docstring'''

           __lowercase       	=[self.artists_encoder.get(UpperCAmelCase__  ,       0) for artist in list_artists]
           for genres in range(len(UpperCAmelCase__)):
                  __lowercase       	=[self.genres_encoder.get(UpperCAmelCase__  ,       0) for genre in list_genres[genres]]
                  __lowercase       	=list_genres[genres] + [-1] * (self.n_genres - len(list_genres[genres]))

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

    def 				__lowerCamelCase     (							self  :  Dict  ,       _lowerCAmelCase  :  List[str]):







           '''simple docstring'''

           return list(UpperCAmelCase__)

    def 				__lowerCamelCase     (							self  :  int  ,       _lowerCAmelCase  :  Any  ,       _lowerCAmelCase  :  Tuple  ,       _lowerCAmelCase  :  Optional[int]  ,       **_lowerCAmelCase  :  str):







           '''simple docstring'''

           __lowercase	,				__lowercase	,				__lowercase       	=self.prepare_for_tokenization(UpperCAmelCase__  ,       UpperCAmelCase__  ,       UpperCAmelCase__)
           __lowercase       	=self._tokenize(UpperCAmelCase__)
           return artist, genre, lyrics

    def 				__lowerCamelCase     (							self  :  Optional[Any]  ,       _lowerCAmelCase  :  str  ,       _lowerCAmelCase  :  str  ,       _lowerCAmelCase  :  str  ,       _lowerCAmelCase  :  bool = False):







           '''simple docstring'''

           for idx in range(len(self.version)):
                  if self.version[idx] == "v3":
                         __lowercase       	=artists[idx].lower()
                         __lowercase       	=[genres[idx].lower()]
                  else:
                         __lowercase       	=self._normalize(artists[idx]) + '.v2'
                         __lowercase       	=[
                             self._normalize(UpperCAmelCase__) + '.v2' for genre in genres[idx].split('_')
                         ]  # split is for the full dictionary with combined genres

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

           __lowercase       	=self._run_strip_accents(UpperCAmelCase__)
           __lowercase       	=lyrics.replace('\\'  ,       '\n')
           __lowercase       	=self.out_of_vocab.sub(''  ,       UpperCAmelCase__), [], []
           return artists, genres, lyrics

    def 				__lowerCamelCase     (							self  :  Tuple  ,       _lowerCAmelCase  :  Optional[int]):







           '''simple docstring'''

           __lowercase       	=unicodedata.normalize('NFD'  ,       UpperCAmelCase__)
           __lowercase       	=[]
           for char in text:
                  __lowercase       	=unicodedata.category(UpperCAmelCase__)
                  if cat == "Mn":
                         continue
                  output.append(UpperCAmelCase__)
           return "".join(UpperCAmelCase__)

    def 				__lowerCamelCase     (							self  :  Tuple  ,       _lowerCAmelCase  :  str):







           '''simple docstring'''

           __lowercase       	=(
               [chr(UpperCAmelCase__) for i in range(ord('a')  ,       ord('z') + 1)]
               + [chr(UpperCAmelCase__) for i in range(ord('A')  ,       ord('Z') + 1)]
               + [chr(UpperCAmelCase__) for i in range(ord('0')  ,       ord('9') + 1)]
               + ['.']
           )
           __lowercase       	=frozenset(UpperCAmelCase__)
           __lowercase       	=re.compile(R'_+')
           __lowercase       	=''.join([c if c in accepted else '_' for c in text.lower()])
           __lowercase       	=pattern.sub('_'  ,       UpperCAmelCase__).strip('_')
           return text

    def 				__lowerCamelCase     (							self  :  Union[str, Any]  ,       _lowerCAmelCase  :  List[str]):







           '''simple docstring'''

           return " ".join(UpperCAmelCase__)

    def 				__lowerCamelCase     (							self  :  Tuple  ,       _lowerCAmelCase  :  Optional[Any]  ,       _lowerCAmelCase  :  Optional[Union[str, TensorType]] = None  ,       _lowerCAmelCase  :  bool = False):







           '''simple docstring'''

           if not isinstance(UpperCAmelCase__  ,       UpperCAmelCase__):
                  __lowercase       	=TensorType(UpperCAmelCase__)

           # 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

                  __lowercase       	=tf.constant
                  __lowercase       	=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

                  __lowercase       	=torch.tensor
                  __lowercase       	=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

                  __lowercase       	=jnp.array
                  __lowercase       	=_is_jax
           else:
                  __lowercase       	=np.asarray
                  __lowercase       	=_is_numpy

           # Do the tensor conversion in batch

           try:
                  if prepend_batch_axis:
                         __lowercase       	=[inputs]

                  if not is_tensor(UpperCAmelCase__):
                         __lowercase       	=as_tensor(UpperCAmelCase__)
           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  :  int  ,       _lowerCAmelCase  :  str  ,       _lowerCAmelCase  :  Tuple  ,       _lowerCAmelCase  :  int=""  ,       _lowerCAmelCase  :  int="pt"):







           '''simple docstring'''

           __lowercase       	=[0, 0, 0]
           __lowercase       	=[artist] * len(self.version)
           __lowercase       	=[genres] * len(self.version)

           __lowercase	,				__lowercase	,				__lowercase       	=self.tokenize(UpperCAmelCase__  ,       UpperCAmelCase__  ,       UpperCAmelCase__)
           __lowercase	,				__lowercase	,				__lowercase       	=self._convert_token_to_id(UpperCAmelCase__  ,       UpperCAmelCase__  ,       UpperCAmelCase__)

           __lowercase       	=[-INFINITY] * len(full_tokens[-1])
           __lowercase       	=[
               self.convert_to_tensors(
                   [input_ids + [artists_id[i]] + genres_ids[i] + full_tokens[i]]  ,       tensor_type=UpperCAmelCase__)
               for i in range(len(self.version))
           ]
           return BatchEncoding({'input_ids': input_ids, 'attention_masks': attention_masks})

    def 				__lowerCamelCase     (							self  :  str  ,       _lowerCAmelCase  :  str  ,       _lowerCAmelCase  :  Optional[str] = None):







           '''simple docstring'''

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

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

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

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

           return (artists_file, genres_file, lyrics_file)

    def 				__lowerCamelCase     (							self  :  int  ,       _lowerCAmelCase  :  int  ,       _lowerCAmelCase  :  Dict  ,       _lowerCAmelCase  :  str):







           '''simple docstring'''

           __lowercase       	=self.artists_decoder.get(UpperCAmelCase__)
           __lowercase       	=[self.genres_decoder.get(UpperCAmelCase__) for genre in genres_index]
           __lowercase       	=[self.lyrics_decoder.get(UpperCAmelCase__) for character in lyric_index]
           return artist, genres, lyrics








'''simple docstring'''



import string



def   _A       (   _lowerCAmelCase					):



							"""simple docstring"""



							__lowercase       	=''
							for i in sequence:
														__lowercase       	=ord(_lowerCAmelCase					)
														if 65 <= extract <= 90:
																					output += chr(155 - extract					)
														elif 97 <= extract <= 122:
																					output += chr(219 - extract					)
														else:
																					output += i
							return output



def   _A       (   _lowerCAmelCase					):



							"""simple docstring"""



							__lowercase       	=string.ascii_letters
							__lowercase       	=string.ascii_lowercase[::-1] + string.ascii_uppercase[::-1]
							return "".join(
							    letters_reversed[letters.index(_lowerCAmelCase					)] if c in letters else c for c in sequence					)



def   _A       (   ):



							"""simple docstring"""



							from timeit import timeit

							print('Running performance benchmarks...'					)
							__lowercase       	='from string import printable ; from __main__ import atbash, atbash_slow'
							print(f"""> atbash_slow(): {timeit('atbash_slow(printable)'  ,   setup=_lowerCAmelCase					)} seconds"""					)
							print(f""">      atbash(): {timeit('atbash(printable)'  ,   setup=_lowerCAmelCase					)} seconds"""					)


if __name__ == "__main__":
		for example in ("ABCDEFGH", "123GGjj", "testStringtest", "with space"):
				print(f"{example} encrypted in atbash: {atbash(example)}")
		benchmark()



