


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__							:						Any							     =   logging.get_logger(__name__)

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

lowerCamelCase__							:						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",
    },
}

lowerCamelCase__							:						Dict							     =   {
    "jukebox": 5_1_2,
}
class 		__magic_name__						(lowercase_				):





     '''simple docstring'''



     __lowercase				:							int	   =       VOCAB_FILES_NAMES
     __lowercase				:							str	   =       PRETRAINED_VOCAB_FILES_MAP
     __lowercase				:							int	   =       PRETRAINED_LYRIC_TOKENS_SIZES
     __lowercase				:							str	   =       ['input_ids', 'attention_mask']

     def __init__(					self:Optional[int]     ,		_a:Union[str, Any]     ,		_a:Any     ,		_a:Optional[Any]     ,		_a:Tuple=["v3", "v2", "v2"]     ,		_a:int=5_12     ,		_a:Optional[Any]=5     ,		_a:int="<|endoftext|>"     ,		**_a:int     ,		):
       snake_case__						= AddedToken(_lowercase     ,		lstrip=_lowercase     ,		rstrip=_lowercase   ) if isinstance(_lowercase     ,		_lowercase   ) else unk_token
       super().__init__(
           unk_token=_lowercase     ,		n_genres=_lowercase     ,		version=_lowercase     ,		max_n_lyric_tokens=_lowercase     ,		**_lowercase     ,		)
       snake_case__						= version
       snake_case__						= max_n_lyric_tokens
       snake_case__						= n_genres

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

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

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

       snake_case__						= 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:
         snake_case__						= oov.replace(r'''\-\''''     ,		r'''\-+\''''   )

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

     @property
     def 	SCREAMING_SNAKE_CASE__						(					self:str   ):
       return len(self.artists_encoder   ) + len(self.genres_encoder   ) + len(self.lyrics_encoder   )

     def 	SCREAMING_SNAKE_CASE__						(					self:int   ):
       return dict(self.artists_encoder     ,		self.genres_encoder     ,		self.lyrics_encoder   )

     def 	SCREAMING_SNAKE_CASE__						(					self:List[Any]     ,		_a:Dict     ,		_a:Union[str, Any]     ,		_a:Tuple   ):
       snake_case__						= [self.artists_encoder.get(_lowercase     ,		0   ) for artist in list_artists]
       for genres in range(len(_lowercase   )   ):
         snake_case__						= [self.genres_encoder.get(_lowercase     ,		0   ) for genre in list_genres[genres]]
         snake_case__						= list_genres[genres] + [-1] * (self.n_genres - len(list_genres[genres]   ))

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

     def 	SCREAMING_SNAKE_CASE__						(					self:Optional[Any]     ,		_a:Dict   ):
       return list(_lowercase   )

     def 	SCREAMING_SNAKE_CASE__						(					self:Any     ,		_a:str     ,		_a:Dict     ,		_a:Union[str, Any]     ,		**_a:Any   ):
       snake_case__				,				snake_case__				,				snake_case__						= self.prepare_for_tokenization(_lowercase     ,		_lowercase     ,		_lowercase   )
       snake_case__						= self._tokenize(_lowercase   )
       return artist, genre, lyrics

     def 	SCREAMING_SNAKE_CASE__						(					self:List[str]     ,		_a:str     ,		_a:List[str]     ,		_a:Dict     ,		_a:List[str] = False   ):
       for idx in range(len(self.version   )   ):
         if self.version[idx] == "v3":
           snake_case__						= artists[idx].lower()
           snake_case__						= [genres[idx].lower()]
         else:
           snake_case__						= self._normalize(artists[idx]   ) + '''.v2'''
           snake_case__						= [
               self._normalize(_lowercase   ) + '''.v2''' for genre in genres[idx].split('''_'''   )
           ]  # split is for the full dictionary with combined genres

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

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

     def 	SCREAMING_SNAKE_CASE__						(					self:Tuple     ,		_a:Optional[Any]   ):
       snake_case__						= unicodedata.normalize('''NFD'''     ,		_lowercase   )
       snake_case__						= []
       for char in text:
         snake_case__						= unicodedata.category(_lowercase   )
         if cat == "Mn":
           continue
         output.append(_lowercase   )
       return "".join(_lowercase   )

     def 	SCREAMING_SNAKE_CASE__						(					self:Union[str, Any]     ,		_a:Optional[Any]   ):
       snake_case__						= (
           [chr(_lowercase   ) for i in range(ord('''a'''   )     ,		ord('''z'''   ) + 1   )]
           + [chr(_lowercase   ) for i in range(ord('''A'''   )     ,		ord('''Z'''   ) + 1   )]
           + [chr(_lowercase   ) for i in range(ord('''0'''   )     ,		ord('''9'''   ) + 1   )]
           + ['''.''']
       )
       snake_case__						= frozenset(_lowercase   )
       snake_case__						= re.compile(r'''_+'''   )
       snake_case__						= ''''''.join([c if c in accepted else '''_''' for c in text.lower()]   )
       snake_case__						= pattern.sub('''_'''     ,		_lowercase   ).strip('''_'''   )
       return text

     def 	SCREAMING_SNAKE_CASE__						(					self:Any     ,		_a:Optional[int]   ):
       return " ".join(_lowercase   )

     def 	SCREAMING_SNAKE_CASE__						(					self:str     ,		_a:Any     ,		_a:Dict = None     ,		_a:Optional[Any] = False   ):
       # Convert to TensorType
       if not isinstance(_lowercase     ,		_lowercase   ):
         snake_case__						= TensorType(_lowercase   )

       # 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

         snake_case__						= tf.constant
         snake_case__						= 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

         snake_case__						= torch.tensor
         snake_case__						= 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

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

       # Do the tensor conversion in batch

       try:
         if prepend_batch_axis:
           snake_case__						= [inputs]

         if not is_tensor(_lowercase   ):
           snake_case__						= as_tensor(_lowercase   )
       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:List[Any]     ,		_a:str     ,		_a:Dict     ,		_a:Optional[int]=""     ,		_a:Any="pt"   ):
       snake_case__						= [0, 0, 0]
       snake_case__						= [artist] * len(self.version   )
       snake_case__						= [genres] * len(self.version   )

       snake_case__				,				snake_case__				,				snake_case__						= self.tokenize(_lowercase     ,		_lowercase     ,		_lowercase   )
       snake_case__				,				snake_case__				,				snake_case__						= self._convert_token_to_id(_lowercase     ,		_lowercase     ,		_lowercase   )

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

     def 	SCREAMING_SNAKE_CASE__						(					self:List[Any]     ,		_a:str     ,		_a:Any = None   ):
       if not os.path.isdir(_lowercase   ):
         logger.error(F"""Vocabulary path ({save_directory}) should be a directory"""   )
         return

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

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

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

       return (artists_file, genres_file, lyrics_file)







     def 	SCREAMING_SNAKE_CASE__						(					self:Optional[Any]     ,		_a:str     ,		_a:Any     ,		_a:Any   ):
       snake_case__						= self.artists_decoder.get(_lowercase   )
       snake_case__						= [self.genres_decoder.get(_lowercase   ) for genre in genres_index]
       snake_case__						= [self.lyrics_decoder.get(_lowercase   ) for character in lyric_index]
       return artist, genres, lyrics




'''simple docstring'''

import os

# Precomputes a list of the 100 first triangular numbers
SCREAMING_SNAKE_CASE							:				List[Any]     	=			[int(0.5 * n * (n + 1)) for n in range(1, 101)]




def 							_UpperCamelCase				(   )      -> List[Any]:
							SCREAMING_SNAKE_CASE_				=				os.path.dirname(os.path.realpath(lowerCAmelCase__   )   )
							SCREAMING_SNAKE_CASE_				=				os.path.join(lowerCAmelCase__		,'words.txt'   )

							SCREAMING_SNAKE_CASE_				=				''
							with open(lowerCAmelCase__   ) as f:
														SCREAMING_SNAKE_CASE_				=				f.readline()

							SCREAMING_SNAKE_CASE_				=				[word.strip('"'   ) for word in words.strip('\r\n'   ).split(','   )]
							SCREAMING_SNAKE_CASE_				=				[
							    word
							    for word in [sum(ord(lowerCAmelCase__   ) - 64 for x in word   ) for word in words]
							    if word in TRIANGULAR_NUMBERS
							]
							return len(lowerCAmelCase__   )


if __name__ == "__main__":
							print(solution())





