



"""simple docstring"""
import collections
import json
import os
import re
from typing import TYPE_CHECKING, List, Optional, Tuple

import numpy as np

from ...tokenization_utils_fast import PreTrainedTokenizer
from ...utils import logging


if TYPE_CHECKING:
      from transformers.pipelines.conversational import Conversation


A:   Dict								=		logging.get_logger(__name__)

A:   List[Any]								=		{'vocab_file': 'vocab.txt', 'emoji_file': 'emoji.json'}

A:   Optional[Any]								=		{
    'vocab_file': {
        'abeja/gpt-neox-japanese-2.7b': 'https://huggingface.co/abeja/gpt-neox-japanese-2.7b/resolve/main/vocab.txt',
    },
    'emoji_file': {
        'abeja/gpt-neox-japanese-2.7b': 'https://huggingface.co/abeja/gpt-neox-japanese-2.7b/resolve/main/emoji.json',
    },
}

A:   str								=		{
    'abeja/gpt-neox-japanese-2.7b': 2_0_4_8,
}

def       _snake_case						(						UpperCamelCase						:		List[Any]			,		UpperCamelCase						:		int						):





 with open(_lowerCamelCase			,		"""r"""			,		encoding="""utf-8"""						) as f:
  UpperCAmelCase	:					Any	=	json.loads(f.read()						)

 UpperCAmelCase	:					List[str]	=	collections.OrderedDict()
 UpperCAmelCase	:					Optional[int]	=	collections.OrderedDict()
 UpperCAmelCase	:					List[Any]	=	collections.OrderedDict()
 with open(_lowerCamelCase			,		"""r"""			,		encoding="""utf-8"""						) as f:
  UpperCAmelCase	:					Optional[Any]	=	f.readlines()
 UpperCAmelCase	:					Tuple	=	[[t.rstrip("""\n"""						)] if (t == "," or "," not in t) else t.rstrip("""\n"""						).split(""","""						) for t in token]
 for idx, b in enumerate(_lowerCamelCase						):
  UpperCAmelCase	:					Optional[Any]	=	b
  UpperCAmelCase	:					Optional[Any]	=	idx
  for wd in b:
   UpperCAmelCase	:					Optional[Any]	=	idx

 return vocab, raw_vocab, ids_to_tokens, emoji



class       SCREAMING_SNAKE_CASE__  (					__lowercase ):
   __lowerCAmelCase  :   List[Any]						=						VOCAB_FILES_NAMES
   __lowerCAmelCase  :   Optional[Any]						=						PRETRAINED_VOCAB_FILES_MAP
   __lowerCAmelCase  :   Tuple						=						PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
   __lowerCAmelCase  :   Union[str, Any]						=						['input_ids', 'attention_mask']

   def __init__(   self      ,     _SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE="<|endoftext|>"      ,     _SCREAMING_SNAKE_CASE="<|endoftext|>"      ,     _SCREAMING_SNAKE_CASE="<|startoftext|>"      ,     _SCREAMING_SNAKE_CASE="<|endoftext|>"      ,     _SCREAMING_SNAKE_CASE=False      ,     **_SCREAMING_SNAKE_CASE      ,     )  ->      Optional[int]:





    '''simple docstring'''




    super().__init__(
        unk_token=_SCREAMING_SNAKE_CASE      ,     pad_token=_SCREAMING_SNAKE_CASE      ,     bos_token=_SCREAMING_SNAKE_CASE      ,     eos_token=_SCREAMING_SNAKE_CASE      ,     do_clean_text=_SCREAMING_SNAKE_CASE      ,     **_SCREAMING_SNAKE_CASE      ,     )
    if not os.path.isfile(_SCREAMING_SNAKE_CASE						):
     raise ValueError(
         F"Can\'t find a vocabulary file at path \'{vocab_file}\'. To load the vocabulary from a Google pretrained"
         """ model use `tokenizer = GPTNeoXJapaneseokenizer.from_pretrained(PRETRAINED_MODEL_NAME)`"""						)
    if not os.path.isfile(_SCREAMING_SNAKE_CASE						):
     raise ValueError(
         F"Can\'t find a emoji file at path \'{emoji_file}\'. To load the emoji information from a Google"
         """ pretrained model use `tokenizer = GPTNeoXJapaneseokenizer.from_pretrained(PRETRAINED_MODEL_NAME)`"""						)
    UpperCAmelCase	:					Dict	=	do_clean_text
    UpperCAmelCase	:					List[Any]	=	load_vocab_and_emoji(_SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE						)
    UpperCAmelCase	:					int	=	SubWordJapaneseTokenizer(
        vocab=self.vocab      ,     ids_to_tokens=self.ids_to_tokens      ,     emoji=self.emoji						)

   @property
   def 	SCREAMING_SNAKE_CASE     (   self						)  ->      List[Any]:





    '''simple docstring'''




    return len(self.raw_vocab						)

   def 	SCREAMING_SNAKE_CASE     (   self						)  ->      Dict:





    '''simple docstring'''




    return dict(self.raw_vocab      ,     **self.added_tokens_encoder						)

   def 	SCREAMING_SNAKE_CASE     (   self      ,     _SCREAMING_SNAKE_CASE						)  ->      Tuple:





    '''simple docstring'''




    return self.subword_tokenizer.tokenize(_SCREAMING_SNAKE_CASE      ,     clean=self.do_clean_text						)

   def 	SCREAMING_SNAKE_CASE     (   self      ,     _SCREAMING_SNAKE_CASE						)  ->      Optional[int]:





    '''simple docstring'''




    return self.vocab.get(_SCREAMING_SNAKE_CASE      ,     self.vocab.get(self.unk_token						)						)

   def 	SCREAMING_SNAKE_CASE     (   self      ,     _SCREAMING_SNAKE_CASE						)  ->      Optional[Any]:





    '''simple docstring'''




    return self.subword_tokenizer.convert_id_to_token(_SCREAMING_SNAKE_CASE						)

   def 	SCREAMING_SNAKE_CASE     (   self      ,     _SCREAMING_SNAKE_CASE						)  ->      Any:





    '''simple docstring'''




    UpperCAmelCase	:					Dict	=	"".join(_SCREAMING_SNAKE_CASE						).strip()
    return out_string

   def 	SCREAMING_SNAKE_CASE     (   self      ,     _SCREAMING_SNAKE_CASE						)  ->      List[int]:





    '''simple docstring'''




    UpperCAmelCase	:					Dict	=	[]
    for is_user, text in conversation.iter_texts():
     input_ids.extend(self.encode(_SCREAMING_SNAKE_CASE      ,     add_special_tokens=_SCREAMING_SNAKE_CASE						) + [self.eos_token_id]						)

    if len(_SCREAMING_SNAKE_CASE						) > self.model_max_length:
     UpperCAmelCase	:					Optional[int]	=	input_ids[-self.model_max_length :]
    return input_ids




   def 	SCREAMING_SNAKE_CASE     (   self      ,     _SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE = None						)  ->      Tuple[str]:





    '''simple docstring'''




    UpperCAmelCase	:					Union[str, Any]	=	0
    if os.path.isdir(_SCREAMING_SNAKE_CASE						):
     UpperCAmelCase	:					Tuple	=	os.path.join(
         _SCREAMING_SNAKE_CASE      ,     (filename_prefix + """-""" if filename_prefix else """""") + VOCAB_FILES_NAMES["""vocab_file"""]						)
     UpperCAmelCase	:					Optional[int]	=	os.path.join(
         _SCREAMING_SNAKE_CASE      ,     (filename_prefix + """-""" if filename_prefix else """""") + VOCAB_FILES_NAMES["""emoji_file"""]						)
    else:
     UpperCAmelCase	:					str	=	(
         (filename_prefix + "-" if filename_prefix else "") + save_directory + VOCAB_FILES_NAMES["vocab_file"]
     )
     UpperCAmelCase	:					Optional[Any]	=	(
         (filename_prefix + "-" if filename_prefix else "") + save_directory + VOCAB_FILES_NAMES["emoji_file"]
     )
    with open(_SCREAMING_SNAKE_CASE      ,     """w"""      ,     encoding="""utf-8"""						) as writer:
     for token_index, token in self.ids_to_tokens.items():
      if index != token_index:
       logger.warning(
           F"Saving vocabulary to {vocab_file}: vocabulary indices are not consecutive."
           """ Please check that the vocabulary is not corrupted!"""						)
       UpperCAmelCase	:					Tuple	=	token_index
      writer.write(""",""".join(_SCREAMING_SNAKE_CASE						) + """\n"""						)
      index += 1
    with open(_SCREAMING_SNAKE_CASE      ,     """w"""      ,     encoding="""utf-8"""						) as writer:
     json.dump(self.emoji      ,     _SCREAMING_SNAKE_CASE						)
    return vocab_file, emoji_file



class       SCREAMING_SNAKE_CASE__  (					__lowercase ):

   def __init__(   self      ,     _SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE						)  ->      Tuple:





    '''simple docstring'''




    UpperCAmelCase	:					List[Any]	=	vocab  # same as swe
    UpperCAmelCase	:					Optional[int]	=	ids_to_tokens  # same as bpe
    UpperCAmelCase	:					Tuple	=	emoji
    UpperCAmelCase	:					int	=	np.max([len(_SCREAMING_SNAKE_CASE						) for w in self.vocab.keys()]						)
    UpperCAmelCase	:					List[Any]	=	re.compile(r"""(https?|ftp)(:\/\/[-_\.!~*\'()a-zA-Z0-9;\/?:\@&=\+$,%#]+)"""						)
    UpperCAmelCase	:					Any	=	re.compile(r"""[A-Za-z0-9\._+]*@[\-_0-9A-Za-z]+(\.[A-Za-z]+)*"""						)
    UpperCAmelCase	:					Union[str, Any]	=	re.compile(r"""[\(]{0,1}[0-9]{2,4}[\)\-\(]{0,1}[0-9]{2,4}[\)\-]{0,1}[0-9]{3,4}"""						)
    UpperCAmelCase	:					Union[str, Any]	=	re.compile(
        r"""([12]\d{3}[/\-年])*(0?[1-9]|1[0-2])[/\-月]((0?[1-9]|[12][0-9]|3[01])日?)*(\d{1,2}|:|\d{1,2}時|\d{1,2}分|\(日\)|\(月\)|\(火\)|\(水\)|\(木\)|\(金\)|\(土\)|㈰|㈪|㈫|㈬|㈭|㈮|㈯)*"""						)
    UpperCAmelCase	:					List[str]	=	re.compile(
        r"""(明治|大正|昭和|平成|令和|㍾|㍽|㍼|㍻|\u32ff)\d{1,2}年(0?[1-9]|1[0-2])月(0?[1-9]|[12][0-9]|3[01])日(\d{1,2}|:|\d{1,2}時|\d{1,2}分|\(日\)|\(月\)|\(火\)|\(水\)|\(木\)|\(金\)|\(土\)|㈰|㈪|㈫|㈬|㈭|㈮|㈯)*"""						)
    UpperCAmelCase	:					List[str]	=	re.compile(
        r"""((0|[1-9]\d*|[1-9]\d{0,2}(,\d{3})+)*億)*((0|[1-9]\d*|[1-9]\d{0,2}(,\d{3})+)*万)*((0|[1-9]\d*|[1-9]\d{0,2}(,\d{3})+)*千)*(0|[1-9]\d*|[1-9]\d{0,2}(,\d{3})+)*(千円|万円|千万円|円|千ドル|万ドル|千万ドル|ドル|千ユーロ|万ユーロ|千万ユーロ|ユーロ)+(\(税込\)|\(税抜\)|\+tax)*"""						)
    UpperCAmelCase	:					Union[str, Any]	=	"─━│┃┄┅┆┇┈┉┊┋┌┍┎┏┐┑┒┓└┕┖┗┘┙┚┛├┝┞┟┠┡┢┣┤┥┦┧┨┩┪┫┬┭┮┯┰┱┲┳┴┵┶┷┸┹┺┻┼┽┾┿╀╁╂╃╄╅╆╇╈╉╊╋╌╍╎╏═║╒╓╔╕╖╗╘╙╚╛╜╝╞╟╠╡╢╣╤╥╦╧╨╩╪╫╬╭╮╯╰╱╲╳╴╵╶╷╸╹╺╻╼╽╾╿"
    UpperCAmelCase	:					Optional[int]	=	"▀▁▂▃▄▅▆▇█▉▊▋▌▍▎▏▐░▒▓▔▕▖▗▘▙▚▛▜▝▞▟"
    UpperCAmelCase	:					Optional[Any]	=	str.maketrans({k: """<BLOCK>""" for k in keisen + blocks}						)

   def __len__(   self						)  ->      Any:





    '''simple docstring'''




    return len(self.ids_to_tokens						)

   def 	SCREAMING_SNAKE_CASE     (   self      ,     _SCREAMING_SNAKE_CASE						)  ->      Tuple:





    '''simple docstring'''




    UpperCAmelCase	:					Tuple	=	self.content_repattera.sub("""<URL>"""      ,     _SCREAMING_SNAKE_CASE						)
    UpperCAmelCase	:					List[Any]	=	self.content_repattera.sub("""<EMAIL>"""      ,     _SCREAMING_SNAKE_CASE						)
    UpperCAmelCase	:					List[Any]	=	self.content_repattera.sub("""<TEL>"""      ,     _SCREAMING_SNAKE_CASE						)
    UpperCAmelCase	:					Union[str, Any]	=	self.content_repattera.sub("""<DATE>"""      ,     _SCREAMING_SNAKE_CASE						)
    UpperCAmelCase	:					str	=	self.content_repattera.sub("""<DATE>"""      ,     _SCREAMING_SNAKE_CASE						)
    UpperCAmelCase	:					Optional[Any]	=	self.content_repattera.sub("""<PRICE>"""      ,     _SCREAMING_SNAKE_CASE						)
    UpperCAmelCase	:					Any	=	content.translate(self.content_transa						)
    while "<BLOCK><BLOCK>" in content:
     UpperCAmelCase	:					List[str]	=	content.replace("""<BLOCK><BLOCK>"""      ,     """<BLOCK>"""						)
    return content

   def 	SCREAMING_SNAKE_CASE     (   self      ,     _SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE=False						)  ->      Any:





    '''simple docstring'''




    UpperCAmelCase	:					Optional[int]	=	text.replace(""" """      ,     """<SP>"""						)
    UpperCAmelCase	:					Any	=	text.replace("""　"""      ,     """<SP>"""						)
    UpperCAmelCase	:					List[Any]	=	text.replace("""\r\n"""      ,     """<BR>"""						)
    UpperCAmelCase	:					List[Any]	=	text.replace("""\n"""      ,     """<BR>"""						)
    UpperCAmelCase	:					Union[str, Any]	=	text.replace("""\r"""      ,     """<BR>"""						)
    UpperCAmelCase	:					Any	=	text.replace("""\t"""      ,     """<TAB>"""						)
    UpperCAmelCase	:					Optional[Any]	=	text.replace("""—"""      ,     """ー"""						)
    UpperCAmelCase	:					Tuple	=	text.replace("""−"""      ,     """ー"""						)
    for k, v in self.emoji["emoji"].items():
     if k in text:
      UpperCAmelCase	:					Any	=	text.replace(_SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE						)
    if clean:
     UpperCAmelCase	:					Optional[Any]	=	self.clean_text(_SCREAMING_SNAKE_CASE						)

    def check_simbol(_SCREAMING_SNAKE_CASE						):
     UpperCAmelCase	:					Optional[Any]	=	x.encode()
     if len(_SCREAMING_SNAKE_CASE						) == 1 and len(_SCREAMING_SNAKE_CASE						) == 2:
      UpperCAmelCase	:					str	=	(int(e[0]						) << 8) + int(e[1]						)
      if (
          (c >= 0xC_2_A_1 and c <= 0xC_2_B_F)
          or (c >= 0xC_7_8_0 and c <= 0xC_7_8_3)
          or (c >= 0xC_A_B_9 and c <= 0xC_B_B_F)
          or (c >= 0xC_C_8_0 and c <= 0xC_D_A_2)
      ):
       return True
     return False

    def checkuae(_SCREAMING_SNAKE_CASE						):
     UpperCAmelCase	:					Any	=	x.encode()
     if len(_SCREAMING_SNAKE_CASE						) == 1 and len(_SCREAMING_SNAKE_CASE						) == 3:
      UpperCAmelCase	:					Tuple	=	(int(e[0]						) << 16) + (int(e[1]						) << 8) + int(e[2]						)
      if c >= 0xE_2_8_0_8_0 and c <= 0xE_2_B_0_7_F:
       return True
     return False

    UpperCAmelCase	:					Union[str, Any]	=	0
    UpperCAmelCase	:					Tuple	=	[]
    while pos < len(_SCREAMING_SNAKE_CASE						):
     UpperCAmelCase	:					Optional[int]	=	min(len(_SCREAMING_SNAKE_CASE						)      ,     pos + self.maxlen + 1						) if text[pos] == "<" else pos + 3
     UpperCAmelCase	:					Optional[int]	=	[]  # (token_id, token, pos)
     for e in range(_SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE      ,     -1						):
      UpperCAmelCase	:					Union[str, Any]	=	text[pos:e]
      if wd in self.vocab:
       if wd[0] == "<" and len(_SCREAMING_SNAKE_CASE						) > 2:
        UpperCAmelCase	:					str	=	[(self.vocab[wd], wd, e)]
        break
       else:
        candidates.append((self.vocab[wd], wd, e)						)
     if len(_SCREAMING_SNAKE_CASE						) > 0:
      # the smallest token_id is adopted
      UpperCAmelCase	:					Any	=	sorted(_SCREAMING_SNAKE_CASE      ,     key=lambda _SCREAMING_SNAKE_CASE						: x[0]						)[0]
      result.append(_SCREAMING_SNAKE_CASE						)
      UpperCAmelCase	:					Dict	=	e
     else:
      UpperCAmelCase	:					Tuple	=	pos + 1
      UpperCAmelCase	:					Union[str, Any]	=	text[pos:end]
      if check_simbol(_SCREAMING_SNAKE_CASE						):
       result.append("""<KIGOU>"""						)
      elif checkuae(_SCREAMING_SNAKE_CASE						):
       result.append("""<U2000U2BFF>"""						)
      else:
       for i in wd.encode("""utf-8"""						):
        result.append("""<|byte%d|>""" % i						)
      UpperCAmelCase	:					Tuple	=	end
    return result




   def 	SCREAMING_SNAKE_CASE     (   self      ,     _SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE="\n"						)  ->      Optional[Any]:





    '''simple docstring'''




    UpperCAmelCase	:					Tuple	=	[]
    UpperCAmelCase	:					List[str]	=	[]
    UpperCAmelCase	:					List[str]	=	self.ids_to_tokens[index][0]
    if word[:6] == "<|byte" and word[-2:] == "|>":
     byte_tokens.append(int(word[6:-2]						)						)
    else:
     if len(_SCREAMING_SNAKE_CASE						) > 0:
      words.append(bytearray(_SCREAMING_SNAKE_CASE						).decode("""utf-8"""      ,     errors="""replace"""						)						)
      UpperCAmelCase	:					Dict	=	[]
     if word[:7] == "<|emoji" and word[-2:] == "|>":
      words.append(self.emoji["""emoji_inv"""][word]						)
     elif word == "<SP>":
      words.append(""" """						)
     elif word == "<BR>":
      words.append(_SCREAMING_SNAKE_CASE						)
     elif word == "<TAB>":
      words.append("""\t"""						)
     elif word == "<BLOCK>":
      words.append("""▀"""						)
     elif word == "<KIGOU>":
      words.append("""ǀ"""						)
     elif word == "<U2000U2BFF>":
      words.append("""‖"""						)
     else:
      words.append(_SCREAMING_SNAKE_CASE						)
    if len(_SCREAMING_SNAKE_CASE						) > 0:
     words.append(bytearray(_SCREAMING_SNAKE_CASE						).decode("""utf-8"""      ,     errors="""replace"""						)						)
    UpperCAmelCase	:					str	=	"".join(_SCREAMING_SNAKE_CASE						)
    return text


import math




def 	_SCREAMING_SNAKE_CASE					(		)					->    None:






							'''simple docstring'''





							__UpperCamelCase	:   List[Any]			   =					input("Enter message: ")
							__UpperCamelCase	:   Optional[int]			   =					int(input(F'Enter key [2-{len(_lowerCamelCase) - 1}]: '))
							__UpperCamelCase	:   str			   =					input("Encryption/Decryption [e/d]: ")

							if mode.lower().startswith("e"):
														__UpperCamelCase	:   List[str]			   =					encrypt_message(_lowerCamelCase						,  _lowerCamelCase)
							elif mode.lower().startswith("d"):
														__UpperCamelCase	:   Dict			   =					decrypt_message(_lowerCamelCase						,  _lowerCamelCase)

							# Append pipe symbol (vertical bar) to identify spaces at the end.
							print(F'Output:\n{text + "|"}')




def 	_SCREAMING_SNAKE_CASE					(		_lowerCamelCase :			int						,  _lowerCamelCase :			str)					->    str:






							'''simple docstring'''





							__UpperCamelCase	:   Optional[Any]			   =					[""] * key
							for col in range(_lowerCamelCase):
														__UpperCamelCase	:   Any			   =					col
														while pointer < len(_lowerCamelCase):
																					cipher_text[col] += message[pointer]
																					pointer += key
							return "".join(_lowerCamelCase)




def 	_SCREAMING_SNAKE_CASE					(		_lowerCamelCase :			int						,  _lowerCamelCase :			str)					->    str:






							'''simple docstring'''





							__UpperCamelCase	:   Any			   =					math.ceil(len(_lowerCamelCase) / key)
							__UpperCamelCase	:   Any			   =					key
							__UpperCamelCase	:   str			   =					(num_cols * num_rows) - len(_lowerCamelCase)
							__UpperCamelCase	:   Union[str, Any]			   =					[""] * num_cols
							__UpperCamelCase	:   Dict			   =					0
							__UpperCamelCase	:   int			   =					0

							for symbol in message:
														plain_text[col] += symbol
														col += 1

														if (
														    (col == num_cols)
														    or (col == num_cols - 1)
														    and (row >= num_rows - num_shaded_boxes)
														):
																					__UpperCamelCase	:   List[Any]			   =					0
																					row += 1

							return "".join(_lowerCamelCase)


if __name__ == "__main__":
		import doctest

		doctest.testmod()
		main()