


'''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


__snake_case				 =	logging.get_logger(__name__)

__snake_case				 =	{'''vocab_file''': '''vocab.txt''', '''emoji_file''': '''emoji.json'''}

__snake_case				 =	{
    '''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''',
    },
}

__snake_case				 =	{
    '''abeja/gpt-neox-japanese-2.7b''': 2048,
}


def      a (     __a					,   __a  )    ->      Optional[Any]:



					'''simple docstring'''






					with open(__a					,   '''r'''					,   encoding='''utf-8'''  ) as f:
										UpperCamelCase__  :str				   =					json.loads(f.read()  )

					UpperCamelCase__  :List[str]				   =					collections.OrderedDict()
					UpperCamelCase__  :List[Any]				   =					collections.OrderedDict()
					UpperCamelCase__  :int				   =					collections.OrderedDict()
					with open(__a					,   '''r'''					,   encoding='''utf-8'''  ) as f:
										UpperCamelCase__  :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(__a  ):
										UpperCamelCase__  :Dict				   =					b
										UpperCamelCase__  :Union[str, Any]				   =					idx
										for wd in b:
															UpperCamelCase__  :Dict				   =					idx

					return vocab, raw_vocab, ids_to_tokens, emoji
class   lowercase      (				A__   ):

		"""simple docstring"""

		_a       					=							VOCAB_FILES_NAMES
		_a       					=							PRETRAINED_VOCAB_FILES_MAP
		_a       					=							PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
		_a       					=							['input_ids', 'attention_mask']




		def __init__(						self       ,  UpperCamelCase_       ,  UpperCamelCase_       ,  UpperCamelCase_="<|endoftext|>"       ,  UpperCamelCase_="<|endoftext|>"       ,  UpperCamelCase_="<|startoftext|>"       ,  UpperCamelCase_="<|endoftext|>"       ,  UpperCamelCase_=False       ,  **UpperCamelCase_       ,  ):

							'''simple docstring'''


							super().__init__(
							    unk_token=UpperCamelCase_       ,  pad_token=UpperCamelCase_       ,  bos_token=UpperCamelCase_       ,  eos_token=UpperCamelCase_       ,  do_clean_text=UpperCamelCase_       ,  **UpperCamelCase_       ,  )
							if not os.path.isfile(UpperCamelCase_				):
												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(UpperCamelCase_				):
												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__   ,							UpperCamelCase__   ,							UpperCamelCase__   ,							UpperCamelCase__  :Tuple				   =					load_vocab_and_emoji(UpperCamelCase_       ,  UpperCamelCase_				)
							UpperCamelCase__  :Union[str, Any]				   =					SubWordJapaneseTokenizer(
							    vocab=self.vocab       ,  ids_to_tokens=self.ids_to_tokens       ,  emoji=self.emoji				)




		@property
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							return len(self.raw_vocab				)




		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


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




		def        lowerCAmelCase__							(						self       ,  UpperCamelCase_				):

							'''simple docstring'''


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




		def        lowerCAmelCase__							(						self       ,  UpperCamelCase_				):

							'''simple docstring'''


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




		def        lowerCAmelCase__							(						self       ,  UpperCamelCase_				):

							'''simple docstring'''


							return self.subword_tokenizer.convert_id_to_token(UpperCamelCase_				)




		def        lowerCAmelCase__							(						self       ,  UpperCamelCase_				):

							'''simple docstring'''


							UpperCamelCase__  :int				   =					''''''.join(UpperCamelCase_				).strip()
							return out_string




		def        lowerCAmelCase__							(						self       ,  UpperCamelCase_				):

							'''simple docstring'''


							UpperCamelCase__  :str				   =					[]
							for is_user, text in conversation.iter_texts():
												input_ids.extend(self.encode(UpperCamelCase_       ,  add_special_tokens=UpperCamelCase_				) + [self.eos_token_id]				)

							if len(UpperCamelCase_				) > self.model_max_length:
												UpperCamelCase__  :str				   =					input_ids[-self.model_max_length :]
							return input_ids




		def        lowerCAmelCase__							(						self       ,  UpperCamelCase_       ,  UpperCamelCase_ = None				):

							'''simple docstring'''


							UpperCamelCase__  :Tuple				   =					0
							if os.path.isdir(UpperCamelCase_				):
												UpperCamelCase__  :Any				   =					os.path.join(
												    UpperCamelCase_       ,  (filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''vocab_file''']				)
												UpperCamelCase__  :List[Any]				   =					os.path.join(
												    UpperCamelCase_       ,  (filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''emoji_file''']				)
							else:
												UpperCamelCase__  :List[Any]				   =					(
												    (filename_prefix + '''-''' if filename_prefix else '''''') + save_directory + VOCAB_FILES_NAMES['''vocab_file''']
												)
												UpperCamelCase__  :Tuple				   =					(
												    (filename_prefix + '''-''' if filename_prefix else '''''') + save_directory + VOCAB_FILES_NAMES['''emoji_file''']
												)
							with open(UpperCamelCase_       ,  '''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__  :Dict				   =					token_index
																	writer.write(''','''.join(UpperCamelCase_				) + '''\n'''				)
																	index += 1
							with open(UpperCamelCase_       ,  '''w'''       ,  encoding='''utf-8'''				) as writer:
												json.dump(self.emoji       ,  UpperCamelCase_				)
							return vocab_file, emoji_file



class   lowercase      (				A__   ):

		"""simple docstring"""

		def __init__(						self       ,  UpperCamelCase_       ,  UpperCamelCase_       ,  UpperCamelCase_				):

							'''simple docstring'''


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




		def __len__(						self				):

							'''simple docstring'''


							return len(self.ids_to_tokens				)




		def        lowerCAmelCase__							(						self       ,  UpperCamelCase_				):

							'''simple docstring'''


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




		def        lowerCAmelCase__							(						self       ,  UpperCamelCase_       ,  UpperCamelCase_=False				):

							'''simple docstring'''


							UpperCamelCase__  :Optional[int]				   =					text.replace(''' '''       ,  '''<SP>'''				)
							UpperCamelCase__  :Any				   =					text.replace('''　'''       ,  '''<SP>'''				)
							UpperCamelCase__  :Optional[Any]				   =					text.replace('''\r\n'''       ,  '''<BR>'''				)
							UpperCamelCase__  :Any				   =					text.replace('''\n'''       ,  '''<BR>'''				)
							UpperCamelCase__  :List[Any]				   =					text.replace('''\r'''       ,  '''<BR>'''				)
							UpperCamelCase__  :List[str]				   =					text.replace('''\t'''       ,  '''<TAB>'''				)
							UpperCamelCase__  :Optional[Any]				   =					text.replace('''—'''       ,  '''ー'''				)
							UpperCamelCase__  :int				   =					text.replace('''−'''       ,  '''ー'''				)
							for k, v in self.emoji["emoji"].items():
												if k in text:
																	UpperCamelCase__  :Union[str, Any]				   =					text.replace(UpperCamelCase_       ,  UpperCamelCase_				)
							if clean:
												UpperCamelCase__  :List[str]				   =					self.clean_text(UpperCamelCase_				)

							def check_simbol(UpperCamelCase_				):
												UpperCamelCase__  :Dict				   =					x.encode()
												if len(UpperCamelCase_				) == 1 and len(UpperCamelCase_				) == 2:
																	UpperCamelCase__  :List[Any]				   =					(int(e[0]				) << 8) + int(e[1]				)
																	if (
																	    (c >= 0xc_2a1 and c <= 0xc_2bf)
																	    or (c >= 0xc_780 and c <= 0xc_783)
																	    or (c >= 0xc_ab9 and c <= 0xc_bbf)
																	    or (c >= 0xc_c80 and c <= 0xc_da2)
																	):
																						return True
												return False

							def checkuae(UpperCamelCase_				):
												UpperCamelCase__  :Any				   =					x.encode()
												if len(UpperCamelCase_				) == 1 and len(UpperCamelCase_				) == 3:
																	UpperCamelCase__  :List[str]				   =					(int(e[0]				) << 16) + (int(e[1]				) << 8) + int(e[2]				)
																	if c >= 0xe28_080 and c <= 0xe2b_07f:
																						return True
												return False

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




		def        lowerCAmelCase__							(						self       ,  UpperCamelCase_       ,  UpperCamelCase_="\n"				):

							'''simple docstring'''


							UpperCamelCase__  :Optional[Any]				   =					[]
							UpperCamelCase__  :Dict				   =					[]
							UpperCamelCase__  :Any				   =					self.ids_to_tokens[index][0]
							if word[:6] == "<|byte" and word[-2:] == "|>":
												byte_tokens.append(int(word[6:-2]				)				)
							else:
												if len(UpperCamelCase_				) > 0:
																	words.append(bytearray(UpperCamelCase_				).decode('''utf-8'''       ,  errors='''replace'''				)				)
																	UpperCamelCase__  :Tuple				   =					[]
												if word[:7] == "<|emoji" and word[-2:] == "|>":
																	words.append(self.emoji['''emoji_inv'''][word]				)
												elif word == "<SP>":
																	words.append(''' '''				)
												elif word == "<BR>":
																	words.append(UpperCamelCase_				)
												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(UpperCamelCase_				)
							if len(UpperCamelCase_				) > 0:
												words.append(bytearray(UpperCamelCase_				).decode('''utf-8'''       ,  errors='''replace'''				)				)
							UpperCamelCase__  :str				   =					''''''.join(UpperCamelCase_				)
							return text



'''simple docstring'''
from __future__ import annotations

from decimal import Decimal

from numpy import array


def      a (     __a  )    ->      list[list[float]]:



					'''simple docstring'''






					UpperCamelCase__  :int				   =					Decimal

					# Check if the provided matrix has 2 rows and 2 columns
					# since this implementation only works for 2x2 matrices
					if len(__a  ) == 2 and len(matrix[0]  ) == 2 and len(matrix[1]  ) == 2:
										# Calculate the determinant of the matrix
										UpperCamelCase__  :str				   =					float(
										    d(matrix[0][0]  ) * d(matrix[1][1]  ) - d(matrix[1][0]  ) * d(matrix[0][1]  )  )
										if determinant == 0:
															raise ValueError('''This matrix has no inverse.'''  )

										# Creates a copy of the matrix with swapped positions of the elements
										UpperCamelCase__  :List[Any]				   =					[[0.0, 0.0], [0.0, 0.0]]
										UpperCamelCase__   ,							UpperCamelCase__  :Union[str, Any]				   =					matrix[1][1], matrix[0][0]
										UpperCamelCase__   ,							UpperCamelCase__  :Dict				   =					-matrix[1][0], -matrix[0][1]

										# Calculate the inverse of the matrix
										return [
										    [(float(d(__a  )  ) / determinant) or 0.0 for n in row] for row in swapped_matrix
										]
					elif (
					    len(__a  ) == 3
					    and len(matrix[0]  ) == 3
					    and len(matrix[1]  ) == 3
					    and len(matrix[2]  ) == 3
					):
										# Calculate the determinant of the matrix using Sarrus rule
										UpperCamelCase__  :int				   =					float(
										    (
										        (d(matrix[0][0]  ) * d(matrix[1][1]  ) * d(matrix[2][2]  ))
										        + (d(matrix[0][1]  ) * d(matrix[1][2]  ) * d(matrix[2][0]  ))
										        + (d(matrix[0][2]  ) * d(matrix[1][0]  ) * d(matrix[2][1]  ))
										    )
										    - (
										        (d(matrix[0][2]  ) * d(matrix[1][1]  ) * d(matrix[2][0]  ))
										        + (d(matrix[0][1]  ) * d(matrix[1][0]  ) * d(matrix[2][2]  ))
										        + (d(matrix[0][0]  ) * d(matrix[1][2]  ) * d(matrix[2][1]  ))
										    )  )
										if determinant == 0:
															raise ValueError('''This matrix has no inverse.'''  )

										# Creating cofactor matrix
										UpperCamelCase__  :List[Any]				   =					[
										    [d(0.0  ), d(0.0  ), d(0.0  )],
										    [d(0.0  ), d(0.0  ), d(0.0  )],
										    [d(0.0  ), d(0.0  ), d(0.0  )],
										]
										UpperCamelCase__  :Tuple				   =					(d(matrix[1][1]  ) * d(matrix[2][2]  )) - (
										    d(matrix[1][2]  ) * d(matrix[2][1]  )
										)
										UpperCamelCase__  :List[str]				   =					-(
										    (d(matrix[1][0]  ) * d(matrix[2][2]  )) - (d(matrix[1][2]  ) * d(matrix[2][0]  ))
										)
										UpperCamelCase__  :Union[str, Any]				   =					(d(matrix[1][0]  ) * d(matrix[2][1]  )) - (
										    d(matrix[1][1]  ) * d(matrix[2][0]  )
										)
										UpperCamelCase__  :List[Any]				   =					-(
										    (d(matrix[0][1]  ) * d(matrix[2][2]  )) - (d(matrix[0][2]  ) * d(matrix[2][1]  ))
										)
										UpperCamelCase__  :Optional[int]				   =					(d(matrix[0][0]  ) * d(matrix[2][2]  )) - (
										    d(matrix[0][2]  ) * d(matrix[2][0]  )
										)
										UpperCamelCase__  :List[Any]				   =					-(
										    (d(matrix[0][0]  ) * d(matrix[2][1]  )) - (d(matrix[0][1]  ) * d(matrix[2][0]  ))
										)
										UpperCamelCase__  :List[Any]				   =					(d(matrix[0][1]  ) * d(matrix[1][2]  )) - (
										    d(matrix[0][2]  ) * d(matrix[1][1]  )
										)
										UpperCamelCase__  :List[str]				   =					-(
										    (d(matrix[0][0]  ) * d(matrix[1][2]  )) - (d(matrix[0][2]  ) * d(matrix[1][0]  ))
										)
										UpperCamelCase__  :Dict				   =					(d(matrix[0][0]  ) * d(matrix[1][1]  )) - (
										    d(matrix[0][1]  ) * d(matrix[1][0]  )
										)

										# Transpose the cofactor matrix (Adjoint matrix)
										UpperCamelCase__  :Optional[Any]				   =					array(__a  )
										for i in range(3  ):
															for j in range(3  ):
																				UpperCamelCase__  :Optional[Any]				   =					cofactor_matrix[j][i]

        # Inverse of the matrix using the formula (1/determinant) * adjoint matrix
										UpperCamelCase__  :Any				   =					array(__a  )
										for i in range(3  ):
															for j in range(3  ):
																				inverse_matrix[i][j] /= d(__a  )

        # Calculate the inverse of the matrix
										return [[float(d(__a  )  ) or 0.0 for n in row] for row in inverse_matrix]
					raise ValueError('''Please provide a matrix of size 2x2 or 3x3.'''  )