
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


lowercase  :					Dict													=       logging.get_logger(__name__)

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

lowercase  :					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',
    },
}

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




def 	_SCREAMING_SNAKE_CASE					(		_lowerCamelCase :			List[Any]						,  _lowerCamelCase :			int)					->    Optional[int]:






							'''simple docstring'''





							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  lowerCamelCase__							(				__lowercase):




	'''simple docstring'''




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







	def __init__(					self		:List[Any]     ,   a		:str     ,   a		:str     ,   a		:List[Any]="<|endoftext|>"     ,   a		:str="<|endoftext|>"     ,   a		:Optional[int]="<|startoftext|>"     ,   a		:List[str]="<|endoftext|>"     ,   a		:Optional[Any]=False     ,   **a		:Any     ,   )		-> Optional[int]:
								super().__init__(
								    unk_token=a     ,   pad_token=a     ,   bos_token=a     ,   eos_token=a     ,   do_clean_text=a     ,   **a     ,   )
								if not os.path.isfile(a						):
															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(a						):
															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	:   List[Any]			   =					load_vocab_and_emoji(a     ,   a						)
								__UpperCamelCase	:   int			   =					SubWordJapaneseTokenizer(
								    vocab=self.vocab     ,   ids_to_tokens=self.ids_to_tokens     ,   emoji=self.emoji						)







	@property
	def    _lowerCamelCase				(					self		:Union[str, Any]						)		-> List[Any]:
								# self.vocab contains support for character fluctuation unique to Japanese, and has a large number of vocab
								return len(self.raw_vocab						)







	def    _lowerCamelCase				(					self		:Optional[Any]						)		-> Dict:
								return dict(self.raw_vocab     ,   **self.added_tokens_encoder						)







	def    _lowerCamelCase				(					self		:int     ,   a		:Optional[Any]						)		-> Tuple:
								return self.subword_tokenizer.tokenize(a     ,   clean=self.do_clean_text						)







	def    _lowerCamelCase				(					self		:str     ,   a		:Optional[int]						)		-> Optional[int]:
								return self.vocab.get(a     ,   self.vocab.get(self.unk_token						)						)







	def    _lowerCamelCase				(					self		:Dict     ,   a		:Optional[int]						)		-> Optional[Any]:
								return self.subword_tokenizer.convert_id_to_token(a						)







	def    _lowerCamelCase				(					self		:Tuple     ,   a		:int						)		-> Any:
								__UpperCamelCase	:   Dict			   =					"".join(a						).strip()
								return out_string







	def    _lowerCamelCase				(					self		:Optional[int]     ,   a		:"Conversation"						)		-> List[int]:
								__UpperCamelCase	:   Dict			   =					[]
								for is_user, text in conversation.iter_texts():
															input_ids.extend(self.encode(a     ,   add_special_tokens=a						) + [self.eos_token_id]						)

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







	def    _lowerCamelCase				(					self		:List[Any]     ,   a		:str     ,   a		:Optional[str] = None						)		-> Tuple[str]:
								__UpperCamelCase	:   Union[str, Any]			   =					0
								if os.path.isdir(a						):
															__UpperCamelCase	:   Tuple			   =					os.path.join(
															    a     ,   (filename_prefix + "-" if filename_prefix else "") + VOCAB_FILES_NAMES["vocab_file"]						)
															__UpperCamelCase	:   Optional[int]			   =					os.path.join(
															    a     ,   (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(a     ,   "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(a						) + "\n"						)
																						index += 1
								with open(a     ,   "w"     ,   encoding="utf-8"						) as writer:
															json.dump(self.emoji     ,   a						)
								return vocab_file, emoji_file




class  lowerCamelCase__							(				__lowercase):




	'''simple docstring'''




	def __init__(					self		:Optional[int]     ,   a		:Any     ,   a		:List[str]     ,   a		:Optional[int]						)		-> Tuple:
								__UpperCamelCase	:   List[Any]			   =					vocab  # same as swe
								__UpperCamelCase	:   Optional[int]			   =					ids_to_tokens  # same as bpe
								__UpperCamelCase	:   Tuple			   =					emoji
								__UpperCamelCase	:   int			   =					np.max([len(a						) 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						)		-> Any:
								return len(self.ids_to_tokens						)







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







	def    _lowerCamelCase				(					self		:List[Any]     ,   a		:Optional[Any]     ,   a		:int=False						)		-> Any:
								__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(a     ,   a						)
								if clean:
															__UpperCamelCase	:   Optional[Any]			   =					self.clean_text(a						)

								def check_simbol(a		:str						):
															__UpperCamelCase	:   Optional[Any]			   =					x.encode()
															if len(a						) == 1 and len(a						) == 2:
																						__UpperCamelCase	:   str			   =					(int(e[0]						) << 8) + int(e[1]						)
																						if (
																						    (c >= 0xc2_a1 and c <= 0xc2_bf)
																						    or (c >= 0xc7_80 and c <= 0xc7_83)
																						    or (c >= 0xca_b9 and c <= 0xcb_bf)
																						    or (c >= 0xcc_80 and c <= 0xcd_a2)
																						):
																													return True
															return False

								def checkuae(a		:str						):
															__UpperCamelCase	:   Any			   =					x.encode()
															if len(a						) == 1 and len(a						) == 3:
																						__UpperCamelCase	:   Tuple			   =					(int(e[0]						) << 1_6) + (int(e[1]						) << 8) + int(e[2]						)
																						if c >= 0xe2_80_80 and c <= 0xe2_b0_7f:
																													return True
															return False

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







	def    _lowerCamelCase				(					self		:Union[str, Any]     ,   a		:Union[str, Any]     ,   a		:Optional[int]="\n"						)		-> Optional[Any]:
								__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(a						) > 0:
																						words.append(bytearray(a						).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(a						)
															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(a						)
								if len(a						) > 0:
															words.append(bytearray(a						).decode("utf-8"     ,   errors="replace"						)						)
								__UpperCamelCase	:   str			   =					"".join(a						)
								return text

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






							'''simple docstring'''





							return base * power(_lowerCamelCase						,  (exponent - 1)) if exponent else 1


if __name__ == "__main__":
		print('Raise base to the power of exponent using recursion...')
		lowercase  :					Optional[int]													=       int(input('Enter the base: ').strip())
		lowercase  :					Tuple													=       int(input('Enter the exponent: ').strip())
		lowercase  :					str													=       power(base, abs(exponent))
		if exponent < 0:  # power() does not properly deal w/ negative exponents
				lowercase  :					Tuple													=       1 / result
		print(f"{base} to the power of {exponent} is {result}")