






import collections
import os
from typing import List, Optional, Tuple

from transformers.utils import is_jieba_available, requires_backends


if is_jieba_available():
     import jieba

from ...tokenization_utils import PreTrainedTokenizer
from ...utils import logging


SCREAMING_SNAKE_CASE__      :			List[str]							=		logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__      :			Union[str, Any]							=		{"""vocab_file""": """vocab.txt"""}

SCREAMING_SNAKE_CASE__      :			str							=		{
    """vocab_file""": {
        """openbmb/cpm-ant-10b""": """https://huggingface.co/openbmb/cpm-ant-10b/blob/main/vocab.txt""",
    },
}

SCREAMING_SNAKE_CASE__      :			Optional[Any]							=		{
    """openbmb/cpm-ant-10b""": 10_24,
}

def      __lowercase					( snake_case ):







    """simple docstring"""






    __magic_name__		:List[str]        =      collections.OrderedDict()
    with open(snake_case,  '''r''',  encoding='''utf-8''' ) as reader:
        __magic_name__		:List[Any]        =      reader.readlines()
    for index, token in enumerate(snake_case ):
        __magic_name__		:List[Any]        =      token.rstrip('''\n''' )
        __magic_name__		:List[Any]        =      index
    return vocab
class 						lowerCamelCase_				(      lowerCamelCase ):







    def __init__(						self       ,					__lowerCAmelCase       ,					__lowerCAmelCase="<unk>"       ,					__lowerCAmelCase=2_0_0     ):
        """simple docstring"""
        __magic_name__		:Optional[int]        =      vocab
        __magic_name__		:Optional[Any]        =      unk_token
        __magic_name__		:List[Any]        =      max_input_chars_per_word







    def 			A	(						self       ,					__lowerCAmelCase     ):
        """simple docstring"""
        __magic_name__		:Optional[Any]        =      list(__lowerCAmelCase     )
        if len(__lowerCAmelCase     ) > self.max_input_chars_per_word:
            return [self.unk_token]

        __magic_name__		:Optional[Any]        =      0
        __magic_name__		:str        =      []
        while start < len(__lowerCAmelCase     ):
            __magic_name__		:List[str]        =      len(__lowerCAmelCase     )
            __magic_name__		:List[Any]        =      None
            while start < end:
                __magic_name__		:Union[str, Any]        =      ''''''.join(chars[start:end]     )
                if substr in self.vocab:
                    __magic_name__		:Optional[Any]        =      substr
                    break
                end -= 1
            if cur_substr is None:
                sub_tokens.append(self.unk_token     )
                start += 1
            else:
                sub_tokens.append(__lowerCAmelCase     )
                __magic_name__		:int        =      end

        return sub_tokens







class 						lowerCamelCase_				(      lowerCamelCase ):
    a__					       =  VOCAB_FILES_NAMES
    a__					       =  PRETRAINED_VOCAB_FILES_MAP
    a__					       =  PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
    a__					       =  ['''input_ids''', '''attention_mask''']
    a__					       =  False







    def __init__(						self       ,					__lowerCAmelCase       ,					__lowerCAmelCase="<d>"       ,					__lowerCAmelCase="</d>"       ,					__lowerCAmelCase="<s>"       ,					__lowerCAmelCase="</s>"       ,					__lowerCAmelCase="<pad>"       ,					__lowerCAmelCase="<unk>"       ,					__lowerCAmelCase="</n>"       ,					__lowerCAmelCase="</_>"       ,					__lowerCAmelCase="left"       ,					**__lowerCAmelCase       ,					):
        """simple docstring"""
        requires_backends(self       ,					['''jieba''']     )
        super().__init__(
            bod_token=__lowerCAmelCase       ,					eod_token=__lowerCAmelCase       ,					bos_token=__lowerCAmelCase       ,					eos_token=__lowerCAmelCase       ,					pad_token=__lowerCAmelCase       ,					unk_token=__lowerCAmelCase       ,					line_token=__lowerCAmelCase       ,					space_token=__lowerCAmelCase       ,					padding_side=__lowerCAmelCase       ,					**__lowerCAmelCase       ,					)
        __magic_name__		:Optional[Any]        =      bod_token
        __magic_name__		:int        =      eod_token
        __magic_name__		:List[str]        =      load_vocab(__lowerCAmelCase     )
        __magic_name__		:Optional[Any]        =      self.encoder[space_token]
        __magic_name__		:Optional[int]        =      self.encoder[line_token]

        del self.encoder[space_token]
        del self.encoder[line_token]

        __magic_name__		:List[str]        =      collections.OrderedDict(sorted(self.encoder.items()       ,					key=lambda __lowerCAmelCase     : x[1]     )     )
        __magic_name__		:Dict        =      {v: k for k, v in self.encoder.items()}

        __magic_name__		:Union[str, Any]        =      WordpieceTokenizer(vocab=self.encoder       ,					unk_token=self.unk_token     )







    @property
    def 			A	(						self     ):
        """simple docstring"""
        return self.encoder[self.bod_token]







    @property
    def 			A	(						self     ):
        """simple docstring"""
        return self.encoder[self.eod_token]







    @property
    def 			A	(						self     ):
        """simple docstring"""
        return self.encoder["\n"]







    @property
    def 			A	(						self     ):
        """simple docstring"""
        return len(self.encoder     )







    def 			A	(						self     ):
        """simple docstring"""
        return dict(self.encoder       ,					**self.added_tokens_encoder     )







    def 			A	(						self       ,					__lowerCAmelCase     ):
        """simple docstring"""
        __magic_name__		:Optional[Any]        =      []
        for x in jieba.cut(__lowerCAmelCase       ,					cut_all=__lowerCAmelCase     ):
            output_tokens.extend(self.wordpiece_tokenizer.tokenize(__lowerCAmelCase     )     )
        return output_tokens







    def 			A	(						self       ,					__lowerCAmelCase       ,					**__lowerCAmelCase     ):
        """simple docstring"""
        __magic_name__		:Dict        =      [i for i in token_ids if i >= 0]
        __magic_name__		:Tuple        =      [
            x for x in token_ids if x != self.pad_token_id and x != self.eos_token_id and x != self.bos_token_id
        ]
        return super()._decode(__lowerCAmelCase       ,					**__lowerCAmelCase     )







    def 			A	(						self       ,					__lowerCAmelCase     ):
        """simple docstring"""
        return token in self.encoder







    def 			A	(						self       ,					__lowerCAmelCase     ):
        """simple docstring"""
        return "".join(__lowerCAmelCase     )







    def 			A	(						self       ,					__lowerCAmelCase     ):
        """simple docstring"""
        return self.encoder.get(__lowerCAmelCase       ,					self.encoder.get(self.unk_token     )     )







    def 			A	(						self       ,					__lowerCAmelCase     ):
        """simple docstring"""
        return self.decoder.get(__lowerCAmelCase       ,					self.unk_token     )







    def 			A	(						self       ,					__lowerCAmelCase       ,					__lowerCAmelCase = None     ):
        """simple docstring"""
        if os.path.isdir(__lowerCAmelCase     ):
            __magic_name__		:Any        =      os.path.join(
                __lowerCAmelCase       ,					(filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''vocab_file''']     )
        else:
            __magic_name__		:List[Any]        =      (filename_prefix + '''-''' if filename_prefix else '''''') + save_directory
        __magic_name__		:Tuple        =      0
        if " " in self.encoder:
            __magic_name__		:Any        =      self.encoder[''' ''']
            del self.encoder[" "]
        if "\n" in self.encoder:
            __magic_name__		:Optional[Any]        =      self.encoder['''\n''']
            del self.encoder["\n"]
        __magic_name__		:List[str]        =      collections.OrderedDict(sorted(self.encoder.items()       ,					key=lambda __lowerCAmelCase     : x[1]     )     )
        with open(__lowerCAmelCase       ,					'''w'''       ,					encoding='''utf-8'''     ) as writer:
            for token, token_index in self.encoder.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!'''     )
                    __magic_name__		:int        =      token_index
                writer.write(token + '''\n'''     )
                index += 1
        return (vocab_file,)







    def 			A	(						self       ,					__lowerCAmelCase       ,					__lowerCAmelCase = None     ):
        """simple docstring"""
        if token_ids_a is None:
            return [self.bos_token_id] + token_ids_a
        return [self.bos_token_id] + token_ids_a + [self.bos_token_id] + token_ids_a







    def 			A	(						self       ,					__lowerCAmelCase       ,					__lowerCAmelCase = None       ,					__lowerCAmelCase = False     ):
        """simple docstring"""

        if already_has_special_tokens:
            return super().get_special_tokens_mask(
                token_ids_a=__lowerCAmelCase       ,					token_ids_a=__lowerCAmelCase       ,					already_has_special_tokens=__lowerCAmelCase     )

        if token_ids_a is not None:
            return [1] + ([0] * len(__lowerCAmelCase     )) + [1] + ([0] * len(__lowerCAmelCase     ))
        return [1] + ([0] * len(__lowerCAmelCase     ))














from __future__ import annotations

from typing import Any
class 						lowerCamelCase_				:







				def __init__(						self       ,					__lowerCAmelCase       ,					__lowerCAmelCase       ,					__lowerCAmelCase = 0     ):
								"""simple docstring"""
								__magic_name__     ,				__magic_name__		:Any        =      row, column
								__magic_name__		:Union[str, Any]        =      [[default_value for c in range(__lowerCAmelCase     )] for r in range(__lowerCAmelCase     )]







				def __str__(						self     ):
								"""simple docstring"""
								__magic_name__		:str        =      F'''Matrix consist of {self.row} rows and {self.column} columns\n'''

								# Make string identifier
								__magic_name__		:Dict        =      0
								for row_vector in self.array:
												for obj in row_vector:
																__magic_name__		:Dict        =      max(__lowerCAmelCase       ,					len(str(__lowerCAmelCase     )     )     )
								__magic_name__		:List[str]        =      F'''%{max_element_length}s'''

								# Make string and return
								def single_line(__lowerCAmelCase     ) -> str:
												nonlocal string_format_identifier
												__magic_name__		:int        =      '''['''
												line += ", ".join(string_format_identifier % (obj,) for obj in row_vector     )
												line += "]"
												return line

								s += "\n".join(single_line(__lowerCAmelCase     ) for row_vector in self.array     )
								return s







				def __repr__(						self     ):
								"""simple docstring"""
								return str(self     )







				def 			A	(						self       ,					__lowerCAmelCase     ):
								"""simple docstring"""
								if not (isinstance(__lowerCAmelCase       ,					(list, tuple)     ) and len(__lowerCAmelCase     ) == 2):
												return False
								elif not (0 <= loc[0] < self.row and 0 <= loc[1] < self.column):
												return False
								else:
												return True







				def __getitem__(						self       ,					__lowerCAmelCase     ):
								"""simple docstring"""
								assert self.validate_indicies(__lowerCAmelCase     )
								return self.array[loc[0]][loc[1]]







				def __setitem__(						self       ,					__lowerCAmelCase       ,					__lowerCAmelCase     ):
								"""simple docstring"""
								assert self.validate_indicies(__lowerCAmelCase     )
								__magic_name__		:List[Any]        =      value







				def __add__(						self       ,					__lowerCAmelCase     ):
								"""simple docstring"""
								assert isinstance(__lowerCAmelCase       ,					__lowerCAmelCase     )
								assert self.row == another.row and self.column == another.column

								# Add
								__magic_name__		:List[Any]        =      Matrix(self.row       ,					self.column     )
								for r in range(self.row     ):
												for c in range(self.column     ):
																__magic_name__		:Any        =      self[r, c] + another[r, c]
								return result







				def __neg__(						self     ):
								"""simple docstring"""
								__magic_name__		:Dict        =      Matrix(self.row       ,					self.column     )
								for r in range(self.row     ):
												for c in range(self.column     ):
																__magic_name__		:Any        =      -self[r, c]
								return result







				def __sub__(						self       ,					__lowerCAmelCase     ):
								"""simple docstring"""
								return self + (-another)







				def __mul__(						self       ,					__lowerCAmelCase     ):
								"""simple docstring"""

								if isinstance(__lowerCAmelCase       ,					(int, float)     ):  # Scalar multiplication
												__magic_name__		:List[str]        =      Matrix(self.row       ,					self.column     )
												for r in range(self.row     ):
																for c in range(self.column     ):
																				__magic_name__		:Tuple        =      self[r, c] * another
												return result
								elif isinstance(__lowerCAmelCase       ,					__lowerCAmelCase     ):  # Matrix multiplication
												assert self.column == another.row
												__magic_name__		:List[Any]        =      Matrix(self.row       ,					another.column     )
												for r in range(self.row     ):
																for c in range(another.column     ):
																				for i in range(self.column     ):
																								result[r, c] += self[r, i] * another[i, c]
												return result
								else:
												__magic_name__		:List[str]        =      F'''Unsupported type given for another ({type(__lowerCAmelCase     )})'''
												raise TypeError(__lowerCAmelCase     )







				def 			A	(						self     ):
								"""simple docstring"""
								__magic_name__		:int        =      Matrix(self.column       ,					self.row     )
								for r in range(self.row     ):
												for c in range(self.column     ):
																__magic_name__		:List[str]        =      self[r, c]
								return result







				def 			A	(						self       ,					__lowerCAmelCase       ,					__lowerCAmelCase     ):
								"""simple docstring"""
								assert isinstance(__lowerCAmelCase       ,					__lowerCAmelCase     ) and isinstance(__lowerCAmelCase       ,					__lowerCAmelCase     )
								assert self.row == self.column == u.row == v.row  # u, v should be column vector
								assert u.column == v.column == 1  # u, v should be column vector

								# Calculate
								__magic_name__		:int        =      v.transpose()
								__magic_name__		:str        =      (v_t * self * u)[0, 0] + 1
								if numerator_factor == 0:
												return None  # It's not invertable
								return self - ((self * u) * (v_t * self) * (1.0 / numerator_factor))


# Testing
if __name__ == "__main__":

					def      __lowercase					( ):







									"""simple docstring"""






									__magic_name__		:Optional[int]        =      Matrix(3,  3,  0 )
									for i in range(3 ):
													__magic_name__		:Tuple        =      1
									print(f'''a^(-1) is {ainv}''' )
									# u, v
									__magic_name__		:Optional[int]        =      Matrix(3,  1,  0 )
									__magic_name__     ,				__magic_name__     ,				__magic_name__		:Optional[int]        =      1, 2, -3
									__magic_name__		:int        =      Matrix(3,  1,  0 )
									__magic_name__     ,				__magic_name__     ,				__magic_name__		:str        =      4, -2, 5
									print(f'''u is {u}''' )
									print(f'''v is {v}''' )
									print(f'''uv^T is {u * v.transpose()}''' )
									# Sherman Morrison
									print(f'''(a + uv^T)^(-1) is {ainv.sherman_morrison(snake_case,  snake_case )}''' )

					def      __lowercase					( ):







									"""simple docstring"""






									import doctest

									doctest.testmod()

					testa()






