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


UpperCamelCase__											=					logging.get_logger(__name__)

UpperCamelCase__											=					{'vocab_file': 'vocab.txt'}

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

UpperCamelCase__											=					{
    'openbmb/cpm-ant-10b': 1_0_2_4,
}




def    lowerCAmelCase_ (     __A							)     ->				str:







      '''simple docstring'''


      UpperCAmelCase__								=  collections.OrderedDict()
      with open(__A,  "r",  encoding="utf-8"							) as reader:
            UpperCAmelCase__								=  reader.readlines()
      for index, token in enumerate(__A							):
            UpperCAmelCase__								=  token.rstrip("\n"							)
            UpperCAmelCase__								=  index
      return vocab





class      A							(				UpperCAmelCase_     ):


   def __init__(self     :						Tuple       ,  __UpperCAmelCase     :						Dict       ,  __UpperCAmelCase     :						int="<unk>"       ,  __UpperCAmelCase     :						str=2_0_0		)						->				int:
         """simple docstring"""



         UpperCAmelCase__								=  vocab
         UpperCAmelCase__								=  unk_token
         UpperCAmelCase__								=  max_input_chars_per_word





   def 			lowercase_      (self     :						Dict       ,  __UpperCAmelCase     :						List[str]		)						->				int:
         """simple docstring"""



         UpperCAmelCase__								=  list(__UpperCAmelCase		)
         if len(__UpperCAmelCase		) > self.max_input_chars_per_word:
               return [self.unk_token]

         UpperCAmelCase__								=  0
         UpperCAmelCase__								=  []
         while start < len(__UpperCAmelCase		):
               UpperCAmelCase__								=  len(__UpperCAmelCase		)
               UpperCAmelCase__								=  None
               while start < end:
                     UpperCAmelCase__								=  "".join(chars[start:end]		)
                     if substr in self.vocab:
                           UpperCAmelCase__								=  substr
                           break
                     end -= 1
               if cur_substr is None:
                     sub_tokens.append(self.unk_token		)
                     start += 1
               else:
                     sub_tokens.append(__UpperCAmelCase		)
                     UpperCAmelCase__								=  end

         return sub_tokens





class      A							(				UpperCAmelCase_     ):
   __UpperCAmelCase : Tuple      =			VOCAB_FILES_NAMES
   __UpperCAmelCase : Optional[Any]      =			PRETRAINED_VOCAB_FILES_MAP
   __UpperCAmelCase : Union[str, Any]      =			PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
   __UpperCAmelCase : List[Any]      =			['input_ids', 'attention_mask']
   __UpperCAmelCase : Dict      =			False


   def __init__(self     :						List[Any]       ,  __UpperCAmelCase     :						Optional[Any]       ,  __UpperCAmelCase     :						Optional[int]="<d>"       ,  __UpperCAmelCase     :						List[str]="</d>"       ,  __UpperCAmelCase     :						List[str]="<s>"       ,  __UpperCAmelCase     :						List[str]="</s>"       ,  __UpperCAmelCase     :						List[str]="<pad>"       ,  __UpperCAmelCase     :						List[Any]="<unk>"       ,  __UpperCAmelCase     :						Optional[int]="</n>"       ,  __UpperCAmelCase     :						Dict="</_>"       ,  __UpperCAmelCase     :						str="left"       ,  **__UpperCAmelCase     :						Any       ,  )						->				List[Any]:
         """simple docstring"""



         requires_backends(self       ,  ["jieba"]		)
         super().__init__(
             bod_token=__UpperCAmelCase       ,  eod_token=__UpperCAmelCase       ,  bos_token=__UpperCAmelCase       ,  eos_token=__UpperCAmelCase       ,  pad_token=__UpperCAmelCase       ,  unk_token=__UpperCAmelCase       ,  line_token=__UpperCAmelCase       ,  space_token=__UpperCAmelCase       ,  padding_side=__UpperCAmelCase       ,  **__UpperCAmelCase       ,  )
         UpperCAmelCase__								=  bod_token
         UpperCAmelCase__								=  eod_token
         UpperCAmelCase__								=  load_vocab(__UpperCAmelCase		)
         UpperCAmelCase__								=  self.encoder[space_token]
         UpperCAmelCase__								=  self.encoder[line_token]

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

         UpperCAmelCase__								=  collections.OrderedDict(sorted(self.encoder.items()       ,  key=lambda __UpperCAmelCase		: x[1]		)		)
         UpperCAmelCase__								=  {v: k for k, v in self.encoder.items()}

         UpperCAmelCase__								=  WordpieceTokenizer(vocab=self.encoder       ,  unk_token=self.unk_token		)


   @property
   def 			lowercase_      (self     :						Union[str, Any]		)						->				Union[str, Any]:
         """simple docstring"""



         return self.encoder[self.bod_token]


   @property
   def 			lowercase_      (self     :						Optional[Any]		)						->				List[Any]:
         """simple docstring"""



         return self.encoder[self.eod_token]


   @property
   def 			lowercase_      (self     :						Tuple		)						->				Tuple:
         """simple docstring"""



         return self.encoder["\n"]


   @property
   def 			lowercase_      (self     :						Optional[Any]		)						->				int:
         """simple docstring"""



         return len(self.encoder		)


   def 			lowercase_      (self     :						List[Any]		)						->				Union[str, Any]:
         """simple docstring"""



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


   def 			lowercase_      (self     :						Any       ,  __UpperCAmelCase     :						Tuple		)						->				Optional[int]:
         """simple docstring"""



         UpperCAmelCase__								=  []
         for x in jieba.cut(__UpperCAmelCase       ,  cut_all=__UpperCAmelCase		):
               output_tokens.extend(self.wordpiece_tokenizer.tokenize(__UpperCAmelCase		)		)
         return output_tokens


   def 			lowercase_      (self     :						int       ,  __UpperCAmelCase     :						List[Any]       ,  **__UpperCAmelCase     :						Union[str, Any]		)						->				str:
         """simple docstring"""



         UpperCAmelCase__								=  [i for i in token_ids if i >= 0]
         UpperCAmelCase__								=  [
             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(__UpperCAmelCase       ,  **__UpperCAmelCase		)


   def 			lowercase_      (self     :						Any       ,  __UpperCAmelCase     :						List[str]		)						->				int:
         """simple docstring"""



         return token in self.encoder


   def 			lowercase_      (self     :						List[Any]       ,  __UpperCAmelCase     :						List[str]		)						->				str:
         """simple docstring"""



         return "".join(__UpperCAmelCase		)


   def 			lowercase_      (self     :						Optional[Any]       ,  __UpperCAmelCase     :						List[Any]		)						->				Union[str, Any]:
         """simple docstring"""



         return self.encoder.get(__UpperCAmelCase       ,  self.encoder.get(self.unk_token		)		)


   def 			lowercase_      (self     :						Optional[Any]       ,  __UpperCAmelCase     :						List[str]		)						->				int:
         """simple docstring"""



         return self.decoder.get(__UpperCAmelCase       ,  self.unk_token		)


   def 			lowercase_      (self     :						Dict       ,  __UpperCAmelCase     :						str       ,  __UpperCAmelCase     :						Optional[str] = None		)						->				Tuple[str]:
         """simple docstring"""



         if os.path.isdir(__UpperCAmelCase		):
               UpperCAmelCase__								=  os.path.join(
                   __UpperCAmelCase       ,  (filename_prefix + "-" if filename_prefix else "") + VOCAB_FILES_NAMES["vocab_file"]		)
         else:
               UpperCAmelCase__								=  (filename_prefix + "-" if filename_prefix else "") + save_directory
         UpperCAmelCase__								=  0
         if " " in self.encoder:
               UpperCAmelCase__								=  self.encoder[" "]
               del self.encoder[" "]
         if "\n" in self.encoder:
               UpperCAmelCase__								=  self.encoder["\n"]
               del self.encoder["\n"]
         UpperCAmelCase__								=  collections.OrderedDict(sorted(self.encoder.items()       ,  key=lambda __UpperCAmelCase		: x[1]		)		)
         with open(__UpperCAmelCase       ,  "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!"		)
                           UpperCAmelCase__								=  token_index
                     writer.write(token + "\n"		)
                     index += 1
         return (vocab_file,)


   def 			lowercase_      (self     :						Optional[Any]       ,  __UpperCAmelCase     :						List[int]       ,  __UpperCAmelCase     :						List[int] = None		)						->				List[int]:
         """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 			lowercase_      (self     :						Dict       ,  __UpperCAmelCase     :						List[int]       ,  __UpperCAmelCase     :						Optional[List[int]] = None       ,  __UpperCAmelCase     :						bool = False		)						->				List[int]:
         """simple docstring"""



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

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




from __future__ import annotations





class      A							:


   def __init__(self     :						Union[str, Any]       ,  __UpperCAmelCase     :						list[list[int]]		)						->				List[str]:
         """simple docstring"""



         UpperCAmelCase__								=  TypeError(
             "Matrices must be formed from a list of zero or more lists containing at "
             "least one and the same number of values, each of which must be of type "
             "int or float."		)
         if len(__UpperCAmelCase		) != 0:
               UpperCAmelCase__								=  len(rows[0]		)
               if cols == 0:
                     raise error
               for row in rows:
                     if len(__UpperCAmelCase		) != cols:
                           raise error
                     for value in row:
                           if not isinstance(__UpperCAmelCase       ,  (int, float)		):
                                 raise error
               UpperCAmelCase__								=  rows
         else:
               UpperCAmelCase__								=  []


   def 			lowercase_      (self     :						Any		)						->				list[list[int]]:
         """simple docstring"""



         return [[row[i] for row in self.rows] for i in range(len(self.rows[0]		)		)]


   @property
   def 			lowercase_      (self     :						Any		)						->				int:
         """simple docstring"""



         return len(self.rows		)


   @property
   def 			lowercase_      (self     :						Union[str, Any]		)						->				int:
         """simple docstring"""



         return len(self.rows[0]		)


   @property
   def 			lowercase_      (self     :						List[Any]		)						->				tuple[int, int]:
         """simple docstring"""



         return (self.num_rows, self.num_columns)


   @property
   def 			lowercase_      (self     :						Tuple		)						->				bool:
         """simple docstring"""



         return self.order[0] == self.order[1]


   def 			lowercase_      (self     :						Any		)						->				Matrix:
         """simple docstring"""



         UpperCAmelCase__								=  [
             [0 if column_num != row_num else 1 for column_num in range(self.num_rows		)]
             for row_num in range(self.num_rows		)
         ]
         return Matrix(__UpperCAmelCase		)


   def 			lowercase_      (self     :						int		)						->				int:
         """simple docstring"""



         if not self.is_square:
               return 0
         if self.order == (0, 0):
               return 1
         if self.order == (1, 1):
               return int(self.rows[0][0]		)
         if self.order == (2, 2):
               return int(
                   (self.rows[0][0] * self.rows[1][1])
                   - (self.rows[0][1] * self.rows[1][0])		)
         else:
               return sum(
                   self.rows[0][column] * self.cofactors().rows[0][column]
                   for column in range(self.num_columns		)		)


   def 			lowercase_      (self     :						Tuple		)						->				bool:
         """simple docstring"""



         return bool(self.determinant()		)


   def 			lowercase_      (self     :						Dict       ,  __UpperCAmelCase     :						int       ,  __UpperCAmelCase     :						int		)						->				int:
         """simple docstring"""



         UpperCAmelCase__								=  [
             [
                 self.rows[other_row][other_column]
                 for other_column in range(self.num_columns		)
                 if other_column != column
             ]
             for other_row in range(self.num_rows		)
             if other_row != row
         ]
         return Matrix(__UpperCAmelCase		).determinant()


   def 			lowercase_      (self     :						int       ,  __UpperCAmelCase     :						int       ,  __UpperCAmelCase     :						int		)						->				int:
         """simple docstring"""



         if (row + column) % 2 == 0:
               return self.get_minor(__UpperCAmelCase       ,  __UpperCAmelCase		)
         return -1 * self.get_minor(__UpperCAmelCase       ,  __UpperCAmelCase		)


   def 			lowercase_      (self     :						Union[str, Any]		)						->				Matrix:
         """simple docstring"""



         return Matrix(
             [
                 [self.get_minor(__UpperCAmelCase       ,  __UpperCAmelCase		) for column in range(self.num_columns		)]
                 for row in range(self.num_rows		)
             ]		)


   def 			lowercase_      (self     :						List[str]		)						->				Matrix:
         """simple docstring"""



         return Matrix(
             [
                 [
                     self.minors().rows[row][column]
                     if (row + column) % 2 == 0
                     else self.minors().rows[row][column] * -1
                     for column in range(self.minors().num_columns		)
                 ]
                 for row in range(self.minors().num_rows		)
             ]		)


   def 			lowercase_      (self     :						Optional[Any]		)						->				Matrix:
         """simple docstring"""



         UpperCAmelCase__								=  [
             [self.cofactors().rows[column][row] for column in range(self.num_columns		)]
             for row in range(self.num_rows		)
         ]
         return Matrix(__UpperCAmelCase		)


   def 			lowercase_      (self     :						List[Any]		)						->				Matrix:
         """simple docstring"""



         UpperCAmelCase__								=  self.determinant()
         if not determinant:
               raise TypeError("Only matrices with a non-zero determinant have an inverse"		)
         return self.adjugate() * (1 / determinant)


   def __repr__(self     :						Dict		)						->				str:
         """simple docstring"""



         return str(self.rows		)


   def __str__(self     :						Optional[Any]		)						->				str:
         """simple docstring"""



         if self.num_rows == 0:
               return "[]"
         if self.num_rows == 1:
               return "[[" + ". ".join(str(self.rows[0]		)		) + "]]"
         return (
             "["
             + "\n ".join(
                 [
                     "[" + ". ".join([str(__UpperCAmelCase		) for value in row]		) + ".]"
                     for row in self.rows
                 ]		)
             + "]"
         )


   def 			lowercase_      (self     :						Optional[int]       ,  __UpperCAmelCase     :						list[int]       ,  __UpperCAmelCase     :						int | None = None		)						->				None:
         """simple docstring"""



         UpperCAmelCase__								=  TypeError("Row must be a list containing all ints and/or floats"		)
         if not isinstance(__UpperCAmelCase       ,  __UpperCAmelCase		):
               raise type_error
         for value in row:
               if not isinstance(__UpperCAmelCase       ,  (int, float)		):
                     raise type_error
         if len(__UpperCAmelCase		) != self.num_columns:
               raise ValueError(
                   "Row must be equal in length to the other rows in the matrix"		)
         if position is None:
               self.rows.append(__UpperCAmelCase		)
         else:
               UpperCAmelCase__								=  self.rows[0:position] + [row] + self.rows[position:]


   def 			lowercase_      (self     :						Union[str, Any]       ,  __UpperCAmelCase     :						list[int]       ,  __UpperCAmelCase     :						int | None = None		)						->				None:
         """simple docstring"""



         UpperCAmelCase__								=  TypeError(
             "Column must be a list containing all ints and/or floats"		)
         if not isinstance(__UpperCAmelCase       ,  __UpperCAmelCase		):
               raise type_error
         for value in column:
               if not isinstance(__UpperCAmelCase       ,  (int, float)		):
                     raise type_error
         if len(__UpperCAmelCase		) != self.num_rows:
               raise ValueError(
                   "Column must be equal in length to the other columns in the matrix"		)
         if position is None:
               UpperCAmelCase__								=  [self.rows[i] + [column[i]] for i in range(self.num_rows		)]
         else:
               UpperCAmelCase__								=  [
                   self.rows[i][0:position] + [column[i]] + self.rows[i][position:]
                   for i in range(self.num_rows		)
               ]


   def __eq__(self     :						Any       ,  __UpperCAmelCase     :						object		)						->				bool:
         """simple docstring"""



         if not isinstance(__UpperCAmelCase       ,  __UpperCAmelCase		):
               return NotImplemented
         return self.rows == other.rows


   def __ne__(self     :						int       ,  __UpperCAmelCase     :						object		)						->				bool:
         """simple docstring"""



         return not self == other


   def __neg__(self     :						Dict		)						->				Matrix:
         """simple docstring"""



         return self * -1


   def __add__(self     :						Dict       ,  __UpperCAmelCase     :						Matrix		)						->				Matrix:
         """simple docstring"""



         if self.order != other.order:
               raise ValueError("Addition requires matrices of the same order"		)
         return Matrix(
             [
                 [self.rows[i][j] + other.rows[i][j] for j in range(self.num_columns		)]
                 for i in range(self.num_rows		)
             ]		)


   def __sub__(self     :						Optional[Any]       ,  __UpperCAmelCase     :						Matrix		)						->				Matrix:
         """simple docstring"""



         if self.order != other.order:
               raise ValueError("Subtraction requires matrices of the same order"		)
         return Matrix(
             [
                 [self.rows[i][j] - other.rows[i][j] for j in range(self.num_columns		)]
                 for i in range(self.num_rows		)
             ]		)


   def __mul__(self     :						Tuple       ,  __UpperCAmelCase     :						Matrix | int | float		)						->				Matrix:
         """simple docstring"""



         if isinstance(__UpperCAmelCase       ,  (int, float)		):
               return Matrix(
                   [[int(element * other		) for element in row] for row in self.rows]		)
         elif isinstance(__UpperCAmelCase       ,  __UpperCAmelCase		):
               if self.num_columns != other.num_rows:
                     raise ValueError(
                         "The number of columns in the first matrix must "
                         "be equal to the number of rows in the second"		)
               return Matrix(
                   [
                       [Matrix.dot_product(__UpperCAmelCase       ,  __UpperCAmelCase		) for column in other.columns()]
                       for row in self.rows
                   ]		)
         else:
               raise TypeError(
                   "A Matrix can only be multiplied by an int, float, or another matrix"		)


   def __pow__(self     :						List[Any]       ,  __UpperCAmelCase     :						int		)						->				Matrix:
         """simple docstring"""



         if not isinstance(__UpperCAmelCase       ,  __UpperCAmelCase		):
               raise TypeError("A Matrix can only be raised to the power of an int"		)
         if not self.is_square:
               raise ValueError("Only square matrices can be raised to a power"		)
         if other == 0:
               return self.identity()
         if other < 0:
               if self.is_invertable():
                     return self.inverse() ** (-other)
               raise ValueError(
                   "Only invertable matrices can be raised to a negative power"		)
         UpperCAmelCase__								=  self
         for _ in range(other - 1		):
               result *= self
         return result





   @classmethod
   def 			lowercase_      (cls     :						Dict       ,  __UpperCAmelCase     :						list[int]       ,  __UpperCAmelCase     :						list[int]		)						->				int:
         """simple docstring"""



         return sum(row[i] * column[i] for i in range(len(__UpperCAmelCase		)		)		)


if __name__ == "__main__":
      import doctest

      doctest.testmod()



