

"""simple docstring"""






from __future__ import annotations

import math
import random
from collections.abc import Collection
from typing import overload







class 	__UpperCamelCase    :

  def __init__(		self    ,_A = None      ):
      '''simple docstring'''

      if components is None:
          _lowerCAmelCase       :   List[Any]  =    []
      _lowerCAmelCase       :   Dict  =    list(_A      )

  def __len__(		self      ):
      '''simple docstring'''

      return len(self.__components      )

  def __str__(		self      ):
      '''simple docstring'''

      return "(" + ",".join(map(_A    ,self.__components      )      ) + ")"

  def __add__(		self    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Tuple  =    len(self      )
      if size == len(_A      ):
          _lowerCAmelCase       :   List[Any]  =    [self.__components[i] + other.component(_A      ) for i in range(_A      )]
          return Vector(_A      )
      else:
          raise Exception('must have the same size'      )

  def __sub__(		self    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Optional[int]  =    len(self      )
      if size == len(_A      ):
          _lowerCAmelCase       :   int  =    [self.__components[i] - other.component(_A      ) for i in range(_A      )]
          return Vector(_A      )
      else:  # error case
          raise Exception('must have the same size'      )

  @overload
  def __mul__(		self    ,_A      ):
      '''simple docstring'''

      ...

  @overload
  def __mul__(		self    ,_A      ):
      '''simple docstring'''

      ...

  def __mul__(		self    ,_A      ):
      '''simple docstring'''

      if isinstance(_A    ,(float, int)      ):
          _lowerCAmelCase       :   Tuple  =    [c * other for c in self.__components]
          return Vector(_A      )
      elif isinstance(_A    ,_A      ) and len(self      ) == len(_A      ):
          _lowerCAmelCase       :   List[Any]  =    len(self      )
          _lowerCAmelCase       :   Union[str, Any]  =    [self.__components[i] * other.component(_A      ) for i in range(_A      )]
          return sum(_A      )
      else:  # error case
          raise Exception('invalid operand!'      )

  def __lowerCamelCase		(		self      ):
      '''simple docstring'''

      return Vector(self.__components      )

  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

      if isinstance(_A    ,_A      ) and -len(self.__components      ) <= i < len(self.__components      ):
          return self.__components[i]
      else:
          raise Exception('index out of range'      )

  def __lowerCamelCase		(		self    ,_A    ,_A      ):
      '''simple docstring'''

      assert -len(self.__components      ) <= pos < len(self.__components      )
      _lowerCAmelCase       :   List[Any]  =    value

  def __lowerCamelCase		(		self      ):
      '''simple docstring'''

      if len(self.__components      ) == 0:
          raise Exception('Vector is empty'      )
      _lowerCAmelCase       :   Optional[int]  =    [c**2 for c in self.__components]
      return math.sqrt(sum(_A      )      )







  def __lowerCamelCase		(		self    ,_A    ,_A = False      ):
      '''simple docstring'''

      _lowerCAmelCase       :   int  =    self * other
      _lowerCAmelCase       :   Tuple  =    self.euclidean_length() * other.euclidean_length()
      if deg:
          return math.degrees(math.acos(num / den      )      )
      else:
          return math.acos(num / den      )





def 		lowerCamelCase__		(					_lowerCamelCase   ):

    '''simple docstring'''



    assert isinstance(_lowerCamelCase ,   _lowerCamelCase   )
    return Vector([0] * dimension   )

def 		lowerCamelCase__		(					_lowerCamelCase ,   _lowerCamelCase   ):

    '''simple docstring'''



    assert isinstance(_lowerCamelCase ,   _lowerCamelCase   ) and (isinstance(_lowerCamelCase ,   _lowerCamelCase   ))
    _lowerCAmelCase       :   Any  =    [0] * dimension
    _lowerCAmelCase       :   Dict  =    1
    return Vector(_lowerCamelCase   )

def 		lowerCamelCase__		(					_lowerCamelCase ,   _lowerCamelCase ,   _lowerCamelCase   ):

    '''simple docstring'''



    assert (
        isinstance(_lowerCamelCase ,   _lowerCamelCase   )
        and isinstance(_lowerCamelCase ,   _lowerCamelCase   )
        and (isinstance(_lowerCamelCase ,   (int, float)   ))
    )
    return x * scalar + y

def 		lowerCamelCase__		(					_lowerCamelCase ,   _lowerCamelCase ,   _lowerCamelCase   ):

    '''simple docstring'''



    random.seed(_lowerCamelCase   )
    _lowerCAmelCase       :   Optional[int]  =    [random.randint(_lowerCamelCase ,   _lowerCamelCase   ) for _ in range(_lowerCamelCase   )]
    return Vector(_lowerCamelCase   )







class 	__UpperCamelCase    :

  def __init__(		self    ,_A    ,_A    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Dict  =    matrix
      _lowerCAmelCase       :   List[Any]  =    w
      _lowerCAmelCase       :   Tuple  =    h

  def __str__(		self      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Tuple  =    ''
      for i in range(self.__height      ):
          ans += "|"
          for j in range(self.__width      ):
              if j < self.__width - 1:
                  ans += str(self.__matrix[i][j]      ) + ","
              else:
                  ans += str(self.__matrix[i][j]      ) + "|\n"
      return ans

  def __add__(		self    ,_A      ):
      '''simple docstring'''

      if self.__width == other.width() and self.__height == other.height():
          _lowerCAmelCase       :   str  =    []
          for i in range(self.__height      ):
              _lowerCAmelCase       :   str  =    [
                  self.__matrix[i][j] + other.component(_A    ,_A      )
                  for j in range(self.__width      )
              ]
              matrix.append(_A      )
          return Matrix(_A    ,self.__width    ,self.__height      )
      else:
          raise Exception('matrix must have the same dimension!'      )

  def __sub__(		self    ,_A      ):
      '''simple docstring'''

      if self.__width == other.width() and self.__height == other.height():
          _lowerCAmelCase       :   str  =    []
          for i in range(self.__height      ):
              _lowerCAmelCase       :   Tuple  =    [
                  self.__matrix[i][j] - other.component(_A    ,_A      )
                  for j in range(self.__width      )
              ]
              matrix.append(_A      )
          return Matrix(_A    ,self.__width    ,self.__height      )
      else:
          raise Exception('matrices must have the same dimension!'      )

  @overload
  def __mul__(		self    ,_A      ):
      '''simple docstring'''

      ...

  @overload
  def __mul__(		self    ,_A      ):
      '''simple docstring'''

      ...

  def __mul__(		self    ,_A      ):
      '''simple docstring'''

      if isinstance(_A    ,_A      ):  # matrix-vector
          if len(_A      ) == self.__width:
              _lowerCAmelCase       :   List[Any]  =    zero_vector(self.__height      )
              for i in range(self.__height      ):
                  _lowerCAmelCase       :   Dict  =    [
                      self.__matrix[i][j] * other.component(_A      )
                      for j in range(self.__width      )
                  ]
                  ans.change_component(_A    ,sum(_A      )      )
              return ans
          else:
              raise Exception(
                  'vector must have the same size as the '
                  'number of columns of the matrix!'      )
      elif isinstance(_A    ,(int, float)      ):  # matrix-scalar
          _lowerCAmelCase       :   str  =    [
              [self.__matrix[i][j] * other for j in range(self.__width      )]
              for i in range(self.__height      )
          ]
          return Matrix(_A    ,self.__width    ,self.__height      )
      return None

  def __lowerCamelCase		(		self      ):
      '''simple docstring'''

      return self.__height

  def __lowerCamelCase		(		self      ):
      '''simple docstring'''

      return self.__width

  def __lowerCamelCase		(		self    ,_A    ,_A      ):
      '''simple docstring'''

      if 0 <= x < self.__height and 0 <= y < self.__width:
          return self.__matrix[x][y]
      else:
          raise Exception('change_component: indices out of bounds'      )

  def __lowerCamelCase		(		self    ,_A    ,_A    ,_A      ):
      '''simple docstring'''

      if 0 <= x < self.__height and 0 <= y < self.__width:
          _lowerCAmelCase       :   Union[str, Any]  =    value
      else:
          raise Exception('change_component: indices out of bounds'      )

  def __lowerCamelCase		(		self    ,_A    ,_A      ):
      '''simple docstring'''

      if self.__height != self.__width:
          raise Exception('Matrix is not square'      )
      _lowerCAmelCase       :   Optional[int]  =    self.__matrix[:x] + self.__matrix[x + 1 :]
      for i in range(len(_A      )      ):
          _lowerCAmelCase       :   int  =    minor[i][:y] + minor[i][y + 1 :]
      return Matrix(_A    ,self.__width - 1    ,self.__height - 1      ).determinant()

  def __lowerCamelCase		(		self    ,_A    ,_A      ):
      '''simple docstring'''

      if self.__height != self.__width:
          raise Exception('Matrix is not square'      )
      if 0 <= x < self.__height and 0 <= y < self.__width:
          return (-1) ** (x + y) * self.minor(_A    ,_A      )
      else:
          raise Exception('Indices out of bounds'      )







  def __lowerCamelCase		(		self      ):
      '''simple docstring'''

      if self.__height != self.__width:
          raise Exception('Matrix is not square'      )
      if self.__height < 1:
          raise Exception('Matrix has no element'      )
      elif self.__height == 1:
          return self.__matrix[0][0]
      elif self.__height == 2:
          return (
              self.__matrix[0][0] * self.__matrix[1][1]
              - self.__matrix[0][1] * self.__matrix[1][0]
          )
      else:
          _lowerCAmelCase       :   List[Any]  =    [
              self.__matrix[0][y] * self.cofactor(0    ,_A      ) for y in range(self.__width      )
          ]
          return sum(_A      )





def 		lowerCamelCase__		(					_lowerCamelCase   ):

    '''simple docstring'''



    _lowerCAmelCase       :   list[list[float]]  =    [[0] * n for _ in range(_lowerCamelCase   )]
    return Matrix(_lowerCamelCase ,   _lowerCamelCase ,   _lowerCamelCase   )

def 		lowerCamelCase__		(					_lowerCamelCase ,   _lowerCamelCase ,   _lowerCamelCase ,   _lowerCamelCase   ):

    '''simple docstring'''



    random.seed(_lowerCamelCase   )
    _lowerCAmelCase       :   list[list[float]]  =    [
        [random.randint(_lowerCamelCase ,   _lowerCamelCase   ) for _ in range(_lowerCamelCase   )] for _ in range(_lowerCamelCase   )
    ]
    return Matrix(_lowerCamelCase ,   _lowerCamelCase ,   _lowerCamelCase   )








"""simple docstring"""






import argparse
import json
from typing import List

from ltp import LTP

from transformers import BertTokenizer

def 		lowerCamelCase__		(					_lowerCamelCase   ):

    '''simple docstring'''



    if (
        (cp >= 0X4E00 and cp <= 0X9FFF)
        or (cp >= 0X3400 and cp <= 0X4DBF)  #
        or (cp >= 0X20000 and cp <= 0X2A6DF)  #
        or (cp >= 0X2A700 and cp <= 0X2B73F)  #
        or (cp >= 0X2B740 and cp <= 0X2B81F)  #
        or (cp >= 0X2B820 and cp <= 0X2CEAF)  #
        or (cp >= 0XF900 and cp <= 0XFAFF)
        or (cp >= 0X2F800 and cp <= 0X2FA1F)  #
    ):  #
        return True

    return False

def 		lowerCamelCase__		(					_lowerCamelCase   ):

    '''simple docstring'''



    for char in word:
        _lowerCAmelCase       :   Dict  =    ord(_lowerCamelCase   )
        if not _is_chinese_char(_lowerCamelCase   ):
            return 0
    return 1

def 		lowerCamelCase__		(					_lowerCamelCase   ):

    '''simple docstring'''



    _lowerCAmelCase       :   Tuple  =    set()

    for token in tokens:
        _lowerCAmelCase       :   Optional[int]  =    len(_lowerCamelCase   ) > 1 and is_chinese(_lowerCamelCase   )
        if chinese_word:
            word_set.add(_lowerCamelCase   )
    _lowerCAmelCase       :   Union[str, Any]  =    list(_lowerCamelCase   )
    return word_list

def 		lowerCamelCase__		(					_lowerCamelCase ,   _lowerCamelCase   ):

    '''simple docstring'''



    if not chinese_word_set:
        return bert_tokens
    _lowerCAmelCase       :   Optional[Any]  =    max([len(_lowerCamelCase   ) for w in chinese_word_set]   )

    _lowerCAmelCase       :   str  =    bert_tokens
    _lowerCAmelCase,					_lowerCAmelCase       :   Optional[Any]  =    0, len(_lowerCamelCase   )
    while start < end:
        _lowerCAmelCase       :   Dict  =    True
        if is_chinese(bert_word[start]   ):
            _lowerCAmelCase       :   str  =    min(end - start ,   _lowerCamelCase   )
            for i in range(_lowerCamelCase ,   1 ,   -1   ):
                _lowerCAmelCase       :   List[Any]  =    ''.join(bert_word[start : start + i]   )
                if whole_word in chinese_word_set:
                    for j in range(start + 1 ,   start + i   ):
                        _lowerCAmelCase       :   Tuple  =    '##' + bert_word[j]
                    _lowerCAmelCase       :   Optional[int]  =    start + i
                    _lowerCAmelCase       :   Any  =    False
                    break
        if single_word:
            start += 1
    return bert_word

def 		lowerCamelCase__		(					_lowerCamelCase ,   _lowerCamelCase ,   _lowerCamelCase   ):

    '''simple docstring'''



    _lowerCAmelCase       :   Dict  =    []

    for i in range(0 ,   len(_lowerCamelCase   ) ,   100   ):
        _lowerCAmelCase       :   Tuple  =    ltp_tokenizer.seg(lines[i : i + 100]   )[0]
        _lowerCAmelCase       :   List[Any]  =    [get_chinese_word(_lowerCamelCase   ) for r in res]
        ltp_res.extend(_lowerCamelCase   )
    assert len(_lowerCamelCase   ) == len(_lowerCamelCase   )

    _lowerCAmelCase       :   int  =    []
    for i in range(0 ,   len(_lowerCamelCase   ) ,   100   ):
        _lowerCAmelCase       :   Dict  =    bert_tokenizer(lines[i : i + 100] ,   add_special_tokens=_lowerCamelCase ,   truncation=_lowerCamelCase ,   max_length=512   )
        bert_res.extend(res['input_ids']   )
    assert len(_lowerCamelCase   ) == len(_lowerCamelCase   )

    _lowerCAmelCase       :   Union[str, Any]  =    []
    for input_ids, chinese_word in zip(_lowerCamelCase ,   _lowerCamelCase   ):
        _lowerCAmelCase       :   Optional[int]  =    []
        for id in input_ids:
            _lowerCAmelCase       :   List[Any]  =    bert_tokenizer._convert_id_to_token(_lowerCamelCase   )
            input_tokens.append(_lowerCamelCase   )
        _lowerCAmelCase       :   Any  =    add_sub_symbol(_lowerCamelCase ,   _lowerCamelCase   )
        _lowerCAmelCase       :   List[str]  =    []
        # We only save pos of chinese subwords start with ##, which mean is part of a whole word.
        for i, token in enumerate(_lowerCamelCase   ):
            if token[:2] == "##":
                _lowerCAmelCase       :   List[Any]  =    token[2:]
                # save chinese tokens' pos
                if len(_lowerCamelCase   ) == 1 and _is_chinese_char(ord(_lowerCamelCase   )   ):
                    ref_id.append(_lowerCamelCase   )
        ref_ids.append(_lowerCamelCase   )

    assert len(_lowerCamelCase   ) == len(_lowerCamelCase   )

    return ref_ids

def 		lowerCamelCase__		(					_lowerCamelCase   ):

    '''simple docstring'''



    with open(args.file_name ,   'r' ,   encoding='utf-8'   ) as f:
        _lowerCAmelCase       :   int  =    f.readlines()
    _lowerCAmelCase       :   int  =    [line.strip() for line in data if len(_lowerCamelCase   ) > 0 and not line.isspace()]  # avoid delimiter like '\u2029'
    _lowerCAmelCase       :   Dict  =    LTP(args.ltp   )  # faster in GPU device
    _lowerCAmelCase       :   Optional[int]  =    BertTokenizer.from_pretrained(args.bert   )

    _lowerCAmelCase       :   Optional[Any]  =    prepare_ref(_lowerCamelCase ,   _lowerCamelCase ,   _lowerCamelCase   )

    with open(args.save_path ,   'w' ,   encoding='utf-8'   ) as f:
        _lowerCAmelCase       :   Any  =    [json.dumps(_lowerCamelCase   ) + '\n' for ref in ref_ids]
        f.writelines(_lowerCamelCase   )


if __name__ == "__main__":
 _lowerCAmelCase						=		argparse.ArgumentParser(description="""prepare_chinese_ref""")
 parser.add_argument(
     """--file_name""",
     type=str,
     default="""./resources/chinese-demo.txt""",
     help="""file need process, same as training data in lm""",
 )
 parser.add_argument(
     """--ltp""", type=str, default="""./resources/ltp""", help="""resources for LTP tokenizer, usually a path"""
 )
 parser.add_argument("""--bert""", type=str, default="""./resources/robert""", help="""resources for Bert tokenizer""")
 parser.add_argument("""--save_path""", type=str, default="""./resources/ref.txt""", help="""path to save res""")

 _lowerCAmelCase						=		parser.parse_args()
 main(args)





