






"""simple docstring"""


from __future__ import annotations

from typing import Any






class 						snake_case  :





    def __init__(							self     : Union[str, Any]    ,		A     : int    ,		A     : int    ,		A     : float = 0      ):


      '''simple docstring'''




      a					:      Tuple    =       row, column
      a					:      Union[str, Any]    =       [[default_value for c in range(_lowerCamelCase      )] for r in range(_lowerCamelCase      )]





    def __str__(							self     : List[Any]      ):


      '''simple docstring'''




      a					:      List[str]    =       F'''Matrix consist of {self.row} rows and {self.column} columns\n'''

      # Make string identifier
      a					:      Any    =       0
      for row_vector in self.array:
        for obj in row_vector:
          a					:      int    =       max(_lowerCamelCase    ,		len(str(_lowerCamelCase      )      )      )
      a					:      str    =       F'''%{max_element_length}s'''

      # Make string and return
      def single_line(A     : list[float]      ) -> str:
        nonlocal string_format_identifier
        a					:      Optional[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     : List[Any]      ):


      '''simple docstring'''




      return str(self      )





    def     lowerCamelCase__				(							self     : Optional[Any]    ,		A     : tuple[int, int]      ):


      '''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     : Optional[Any]    ,		A     : tuple[int, int]      ):


      '''simple docstring'''




      assert self.validate_indicies(_lowerCamelCase      )
      return self.array[loc[0]][loc[1]]





    def __setitem__(							self     : Dict    ,		A     : tuple[int, int]    ,		A     : float      ):


      '''simple docstring'''




      assert self.validate_indicies(_lowerCamelCase      )
      a					:      List[str]    =       value





    def __add__(							self     : Tuple    ,		A     : Matrix      ):


      '''simple docstring'''




      assert isinstance(_lowerCamelCase    ,		_lowerCamelCase      )
      assert self.row == another.row and self.column == another.column

      # Add
      a					:      int    =       Matrix(self.row    ,		self.column      )
      for r in range(self.row      ):
        for c in range(self.column      ):
          a					:      Dict    =       self[r, c] + another[r, c]
      return result





    def __neg__(							self     : List[str]      ):


      '''simple docstring'''




      a					:      List[str]    =       Matrix(self.row    ,		self.column      )
      for r in range(self.row      ):
        for c in range(self.column      ):
          a					:      str    =       -self[r, c]
      return result





    def __sub__(							self     : Union[str, Any]    ,		A     : Matrix      ):


      '''simple docstring'''




      return self + (-another)





    def __mul__(							self     : str    ,		A     : int | float | Matrix      ):


      '''simple docstring'''




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





    def     lowerCamelCase__				(							self     : Dict      ):


      '''simple docstring'''




      a					:      Optional[Any]    =       Matrix(self.column    ,		self.row      )
      for r in range(self.row      ):
        for c in range(self.column      ):
          a					:      Union[str, Any]    =       self[r, c]
      return result





    def     lowerCamelCase__				(							self     : str    ,		A     : Matrix    ,		A     : Matrix      ):


      '''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
      a					:      Tuple    =       v.transpose()
      a					:      Dict    =       (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       snake_case  ():







     '''simple docstring'''

     a					:      Union[str, Any]    =       Matrix(3     ,      3     ,      0				)
     for i in range(3				):
       a					:      Optional[Any]    =       1
     print(f'''a^(-1) is {ainv}'''				)
     # u, v
     a					:      str    =       Matrix(3     ,      1     ,      0				)
     a					:      int    =       1, 2, -3
     a					:      str    =       Matrix(3     ,      1     ,      0				)
     a					:      Optional[Any]    =       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(lowerCamelCase__     ,      lowerCamelCase__				)}'''				)




   def       snake_case  ():







     '''simple docstring'''

     import doctest

     doctest.testmod()






   testa()












"""simple docstring"""


import logging
from dataclasses import dataclass, field
from pathlib import Path
from typing import Optional, Union

from .generation.configuration_utils import GenerationConfig
from .training_args import TrainingArguments
from .utils import add_start_docstrings


_UpperCamelCase    :   Dict   			=						logging.getLogger(__name__)






@dataclass
@add_start_docstrings(TrainingArguments.__doc__	)
class 						snake_case  (  UpperCAmelCase	):
    __magic_name__   					=					field(default=UpperCAmelCase       ,			metadata={'''help''': '''Whether to use SortishSampler or not.'''}	)
    __magic_name__   					=					field(
        default=UpperCAmelCase       ,			metadata={'''help''': '''Whether to use generate to calculate generative metrics (ROUGE, BLEU).'''}	)
    __magic_name__   					=					field(
        default=UpperCAmelCase       ,			metadata={
            '''help''': (
                '''The `max_length` to use on each evaluation loop when `predict_with_generate=True`. Will default '''
                '''to the `max_length` value of the model configuration.'''
            )
        }       ,			)
    __magic_name__   					=					field(
        default=UpperCAmelCase       ,			metadata={
            '''help''': (
                '''The `num_beams` to use on each evaluation loop when `predict_with_generate=True`. Will default '''
                '''to the `num_beams` value of the model configuration.'''
            )
        }       ,			)
    __magic_name__   					=					field(
        default=UpperCAmelCase       ,			metadata={
            '''help''': '''Model id, file path or url pointing to a GenerationConfig json file, to use during prediction.'''
        }       ,			)





    def     lowerCamelCase__				(							self     : Optional[int]      ):


      '''simple docstring'''




      a					:      List[Any]    =       super().to_dict()
      for k, v in d.items():
        if isinstance(A    ,		A      ):
          a					:      str    =       v.to_dict()
      return d




