

'''simple docstring'''






import copy
import json
import os
import tempfile

from transformers import is_torch_available

from .test_configuration_utils import config_common_kwargs






class     lowercase_			(lowerCamelCase__   ):




  """simple docstring"""




  def __init__(   self     :  Optional[Any]      ,lowercase__     :  int      ,lowercase__     :  List[str]=None      ,lowercase__     :  Any=True      ,lowercase__     :  Union[str, Any]=None      ,**lowercase__     :  Dict    ):
   __lowercase													=				parent
   __lowercase													=				config_class
   __lowercase													=				has_text_modality
   __lowercase													=				kwargs
   __lowercase													=				common_properties






  def       SCREAMING_SNAKE_CASE   (   self     :  Any    ):
   __lowercase													=				self.config_class(**self.inputs_dict    )
   __lowercase													=				(
       ['''hidden_size''', '''num_attention_heads''', '''num_hidden_layers''']
       if self.common_properties is None
       else self.common_properties
   )

   # Add common fields for text models
   if self.has_text_modality:
    common_properties.extend(['''vocab_size''']    )

   # Test that config has the common properties as getters
   for prop in common_properties:
    self.parent.assertTrue(hasattr(lowercase__      ,lowercase__    )      ,msg=F"`{prop}` does not exist"    )

   # Test that config has the common properties as setter
   for idx, name in enumerate(lowercase__    ):
    try:
     setattr(lowercase__      ,lowercase__      ,lowercase__    )
     self.parent.assertEqual(
         getattr(lowercase__      ,lowercase__    )      ,lowercase__      ,msg=F"`{name} value {idx} expected, but was {getattr(lowercase__      ,lowercase__    )}"    )
    except NotImplementedError:
     # Some models might not be able to implement setters for common_properties
     # In that case, a NotImplementedError is raised
     pass

        # Test if config class can be called with Config(prop_name=..)
   for idx, name in enumerate(lowercase__    ):
    try:
     __lowercase													=				self.config_class(**{name: idx}    )
     self.parent.assertEqual(
         getattr(lowercase__      ,lowercase__    )      ,lowercase__      ,msg=F"`{name} value {idx} expected, but was {getattr(lowercase__      ,lowercase__    )}"    )
    except NotImplementedError:
     # Some models might not be able to implement setters for common_properties
     # In that case, a NotImplementedError is raised
     pass






  def       SCREAMING_SNAKE_CASE   (   self     :  str    ):
   __lowercase													=				self.config_class(**self.inputs_dict    )
   __lowercase													=				json.loads(config.to_json_string()    )
   for key, value in self.inputs_dict.items():
    self.parent.assertEqual(obj[key]      ,lowercase__    )






  def       SCREAMING_SNAKE_CASE   (   self     :  int    ):
   __lowercase													=				self.config_class(**self.inputs_dict    )

   with tempfile.TemporaryDirectory() as tmpdirname:
    __lowercase													=				os.path.join(lowercase__      ,'''config.json'''    )
    config_first.to_json_file(lowercase__    )
    __lowercase													=				self.config_class.from_json_file(lowercase__    )

   self.parent.assertEqual(config_second.to_dict()      ,config_first.to_dict()    )






  def       SCREAMING_SNAKE_CASE   (   self     :  Optional[Any]    ):
   __lowercase													=				self.config_class(**self.inputs_dict    )

   with tempfile.TemporaryDirectory() as tmpdirname:
    config_first.save_pretrained(lowercase__    )
    __lowercase													=				self.config_class.from_pretrained(lowercase__    )

   self.parent.assertEqual(config_second.to_dict()      ,config_first.to_dict()    )






  def       SCREAMING_SNAKE_CASE   (   self     :  Any    ):
   __lowercase													=				self.config_class(**self.inputs_dict    )

   __lowercase													=				'''test'''
   with tempfile.TemporaryDirectory() as tmpdirname:
    __lowercase													=				os.path.join(lowercase__      ,lowercase__    )
    config_first.save_pretrained(lowercase__    )
    __lowercase													=				self.config_class.from_pretrained(lowercase__      ,subfolder=lowercase__    )

   self.parent.assertEqual(config_second.to_dict()      ,config_first.to_dict()    )






  def       SCREAMING_SNAKE_CASE   (   self     :  Optional[Any]    ):
   __lowercase													=				self.config_class(**self.inputs_dict      ,num_labels=5    )
   self.parent.assertEqual(len(config.idalabel    )      ,5    )
   self.parent.assertEqual(len(config.labelaid    )      ,5    )

   __lowercase													=				3
   self.parent.assertEqual(len(config.idalabel    )      ,3    )
   self.parent.assertEqual(len(config.labelaid    )      ,3    )






  def       SCREAMING_SNAKE_CASE   (   self     :  Tuple    ):
   if self.config_class.is_composition:
    return
   __lowercase													=				self.config_class()
   self.parent.assertIsNotNone(lowercase__    )






  def       SCREAMING_SNAKE_CASE   (   self     :  Any    ):
   __lowercase													=				copy.deepcopy(lowercase__    )
   __lowercase													=				self.config_class(**lowercase__    )
   __lowercase													=				[]
   for key, value in config_common_kwargs.items():
    if key == "torch_dtype":
     if not is_torch_available():
      continue
     else:
      import torch

      if config.torch_dtype != torch.floataa:
       wrong_values.append(('''torch_dtype''', config.torch_dtype, torch.floataa)    )
    elif getattr(lowercase__      ,lowercase__    ) != value:
     wrong_values.append((key, getattr(lowercase__      ,lowercase__    ), value)    )

   if len(lowercase__    ) > 0:
    __lowercase													=				'''\n'''.join([F"- {v[0]}: got {v[1]} instead of {v[2]}" for v in wrong_values]    )
    raise ValueError(F"The following keys were not properly set in the config:\n{errors}"    )






  def       SCREAMING_SNAKE_CASE   (   self     :  Optional[int]    ):
   self.create_and_test_config_common_properties()
   self.create_and_test_config_to_json_string()
   self.create_and_test_config_to_json_file()
   self.create_and_test_config_from_and_save_pretrained()
   self.create_and_test_config_from_and_save_pretrained_subfolder()
   self.create_and_test_config_with_num_labels()
   self.check_config_can_be_init_without_params()
   self.check_config_arguments_init()




'''simple docstring'''






from __future__ import annotations

from typing import Any






class     lowercase_			:




  """simple docstring"""




  def __init__(   self     :  Any      ,lowercase__     :  int      ,lowercase__     :  int      ,lowercase__     :  float = 0    ):
   __lowercase						,			__lowercase													=				row, column
   __lowercase													=				[[default_value for c in range(lowercase__    )] for r in range(lowercase__    )]






  def __str__(   self     :  List[str]    ):
   __lowercase													=				F"Matrix consist of {self.row} rows and {self.column} columns\n"

   # Make string identifier
   __lowercase													=				0
   for row_vector in self.array:
    for obj in row_vector:
     __lowercase													=				max(lowercase__      ,len(str(lowercase__    )    )    )
   __lowercase													=				F"%{max_element_length}s"

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

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






  def __repr__(   self     :  List[str]    ):
   return str(self    )






  def       SCREAMING_SNAKE_CASE   (   self     :  Any      ,lowercase__     :  tuple[int, int]    ):
   if not (isinstance(lowercase__      ,(list, tuple)    ) and len(lowercase__    ) == 2):
    return False
   elif not (0 <= loc[0] < self.row and 0 <= loc[1] < self.column):
    return False
   else:
    return True






  def __getitem__(   self     :  Tuple      ,lowercase__     :  tuple[int, int]    ):
   assert self.validate_indicies(lowercase__    )
   return self.array[loc[0]][loc[1]]






  def __setitem__(   self     :  Tuple      ,lowercase__     :  tuple[int, int]      ,lowercase__     :  float    ):
   assert self.validate_indicies(lowercase__    )
   __lowercase													=				value






  def __add__(   self     :  List[Any]      ,lowercase__     :  Matrix    ):
   assert isinstance(lowercase__      ,lowercase__    )
   assert self.row == another.row and self.column == another.column

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






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






  def __sub__(   self     :  str      ,lowercase__     :  Matrix    ):
   return self + (-another)






  def __mul__(   self     :  Dict      ,lowercase__     :  int | float | Matrix    ):

   if isinstance(lowercase__      ,(int, float)    ):  # Scalar multiplication
    __lowercase													=				Matrix(self.row      ,self.column    )
    for r in range(self.row    ):
     for c in range(self.column    ):
      __lowercase													=				self[r, c] * another
    return result
   elif isinstance(lowercase__      ,lowercase__    ):  # Matrix multiplication
    assert self.column == another.row
    __lowercase													=				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:
    __lowercase													=				F"Unsupported type given for another ({type(lowercase__    )})"
    raise TypeError(lowercase__    )






  def       SCREAMING_SNAKE_CASE   (   self     :  Any    ):
   __lowercase													=				Matrix(self.column      ,self.row    )
   for r in range(self.row    ):
    for c in range(self.column    ):
     __lowercase													=				self[r, c]
   return result






  def       SCREAMING_SNAKE_CASE   (   self     :  Any      ,lowercase__     :  Matrix      ,lowercase__     :  Matrix    ):
   assert isinstance(lowercase__      ,lowercase__    ) and isinstance(lowercase__      ,lowercase__    )
   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
   __lowercase													=				v.transpose()
   __lowercase													=				(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 	_A  (					):






  """simple docstring"""



  __lowercase													=				Matrix(3  ,       3  ,       0   )
  for i in range(3   ):
   __lowercase													=				1
  print(F"a^(-1) is {ainv}"   )
  # u, v
  __lowercase													=				Matrix(3  ,       1  ,       0   )
  __lowercase						,			__lowercase						,			__lowercase													=				1, 2, -3
  __lowercase													=				Matrix(3  ,       1  ,       0   )
  __lowercase						,			__lowercase						,			__lowercase													=				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(A__  ,       A__   )}"   )


 def 	_A  (					):






  """simple docstring"""



  import doctest

  doctest.testmod()






 testa()

