

"""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					):

  def __init__(  self		:			Union[str, Any]					,A		:			Optional[int]					,A		:			Optional[Any]=None					,A		:			int=True					,A		:			str=None					,**A		:			List[Any]    ):






   '''simple docstring'''
   UpperCAmelCase__					:  Any					   =					parent
   UpperCAmelCase__					:  str					   =					config_class
   UpperCAmelCase__					:  List[Any]					   =					has_text_modality
   UpperCAmelCase__					:  List[str]					   =					kwargs
   UpperCAmelCase__					:  Any					   =					common_properties

  def    __lowercase       (  self		:			Union[str, Any]    ):






   '''simple docstring'''
   UpperCAmelCase__					:  Tuple					   =					self.config_class(**self.inputs_dict    )
   UpperCAmelCase__					:  Dict					   =					(
       ['''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(lowerCamelCase__					,lowerCamelCase__    )					,msg=f"`{prop}` does not exist"    )

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

  def    __lowercase       (  self		:			Optional[int]    ):






   '''simple docstring'''
   UpperCAmelCase__					:  int					   =					self.config_class(**self.inputs_dict    )
   UpperCAmelCase__					:  Optional[Any]					   =					json.loads(config.to_json_string()    )
   for key, value in self.inputs_dict.items():
    self.parent.assertEqual(obj[key]					,lowerCamelCase__    )

  def    __lowercase       (  self		:			Optional[int]    ):






   '''simple docstring'''
   UpperCAmelCase__					:  List[str]					   =					self.config_class(**self.inputs_dict    )

   with tempfile.TemporaryDirectory() as tmpdirname:
    UpperCAmelCase__					:  Optional[int]					   =					os.path.join(lowerCamelCase__					,"""config.json"""    )
    config_first.to_json_file(lowerCamelCase__    )
    UpperCAmelCase__					:  int					   =					self.config_class.from_json_file(lowerCamelCase__    )

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

  def    __lowercase       (  self		:			Any    ):






   '''simple docstring'''
   UpperCAmelCase__					:  Any					   =					self.config_class(**self.inputs_dict    )

   with tempfile.TemporaryDirectory() as tmpdirname:
    config_first.save_pretrained(lowerCamelCase__    )
    UpperCAmelCase__					:  Union[str, Any]					   =					self.config_class.from_pretrained(lowerCamelCase__    )

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

  def    __lowercase       (  self		:			List[str]    ):






   '''simple docstring'''
   UpperCAmelCase__					:  Optional[int]					   =					self.config_class(**self.inputs_dict    )

   UpperCAmelCase__					:  List[Any]					   =					'''test'''
   with tempfile.TemporaryDirectory() as tmpdirname:
    UpperCAmelCase__					:  Optional[Any]					   =					os.path.join(lowerCamelCase__					,lowerCamelCase__    )
    config_first.save_pretrained(lowerCamelCase__    )
    UpperCAmelCase__					:  Optional[int]					   =					self.config_class.from_pretrained(lowerCamelCase__					,subfolder=lowerCamelCase__    )

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

  def    __lowercase       (  self		:			str    ):






   '''simple docstring'''
   UpperCAmelCase__					:  Optional[Any]					   =					self.config_class(**self.inputs_dict					,num_labels=5    )
   self.parent.assertEqual(len(config.idalabel    )					,5    )
   self.parent.assertEqual(len(config.labelaid    )					,5    )

   UpperCAmelCase__					:  List[Any]					   =					3
   self.parent.assertEqual(len(config.idalabel    )					,3    )
   self.parent.assertEqual(len(config.labelaid    )					,3    )

  def    __lowercase       (  self		:			str    ):






   '''simple docstring'''






   if self.config_class.is_composition:
    return
   UpperCAmelCase__					:  List[Any]					   =					self.config_class()
   self.parent.assertIsNotNone(lowerCamelCase__    )

  def    __lowercase       (  self		:			Tuple    ):






   '''simple docstring'''
   UpperCAmelCase__					:  str					   =					copy.deepcopy(lowerCamelCase__    )
   UpperCAmelCase__					:  List[Any]					   =					self.config_class(**lowerCamelCase__    )
   UpperCAmelCase__					:  Optional[Any]					   =					[]
   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(lowerCamelCase__					,lowerCamelCase__    ) != value:
     wrong_values.append((key, getattr(lowerCamelCase__					,lowerCamelCase__    ), value)    )

   if len(lowerCamelCase__    ) > 0:
    UpperCAmelCase__					:  List[str]					   =					'''\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    __lowercase       (  self		:			Any    ):






   '''simple docstring'''
   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			:

  def __init__(  self		:			Optional[int]					,A		:			int					,A		:			int					,A		:			float = 0    ):






   '''simple docstring'''
   UpperCAmelCase__   ,      UpperCAmelCase__					:  str					   =					row, column
   UpperCAmelCase__					:  int					   =					[[default_value for c in range(A    )] for r in range(A    )]

  def __str__(  self		:			Union[str, Any]    ):






   '''simple docstring'''
   UpperCAmelCase__					:  Union[str, Any]					   =					f"Matrix consist of {self.row} rows and {self.column} columns\n"

   # Make string identifier
   UpperCAmelCase__					:  Optional[Any]					   =					0
   for row_vector in self.array:
    for obj in row_vector:
     UpperCAmelCase__					:  Optional[int]					   =					max(A					,len(str(A    )    )    )
   UpperCAmelCase__					:  int					   =					f"%{max_element_length}s"

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

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

  def __repr__(  self		:			Dict    ):






   '''simple docstring'''
   return str(self    )

  def    __lowercase       (  self		:			int					,A		:			tuple[int, int]    ):






   '''simple docstring'''
   if not (isinstance(A					,(list, tuple)    ) and len(A    ) == 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[int]					,A		:			tuple[int, int]    ):






   '''simple docstring'''
   assert self.validate_indicies(A    )
   return self.array[loc[0]][loc[1]]

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






   '''simple docstring'''
   assert self.validate_indicies(A    )
   UpperCAmelCase__					:  str					   =					value

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






   '''simple docstring'''
   assert isinstance(A					,A    )
   assert self.row == another.row and self.column == another.column

   # Add
   UpperCAmelCase__					:  Optional[int]					   =					Matrix(self.row					,self.column    )
   for r in range(self.row    ):
    for c in range(self.column    ):
     UpperCAmelCase__					:  Union[str, Any]					   =					self[r, c] + another[r, c]
   return result

  def __neg__(  self		:			Union[str, Any]    ):






   '''simple docstring'''
   UpperCAmelCase__					:  Tuple					   =					Matrix(self.row					,self.column    )
   for r in range(self.row    ):
    for c in range(self.column    ):
     UpperCAmelCase__					:  int					   =					-self[r, c]
   return result

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






   '''simple docstring'''
   return self + (-another)

  def __mul__(  self		:			Union[str, Any]					,A		:			int | float | Matrix    ):






   '''simple docstring'''

   if isinstance(A					,(int, float)    ):  # Scalar multiplication
    UpperCAmelCase__					:  Dict					   =					Matrix(self.row					,self.column    )
    for r in range(self.row    ):
     for c in range(self.column    ):
      UpperCAmelCase__					:  Any					   =					self[r, c] * another
    return result
   elif isinstance(A					,A    ):  # Matrix multiplication
    assert self.column == another.row
    UpperCAmelCase__					:  Optional[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:
    UpperCAmelCase__					:  Union[str, Any]					   =					f"Unsupported type given for another ({type(A    )})"
    raise TypeError(A    )

  def    __lowercase       (  self		:			str    ):






   '''simple docstring'''
   UpperCAmelCase__					:  List[Any]					   =					Matrix(self.column					,self.row    )
   for r in range(self.row    ):
    for c in range(self.column    ):
     UpperCAmelCase__					:  Optional[int]					   =					self[r, c]
   return result




  def    __lowercase       (  self		:			Any					,A		:			Matrix					,A		:			Matrix    ):






   '''simple docstring'''
   assert isinstance(A					,A    ) and isinstance(A					,A    )
   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
   UpperCAmelCase__					:  Optional[Any]					   =					v.transpose()
   UpperCAmelCase__					:  Union[str, Any]					   =					(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   lowerCAmelCase						(					):
       '''simple docstring'''





       UpperCAmelCase__					:  List[str]					   =					Matrix(3							,    3							,    0      )
       for i in range(3      ):
        UpperCAmelCase__					:  List[str]					   =					1
       print(F"a^(-1) is {ainv}"      )
       # u, v
       UpperCAmelCase__					:  List[Any]					   =					Matrix(3							,    1							,    0      )
       UpperCAmelCase__   ,      UpperCAmelCase__   ,      UpperCAmelCase__					:  Optional[int]					   =					1, 2, -3
       UpperCAmelCase__					:  List[str]					   =					Matrix(3							,    1							,    0      )
       UpperCAmelCase__   ,      UpperCAmelCase__   ,      UpperCAmelCase__					:  Tuple					   =					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(__UpperCamelCase							,    __UpperCamelCase      )}"      )
      def   lowerCAmelCase						(					):
       '''simple docstring'''





       import doctest

       doctest.testmod()




      testa()





