


"""simple docstring"""



import doctest
import logging
import os
import unittest
from pathlib import Path
from typing import List, Union

import transformers
from transformers.testing_utils import require_tf, require_torch, slow


UpperCAmelCase      		=			logging.getLogger()
@unittest.skip("Temporarily disable the doc tests."     )
@require_torch
@require_tf
@slow
class 					__magic_name__		(			unittest.TestCase     ):






							def  __snake_case						(   self  :    List[str]  ,     snake_case__  :    Path  ,     snake_case__  :    Union[str, None] = None  ,     snake_case__  :    Union[List[str], None] = None  ,     snake_case__  :    Union[str, List[str], None] = None  ,     snake_case__  :    bool = True  ,     ):

														'''simple docstring'''






														lowercase		:Optional[Any]       							=				[file for file in os.listdir(snake_case__				) if os.path.isfile(os.path.join(snake_case__  ,     snake_case__				)				)]

														if identifier is not None:
																					lowercase		:Dict       							=				[file for file in files if identifier in file]

														if n_identifier is not None:
																					if isinstance(snake_case__  ,     snake_case__				):
																												for n_ in n_identifier:
																																			lowercase		:Tuple       							=				[file for file in files if n_ not in file]
																					else:
																												lowercase		:Optional[Any]       							=				[file for file in files if n_identifier not in file]

														lowercase		:int       							=				ignore_files or []
														ignore_files.append('''__init__.py'''				)
														lowercase		:Dict       							=				[file for file in files if file not in ignore_files]

														for file in files:
																					# Open all files
																					print('''Testing'''  ,     snake_case__				)

																					if only_modules:
																												lowercase		:Optional[int]       							=				file.split('''.'''				)[0]
																												try:
																																			lowercase		:str       							=				getattr(snake_case__  ,     snake_case__				)
																																			lowercase		:Dict       							=				doctest.DocTestSuite(snake_case__				)
																																			lowercase		:Dict       							=				unittest.TextTestRunner().run(snake_case__				)
																																			self.assertIs(len(result.failures				)  ,     0				)
																												except AttributeError:
																																			logger.info(f"""{module_identifier} is not a module."""				)
																					else:
																												lowercase		:List[str]       							=				doctest.testfile(str('''..''' / directory / file				)  ,     optionflags=doctest.ELLIPSIS				)
																												self.assertIs(result.failed  ,     0				)






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

														'''simple docstring'''






														lowercase		:List[Any]       							=				Path('''src/transformers'''				)
														lowercase		:List[Any]       							=				"modeling"
														lowercase		:Tuple       							=				[
														    "modeling_ctrl.py",
														    "modeling_tf_ctrl.py",
														]
														self.analyze_directory(snake_case__  ,     identifier=snake_case__  ,     ignore_files=snake_case__				)






							def  __snake_case						(   self  :    Any				):

														'''simple docstring'''






														lowercase		:List[Any]       							=				Path('''src/transformers'''				)
														lowercase		:List[Any]       							=				"tokenization"
														self.analyze_directory(snake_case__  ,     identifier=snake_case__				)






							def  __snake_case						(   self  :    Any				):

														'''simple docstring'''






														lowercase		:Optional[int]       							=				Path('''src/transformers'''				)
														lowercase		:Union[str, Any]       							=				"configuration"
														self.analyze_directory(snake_case__  ,     identifier=snake_case__				)






							def  __snake_case						(   self  :    str				):

														'''simple docstring'''






														lowercase		:Optional[Any]       							=				Path('''src/transformers'''				)
														lowercase		:Optional[int]       							=				["configuration", "modeling", "tokenization"]
														self.analyze_directory(snake_case__  ,     n_identifier=snake_case__				)







							def  __snake_case						(   self  :    Optional[int]				):

														'''simple docstring'''






														lowercase		:Any       							=				Path('''docs/source'''				)
														lowercase		:List[str]       							=				["favicon.ico"]
														self.analyze_directory(snake_case__  ,     ignore_files=snake_case__  ,     only_modules=snake_case__				)





"""simple docstring"""



from __future__ import annotations

from decimal import Decimal

from numpy import array






def       lowerCamelCase					(a_						:list[list[float]])     ->							list[list[float]]:
       lowercase		:List[str]       							=				Decimal

       # Check if the provided matrix has 2 rows and 2 columns
       # since this implementation only works for 2x2 matrices
       if len(a_) == 2 and len(matrix[0]) == 2 and len(matrix[1]) == 2:
              # Calculate the determinant of the matrix
              lowercase		:List[str]       							=				float(
                  d(matrix[0][0]) * d(matrix[1][1]) - d(matrix[1][0]) * d(matrix[0][1]))
              if determinant == 0:
                     raise ValueError('''This matrix has no inverse.''')

              # Creates a copy of the matrix with swapped positions of the elements
              lowercase		:Optional[Any]       							=				[[0.0, 0.0], [0.0, 0.0]]
              lowercase							,  lowercase		:List[Any]       							=				matrix[1][1], matrix[0][0]
              lowercase							,  lowercase		:Union[str, Any]       							=				-matrix[1][0], -matrix[0][1]

              # Calculate the inverse of the matrix
              return [
                  [(float(d(a_)) / determinant) or 0.0 for n in row] for row in swapped_matrix
              ]
       elif (
           len(a_) == 3
           and len(matrix[0]) == 3
           and len(matrix[1]) == 3
           and len(matrix[2]) == 3
       ):
              # Calculate the determinant of the matrix using Sarrus rule
              lowercase		:Any       							=				float(
                  (
                      (d(matrix[0][0]) * d(matrix[1][1]) * d(matrix[2][2]))
                      + (d(matrix[0][1]) * d(matrix[1][2]) * d(matrix[2][0]))
                      + (d(matrix[0][2]) * d(matrix[1][0]) * d(matrix[2][1]))
                  )
                  - (
                      (d(matrix[0][2]) * d(matrix[1][1]) * d(matrix[2][0]))
                      + (d(matrix[0][1]) * d(matrix[1][0]) * d(matrix[2][2]))
                      + (d(matrix[0][0]) * d(matrix[1][2]) * d(matrix[2][1]))
                  ))
              if determinant == 0:
                     raise ValueError('''This matrix has no inverse.''')

              # Creating cofactor matrix
              lowercase		:Optional[Any]       							=				[
                  [d(0.0), d(0.0), d(0.0)],
                  [d(0.0), d(0.0), d(0.0)],
                  [d(0.0), d(0.0), d(0.0)],
              ]
              lowercase		:Optional[int]       							=				(d(matrix[1][1]) * d(matrix[2][2])) - (
                  d(matrix[1][2]) * d(matrix[2][1])
              )
              lowercase		:str       							=				-(
                  (d(matrix[1][0]) * d(matrix[2][2])) - (d(matrix[1][2]) * d(matrix[2][0]))
              )
              lowercase		:Union[str, Any]       							=				(d(matrix[1][0]) * d(matrix[2][1])) - (
                  d(matrix[1][1]) * d(matrix[2][0])
              )
              lowercase		:Union[str, Any]       							=				-(
                  (d(matrix[0][1]) * d(matrix[2][2])) - (d(matrix[0][2]) * d(matrix[2][1]))
              )
              lowercase		:Union[str, Any]       							=				(d(matrix[0][0]) * d(matrix[2][2])) - (
                  d(matrix[0][2]) * d(matrix[2][0])
              )
              lowercase		:List[str]       							=				-(
                  (d(matrix[0][0]) * d(matrix[2][1])) - (d(matrix[0][1]) * d(matrix[2][0]))
              )
              lowercase		:Union[str, Any]       							=				(d(matrix[0][1]) * d(matrix[1][2])) - (
                  d(matrix[0][2]) * d(matrix[1][1])
              )
              lowercase		:Union[str, Any]       							=				-(
                  (d(matrix[0][0]) * d(matrix[1][2])) - (d(matrix[0][2]) * d(matrix[1][0]))
              )
              lowercase		:Any       							=				(d(matrix[0][0]) * d(matrix[1][1])) - (
                  d(matrix[0][1]) * d(matrix[1][0])
              )

              # Transpose the cofactor matrix (Adjoint matrix)
              lowercase		:Union[str, Any]       							=				array(a_)
              for i in range(3):
                     for j in range(3):
                            lowercase		:Any       							=				cofactor_matrix[j][i]

        # Inverse of the matrix using the formula (1/determinant) * adjoint matrix
              lowercase		:str       							=				array(a_)
              for i in range(3):
                     for j in range(3):
                            inverse_matrix[i][j] /= d(a_)

        # Calculate the inverse of the matrix
              return [[float(d(a_)) or 0.0 for n in row] for row in inverse_matrix]
       raise ValueError('''Please provide a matrix of size 2x2 or 3x3.''')

