
import argparse
import os
import re

import packaging.version


SCREAMING_SNAKE_CASE							:int							 =				'examples/'
SCREAMING_SNAKE_CASE							:Dict							 =				{
    'examples': (re.compile(R'^check_min_version\("[^"]+"\)\s*$', re.MULTILINE), 'check_min_version("VERSION")\n'),
    'init': (re.compile(R'^__version__\s+=\s+"([^"]+)"\s*$', re.MULTILINE), '__version__ = "VERSION"\n'),
    'setup': (re.compile(R'^(\s*)version\s*=\s*"[^"]+",', re.MULTILINE), R'\1version="VERSION",'),
    'doc': (re.compile(R'^(\s*)release\s*=\s*"[^"]+"$', re.MULTILINE), 'release = "VERSION"\n'),
}
SCREAMING_SNAKE_CASE							:Optional[Any]							 =				{
    'init': 'src/transformers/__init__.py',
    'setup': 'setup.py',
}
SCREAMING_SNAKE_CASE							:Optional[Any]							 =				'README.md'


def 						UpperCAmelCase			(	a_		,   a_		,   a_						)		->	Optional[Any]:







				"""simple docstring"""



				with open(a_		,   "r"		,   encoding="utf-8"		,   newline="\n"						) as f:
								__A   			= f.read()
				__A			,							__A   			= REPLACE_PATTERNS[pattern]
				__A   			= replace.replace("VERSION"		,   a_						)
				__A   			= re_pattern.sub(a_		,   a_						)
				with open(a_		,   "w"		,   encoding="utf-8"		,   newline="\n"						) as f:
								f.write(a_						)


def 						UpperCAmelCase			(	a_						)		->	Optional[Any]:







				"""simple docstring"""



				for folder, directories, fnames in os.walk(a_						):
								# Removing some of the folders with non-actively maintained examples from the walk
								if "research_projects" in directories:
												directories.remove("research_projects"						)
								if "legacy" in directories:
												directories.remove("legacy"						)
								for fname in fnames:
												if fname.endswith(".py"						):
																update_version_in_file(os.path.join(a_		,   a_						)		,   a_		,   pattern="examples"						)


def 						UpperCAmelCase			(	a_		,   a_=False						)		->	Any:







				"""simple docstring"""



				for pattern, fname in REPLACE_FILES.items():
								update_version_in_file(a_		,   a_		,   a_						)
				if not patch:
								update_version_in_examples(a_						)


def 						UpperCAmelCase			(	)		->	List[Any]:







				"""simple docstring"""



				__A   			= "🤗 Transformers currently provides the following architectures"
				__A   			= "1. Want to contribute a new model?"
				with open(a_		,   "r"		,   encoding="utf-8"		,   newline="\n"						) as f:
								__A   			= f.readlines()

				# Find the start of the list.
				__A   			= 0
				while not lines[start_index].startswith(_start_prompt						):
								start_index += 1
				start_index += 1

				__A   			= start_index
				# Update the lines in the model list.
				while not lines[index].startswith(_end_prompt						):
								if lines[index].startswith("1."						):
												__A   			= lines[index].replace(
												    "https://huggingface.co/docs/transformers/main/model_doc"		,   "https://huggingface.co/docs/transformers/model_doc"		,   )
								index += 1

				with open(a_		,   "w"		,   encoding="utf-8"		,   newline="\n"						) as f:
								f.writelines(a_						)


def 						UpperCAmelCase			(	)		->	Dict:







				"""simple docstring"""



				with open(REPLACE_FILES["init"]		,   "r"						) as f:
								__A   			= f.read()
				__A   			= REPLACE_PATTERNS["init"][0].search(a_						).groups()[0]
				return packaging.version.parse(a_						)


def 						UpperCAmelCase			(	a_=False						)		->	Dict:







				"""simple docstring"""



				__A   			= get_version()
				if patch and default_version.is_devrelease:
								raise ValueError("Can't create a patch version from the dev branch, checkout a released version!"						)
				if default_version.is_devrelease:
								__A   			= default_version.base_version
				elif patch:
								__A   			= F'''{default_version.major}.{default_version.minor}.{default_version.micro + 1}'''
				else:
								__A   			= F'''{default_version.major}.{default_version.minor + 1}.0'''

				# Now let's ask nicely if that's the right one.
				__A   			= input(F'''Which version are you releasing? [{default_version}]'''						)
				if len(a_						) == 0:
								__A   			= default_version

				print(F'''Updating version to {version}.'''						)
				global_version_update(a_		,   patch=a_						)
				if not patch:
								print("Cleaning main README, don't forget to run `make fix-copies`."						)
								clean_main_ref_in_model_list()


def 						UpperCAmelCase			(	)		->	List[Any]:







				"""simple docstring"""



				__A   			= get_version()
				__A   			= F'''{current_version.major}.{current_version.minor + 1}.0.dev0'''
				__A   			= current_version.base_version

				# Check with the user we got that right.
				__A   			= input(F'''Which version are we developing now? [{dev_version}]'''						)
				if len(a_						) == 0:
								__A   			= dev_version

				print(F'''Updating version to {version}.'''						)
				global_version_update(a_						)
				print("Cleaning main README, don't forget to run `make fix-copies`."						)
				clean_main_ref_in_model_list()


if __name__ == "__main__":
					SCREAMING_SNAKE_CASE							:str							 =				argparse.ArgumentParser()
					parser.add_argument('--post_release', action='store_true', help='Whether this is pre or post release.')
					parser.add_argument('--patch', action='store_true', help='Whether or not this is a patch release.')
					SCREAMING_SNAKE_CASE							:Dict							 =				parser.parse_args()
					if not args.post_release:
										pre_release_work(patch=args.patch)
					elif args.patch:
										print('Nothing to do after a patch :-)')
					else:
										post_release_work()



'''simple docstring'''






from __future__ import annotations

from decimal import Decimal

from numpy import array


def 		_A     (    A__      ):






 """simple docstring"""



 __lowercase							  = 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							  = 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							  = [[0.0, 0.0], [0.0, 0.0]]
  __lowercase  ,	__lowercase							  = matrix[1][1], matrix[0][0]
  __lowercase  ,	__lowercase							  = -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							  = 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							  = [
      [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							  = (d(matrix[1][1]      ) * d(matrix[2][2]      )) - (
      d(matrix[1][2]      ) * d(matrix[2][1]      )
  )
  __lowercase							  = -(
      (d(matrix[1][0]      ) * d(matrix[2][2]      )) - (d(matrix[1][2]      ) * d(matrix[2][0]      ))
  )
  __lowercase							  = (d(matrix[1][0]      ) * d(matrix[2][1]      )) - (
      d(matrix[1][1]      ) * d(matrix[2][0]      )
  )
  __lowercase							  = -(
      (d(matrix[0][1]      ) * d(matrix[2][2]      )) - (d(matrix[0][2]      ) * d(matrix[2][1]      ))
  )
  __lowercase							  = (d(matrix[0][0]      ) * d(matrix[2][2]      )) - (
      d(matrix[0][2]      ) * d(matrix[2][0]      )
  )
  __lowercase							  = -(
      (d(matrix[0][0]      ) * d(matrix[2][1]      )) - (d(matrix[0][1]      ) * d(matrix[2][0]      ))
  )
  __lowercase							  = (d(matrix[0][1]      ) * d(matrix[1][2]      )) - (
      d(matrix[0][2]      ) * d(matrix[1][1]      )
  )
  __lowercase							  = -(
      (d(matrix[0][0]      ) * d(matrix[1][2]      )) - (d(matrix[0][2]      ) * d(matrix[1][0]      ))
  )
  __lowercase							  = (d(matrix[0][0]      ) * d(matrix[1][1]      )) - (
      d(matrix[0][1]      ) * d(matrix[1][0]      )
  )

  # Transpose the cofactor matrix (Adjoint matrix)
  __lowercase							  = array(A__      )
  for i in range(3      ):
   for j in range(3      ):
    __lowercase							  = cofactor_matrix[j][i]

        # Inverse of the matrix using the formula (1/determinant) * adjoint matrix
  __lowercase							  = 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.'''      )

