




'''simple docstring'''





import argparse
import os
import re

import packaging.version


_SCREAMING_SNAKE_CASE							:       Any						=			"examples/"
_SCREAMING_SNAKE_CASE							:       Any						=			{
    "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							:       Tuple						=			{
    "init": "src/transformers/__init__.py",
    "setup": "setup.py",
}
_SCREAMING_SNAKE_CASE							:       Optional[int]						=			"README.md"


def 					UpperCamelCase_(     snake_case							:	Dict							,    snake_case							:	Optional[Any]							,    snake_case							:	Any					):

							'''simple docstring'''






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


def 					UpperCamelCase_(     snake_case							:	int					):

							'''simple docstring'''






							for folder, directories, fnames in os.walk(snake_case					):
														# 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(snake_case							,    snake_case					)							,    snake_case							,    pattern="examples"					)


def 					UpperCamelCase_(     snake_case							:	Optional[Any]							,    snake_case							:	Optional[Any]=False					):

							'''simple docstring'''






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


def 					UpperCamelCase_(     ):

							'''simple docstring'''






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

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

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

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


def 					UpperCamelCase_(     ):

							'''simple docstring'''






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


def 					UpperCamelCase_(     snake_case							:	Optional[int]=False					):

							'''simple docstring'''






							snake_case_      =				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:
														snake_case_      =				default_version.base_version
							elif patch:
														snake_case_      =				f'{default_version.major}.{default_version.minor}.{default_version.micro + 1}'
							else:
														snake_case_      =				f'{default_version.major}.{default_version.minor + 1}.0'

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

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


def 					UpperCamelCase_(     ):

							'''simple docstring'''






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

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

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


if __name__ == "__main__":
		_SCREAMING_SNAKE_CASE							:       Dict						=			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							:       List[Any]						=			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

import numpy as np


def 					UpperCamelCase_(     snake_case							:	np.ndarray					):

							'''simple docstring'''






							snake_case_ ,				snake_case_      =				np.shape(snake_case					)
							if rows != columns:
														snake_case_      =				(
														    "'table' has to be of square shaped array but got a "
														    f'{rows}x{columns} array:\n{table}'
														)
														raise ValueError(snake_case					)

							snake_case_      =				np.zeros((rows, columns)					)
							snake_case_      =				np.zeros((rows, columns)					)
							for i in range(snake_case					):
														for j in range(snake_case					):
																					snake_case_      =				sum(lower[i][k] * upper[k][j] for k in range(snake_case					)					)
																					if upper[j][j] == 0:
																												raise ArithmeticError("No LU decomposition exists"					)
																					snake_case_      =				(table[i][j] - total) / upper[j][j]
														snake_case_      =				1
														for j in range(snake_case							,    snake_case					):
																					snake_case_      =				sum(lower[i][k] * upper[k][j] for k in range(snake_case					)					)
																					snake_case_      =				table[i][j] - total
							return lower, upper


if __name__ == "__main__":
		import doctest

		doctest.testmod()




