






import argparse
import os
import re

import packaging.version


lowerCamelCase : Tuple						   =       '''examples/'''
lowerCamelCase : 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'''),
}
lowerCamelCase : Dict						   =       {
    '''init''': '''src/transformers/__init__.py''',
    '''setup''': '''setup.py''',
}
lowerCamelCase : List[str]						   =       '''README.md'''
def       snake_case_		(     lowerCAmelCase_       :						List[str]       ,       lowerCAmelCase_       :						Dict       ,       lowerCAmelCase_       :						Union[str, Any]      ):
							with open(lowerCAmelCase_       ,       """r"""       ,       encoding="""utf-8"""       ,       newline="""\n"""      ) as f:
														__lowercase      :							Union[str, Any]				=     f.read()
							__lowercase			,			__lowercase      :							Tuple				=     REPLACE_PATTERNS[pattern]
							__lowercase      :							List[str]				=     replace.replace("""VERSION"""       ,       lowerCAmelCase_      )
							__lowercase      :							Any				=     re_pattern.sub(lowerCAmelCase_       ,       lowerCAmelCase_      )
							with open(lowerCAmelCase_       ,       """w"""       ,       encoding="""utf-8"""       ,       newline="""\n"""      ) as f:
														f.write(lowerCAmelCase_      )
def       snake_case_		(     lowerCAmelCase_       :						Dict      ):
							for folder, directories, fnames in os.walk(lowerCAmelCase_      ):
														# 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(lowerCAmelCase_       ,       lowerCAmelCase_      )       ,       lowerCAmelCase_       ,       pattern="""examples"""      )
def       snake_case_		(     lowerCAmelCase_       :						List[Any]       ,       lowerCAmelCase_       :						Dict=False      ):
							for pattern, fname in REPLACE_FILES.items():
														update_version_in_file(lowerCAmelCase_       ,       lowerCAmelCase_       ,       lowerCAmelCase_      )
							if not patch:
														update_version_in_examples(lowerCAmelCase_      )
def       snake_case_		(     ):
							__lowercase      :							Dict				=     """🤗 Transformers currently provides the following architectures"""
							__lowercase      :							Optional[Any]				=     """1. Want to contribute a new model?"""
							with open(lowerCAmelCase_       ,       """r"""       ,       encoding="""utf-8"""       ,       newline="""\n"""      ) as f:
														__lowercase      :							Tuple				=     f.readlines()

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

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

							with open(lowerCAmelCase_       ,       """w"""       ,       encoding="""utf-8"""       ,       newline="""\n"""      ) as f:
														f.writelines(lowerCAmelCase_      )
def       snake_case_		(     ):
							with open(REPLACE_FILES["""init"""]       ,       """r"""      ) as f:
														__lowercase      :							int				=     f.read()
							__lowercase      :							Dict				=     REPLACE_PATTERNS["""init"""][0].search(lowerCAmelCase_      ).groups()[0]
							return packaging.version.parse(lowerCAmelCase_      )
def       snake_case_		(     lowerCAmelCase_       :						Optional[int]=False      ):
							__lowercase      :							Optional[Any]				=     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:
														__lowercase      :							str				=     default_version.base_version
							elif patch:
														__lowercase      :							str				=     F"{default_version.major}.{default_version.minor}.{default_version.micro + 1}"
							else:
														__lowercase      :							Any				=     F"{default_version.major}.{default_version.minor + 1}.0"

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

							print(F"Updating version to {version}."      )
							global_version_update(lowerCAmelCase_       ,       patch=lowerCAmelCase_      )
							if not patch:
														print("""Cleaning main README, don't forget to run `make fix-copies`."""      )
														clean_main_ref_in_model_list()
def       snake_case_		(     ):
							__lowercase      :							Tuple				=     get_version()
							__lowercase      :							Any				=     F"{current_version.major}.{current_version.minor + 1}.0.dev0"
							__lowercase      :							Optional[int]				=     current_version.base_version

							# Check with the user we got that right.
							__lowercase      :							List[str]				=     input(F"Which version are we developing now? [{dev_version}]"      )
							if len(lowerCAmelCase_      ) == 0:
														__lowercase      :							int				=     dev_version

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


if __name__ == "__main__":
	lowerCamelCase : 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.''')
	lowerCamelCase : Optional[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()







from torch import nn

class 		lowerCAmelCase     ( nn.Module			):

					'''simple docstring'''

					def __init__(  self				:	Tuple		,     __a				:	int		,     __a				:	Optional[int]							)			->  Union[str, Any]:


												"""simple docstring"""

												super().__init__()
												__lowercase      :							int				=     class_size
												__lowercase      :							int				=     embed_size
												# self.mlp1 = nn.Linear(embed_size, embed_size)
												# self.mlp2 = (nn.Linear(embed_size, class_size))
												__lowercase      :							str				=     nn.Linear(__a		,     __a							)



					def       lowerCAmelCase				(  self				:	Tuple		,     __a				:	int							)			->  Tuple:


												"""simple docstring"""

												__lowercase      :							str				=     self.mlp(__a							)
												return logits