"""simple docstring"""






import collections
import os
import re
from pathlib import Path


lowerCAmelCase__						:						Union[str, Any]		  =			'src/transformers'


# Matches is_xxx_available()
lowerCAmelCase__						:						Union[str, Any]		  =			re.compile(r'is\_([a-z_]*)_available()')
# Catches a one-line _import_struct = {xxx}
lowerCAmelCase__						:						Optional[Any]		  =			re.compile(r'^_import_structure\s+=\s+\{([^\}]+)\}')
# Catches a line with a key-values pattern: "bla": ["foo", "bar"]
lowerCAmelCase__						:						str		  =			re.compile(r'\s+"\S*":\s+\[([^\]]*)\]')
# Catches a line if not is_foo_available
lowerCAmelCase__						:						Optional[int]		  =			re.compile(r'^\s*if\s+not\s+is\_[a-z_]*\_available\(\)')
# Catches a line _import_struct["bla"].append("foo")
lowerCAmelCase__						:						Tuple		  =			re.compile(r'^\s*_import_structure\["\S*"\]\.append\("(\S*)"\)')
# Catches a line _import_struct["bla"].extend(["foo", "bar"]) or _import_struct["bla"] = ["foo", "bar"]
lowerCAmelCase__						:						int		  =			re.compile(r'^\s*_import_structure\[\S*\](?:\.extend\(|\s*=\s+)\[([^\]]*)\]')
# Catches a line with an object between quotes and a comma:     "MyModel",
lowerCAmelCase__						:						Any		  =			re.compile(r'^\s+"([^"]+)",')
# Catches a line with objects between brackets only:    ["foo", "bar"],
lowerCAmelCase__						:						List[str]		  =			re.compile(r'^\s+\[([^\]]+)\]')
# Catches a line with from foo import bar, bla, boo
lowerCAmelCase__						:						List[str]		  =			re.compile(r'\s+from\s+\S*\s+import\s+([^\(\s].*)\n')
# Catches a line with try:
lowerCAmelCase__						:						Optional[Any]		  =			re.compile(r'^\s*try:')
# Catches a line with else:
lowerCAmelCase__						:						List[str]		  =			re.compile(r'^\s*else:')



def 						a_		(      lowerCamelCase ):






		if _re_test_backend.search(lowerCamelCase ) is None:
				return None
		UpperCAmelCase__    =							[b[0] for b in _re_backend.findall(lowerCamelCase )]
		backends.sort()
		return "_and_".join(lowerCamelCase )



def 						a_		(      lowerCamelCase ):






		with open(lowerCamelCase      ,    'r'      ,    encoding='utf-8'      ,    newline='\n' ) as f:
				UpperCAmelCase__    =							f.readlines()

		UpperCAmelCase__    =							0
		while line_index < len(lowerCamelCase ) and not lines[line_index].startswith('_import_structure = {' ):
				line_index += 1

		# If this is a traditional init, just return.
		if line_index >= len(lowerCamelCase ):
				return None

		# First grab the objects without a specific backend in _import_structure
		UpperCAmelCase__    =							[]
		while not lines[line_index].startswith('if TYPE_CHECKING' ) and find_backend(lines[line_index] ) is None:
				UpperCAmelCase__    =							lines[line_index]
				# If we have everything on a single line, let's deal with it.
				if _re_one_line_import_struct.search(lowerCamelCase ):
						UpperCAmelCase__    =							_re_one_line_import_struct.search(lowerCamelCase ).groups()[0]
						UpperCAmelCase__    =							re.findall(r'\[([^\]]+)\]'      ,    lowerCamelCase )
						for imp in imports:
								objects.extend([obj[1:-1] for obj in imp.split(', ' )] )
						line_index += 1
						continue
				UpperCAmelCase__    =							_re_import_struct_key_value.search(lowerCamelCase )
				if single_line_import_search is not None:
						UpperCAmelCase__    =							[obj[1:-1] for obj in single_line_import_search.groups()[0].split(', ' ) if len(lowerCamelCase ) > 0]
						objects.extend(lowerCamelCase )
				elif line.startswith(' ' * 8 + '"' ):
						objects.append(line[9:-3] )
				line_index += 1

		UpperCAmelCase__    =							{'''none''': objects}
		# Let's continue with backend-specific objects in _import_structure
		while not lines[line_index].startswith('if TYPE_CHECKING' ):
				# If the line is an if not is_backend_available, we grab all objects associated.
				UpperCAmelCase__    =							find_backend(lines[line_index] )
				# Check if the backend declaration is inside a try block:
				if _re_try.search(lines[line_index - 1] ) is None:
						UpperCAmelCase__    =							None

				if backend is not None:
						line_index += 1

						# Scroll until we hit the else block of try-except-else
						while _re_else.search(lines[line_index] ) is None:
								line_index += 1

						line_index += 1

						UpperCAmelCase__    =							[]
						# Until we unindent, add backend objects to the list
						while len(lines[line_index] ) <= 1 or lines[line_index].startswith(' ' * 4 ):
								UpperCAmelCase__    =							lines[line_index]
								if _re_import_struct_add_one.search(lowerCamelCase ) is not None:
										objects.append(_re_import_struct_add_one.search(lowerCamelCase ).groups()[0] )
								elif _re_import_struct_add_many.search(lowerCamelCase ) is not None:
										UpperCAmelCase__    =							_re_import_struct_add_many.search(lowerCamelCase ).groups()[0].split(', ' )
										UpperCAmelCase__    =							[obj[1:-1] for obj in imports if len(lowerCamelCase ) > 0]
										objects.extend(lowerCamelCase )
								elif _re_between_brackets.search(lowerCamelCase ) is not None:
										UpperCAmelCase__    =							_re_between_brackets.search(lowerCamelCase ).groups()[0].split(', ' )
										UpperCAmelCase__    =							[obj[1:-1] for obj in imports if len(lowerCamelCase ) > 0]
										objects.extend(lowerCamelCase )
								elif _re_quote_object.search(lowerCamelCase ) is not None:
										objects.append(_re_quote_object.search(lowerCamelCase ).groups()[0] )
								elif line.startswith(' ' * 8 + '"' ):
										objects.append(line[9:-3] )
								elif line.startswith(' ' * 1_2 + '"' ):
										objects.append(line[1_3:-3] )
								line_index += 1

						UpperCAmelCase__    =							objects
				else:
						line_index += 1

    # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
		UpperCAmelCase__    =							[]
		while (
		    line_index < len(lowerCamelCase )
		    and find_backend(lines[line_index] ) is None
		    and not lines[line_index].startswith('else' )
		):
				UpperCAmelCase__    =							lines[line_index]
				UpperCAmelCase__    =							_re_import.search(lowerCamelCase )
				if single_line_import_search is not None:
						objects.extend(single_line_import_search.groups()[0].split(', ' ) )
				elif line.startswith(' ' * 8 ):
						objects.append(line[8:-2] )
				line_index += 1

		UpperCAmelCase__    =							{'''none''': objects}
		# Let's continue with backend-specific objects
		while line_index < len(lowerCamelCase ):
				# If the line is an if is_backend_available, we grab all objects associated.
				UpperCAmelCase__    =							find_backend(lines[line_index] )
				# Check if the backend declaration is inside a try block:
				if _re_try.search(lines[line_index - 1] ) is None:
						UpperCAmelCase__    =							None

				if backend is not None:
						line_index += 1

						# Scroll until we hit the else block of try-except-else
						while _re_else.search(lines[line_index] ) is None:
								line_index += 1

						line_index += 1

						UpperCAmelCase__    =							[]
						# Until we unindent, add backend objects to the list
						while len(lines[line_index] ) <= 1 or lines[line_index].startswith(' ' * 8 ):
								UpperCAmelCase__    =							lines[line_index]
								UpperCAmelCase__    =							_re_import.search(lowerCamelCase )
								if single_line_import_search is not None:
										objects.extend(single_line_import_search.groups()[0].split(', ' ) )
								elif line.startswith(' ' * 1_2 ):
										objects.append(line[1_2:-2] )
								line_index += 1

						UpperCAmelCase__    =							objects
				else:
						line_index += 1

		return import_dict_objects, type_hint_objects



def 						a_		(      lowerCamelCase      ,    lowerCamelCase ):






		def find_duplicates(lowerCamelCase ):
				return [k for k, v in collections.Counter(lowerCamelCase ).items() if v > 1]

		if list(import_dict_objects.keys() ) != list(type_hint_objects.keys() ):
				return ["Both sides of the init do not have the same backends!"]

		UpperCAmelCase__    =							[]
		for key in import_dict_objects.keys():
				UpperCAmelCase__    =							find_duplicates(import_dict_objects[key] )
				if duplicate_imports:
						errors.append(f'''Duplicate _import_structure definitions for: {duplicate_imports}''' )
				UpperCAmelCase__    =							find_duplicates(type_hint_objects[key] )
				if duplicate_type_hints:
						errors.append(f'''Duplicate TYPE_CHECKING objects for: {duplicate_type_hints}''' )

				if sorted(set(import_dict_objects[key] ) ) != sorted(set(type_hint_objects[key] ) ):
						UpperCAmelCase__    =							'''base imports''' if key == '''none''' else f'''{key} backend'''
						errors.append(f'''Differences for {name}:''' )
						for a in type_hint_objects[key]:
								if a not in import_dict_objects[key]:
										errors.append(f'''  {a} in TYPE_HINT but not in _import_structure.''' )
						for a in import_dict_objects[key]:
								if a not in type_hint_objects[key]:
										errors.append(f'''  {a} in _import_structure but not in TYPE_HINT.''' )
		return errors



def 						a_		(      ):
		UpperCAmelCase__    =							[]
		for root, _, files in os.walk(lowerCamelCase ):
				if "__init__.py" in files:
						UpperCAmelCase__    =							os.path.join(lowerCamelCase      ,    '__init__.py' )
						UpperCAmelCase__    =							parse_init(lowerCamelCase )
						if objects is not None:
								UpperCAmelCase__    =							analyze_results(*lowerCamelCase )
								if len(lowerCamelCase ) > 0:
										UpperCAmelCase__    =							f'''Problem in {fname}, both halves do not define the same objects.\n{errors[0]}'''
										failures.append('\n'.join(lowerCamelCase ) )
		if len(lowerCamelCase ) > 0:
				raise ValueError('\n\n'.join(lowerCamelCase ) )



def 						a_		(      ):
		UpperCAmelCase__    =							[]
		for path, directories, files in os.walk(lowerCamelCase ):
				for folder in directories:
						# Ignore private modules
						if folder.startswith('_' ):
								directories.remove(lowerCamelCase )
								continue
						# Ignore leftovers from branches (empty folders apart from pycache)
						if len(list((Path(lowerCamelCase ) / folder).glob('*.py' ) ) ) == 0:
								continue
						UpperCAmelCase__    =							str((Path(lowerCamelCase ) / folder).relative_to(lowerCamelCase ) )
						UpperCAmelCase__    =							short_path.replace(os.path.sep      ,    '.' )
						submodules.append(lowerCamelCase )
				for fname in files:
						if fname == "__init__.py":
								continue
						UpperCAmelCase__    =							str((Path(lowerCamelCase ) / fname).relative_to(lowerCamelCase ) )
						UpperCAmelCase__    =							short_path.replace('.py'      ,    '' ).replace(os.path.sep      ,    '.' )
						if len(submodule.split('.' ) ) == 1:
								submodules.append(lowerCamelCase )
		return submodules


lowerCAmelCase__						:						int		  =			[
    'convert_pytorch_checkpoint_to_tf2',
    'modeling_flax_pytorch_utils',
    'models.esm.openfold_utils',
]



def 						a_		(      ):
		from transformers.utils import direct_transformers_import

		UpperCAmelCase__    =							direct_transformers_import(lowerCamelCase )

		UpperCAmelCase__    =							set(transformers._import_structure.keys() )
		# This contains all the base keys of the _import_structure object defined in the init, but if the user is missing
		# some optional dependencies, they may not have all of them. Thus we read the init to read all additions and
		# (potentiall re-) add them.
		with open(os.path.join(lowerCamelCase      ,    '__init__.py' )      ,    'r' ) as f:
				UpperCAmelCase__    =							f.read()
		import_structure_keys.update(set(re.findall(r'import_structure\[\"([^\"]*)\"\]'      ,    lowerCamelCase ) ) )

		UpperCAmelCase__    =							[
		    module
		    for module in get_transformers_submodules()
		    if module not in IGNORE_SUBMODULES and module not in import_structure_keys
		]

		if len(lowerCamelCase ) > 0:
				UpperCAmelCase__    =							'''\n'''.join(f'''- {module}''' for module in module_not_registered )
				raise ValueError(
				    'The following submodules are not properly registed in the main init of Transformers:\n'
				    f'''{list_of_modules}\n'''
				    'Make sure they appear somewhere in the keys of `_import_structure` with an empty list as value.' )


if __name__ == "__main__":
						check_all_inits()
						check_submodules()




"""simple docstring"""






from __future__ import annotations

import string
from itertools import cycle, product
from pathlib import Path

lowerCAmelCase__						:						str		  =			(
    string.ascii_letters + string.digits + string.punctuation + string.whitespace
)
lowerCAmelCase__						:						list[int]		  =			[ord(letter) for letter in string.ascii_lowercase]
lowerCAmelCase__						:						set[int]		  =			{ord(char) for char in VALID_CHARS}

lowerCAmelCase__						:						list[str]		  =			["the", "be", "to", "of", "and", "in", "that", "have"]



def 						a_		(      lowerCamelCase      ,    lowerCamelCase ):
				UpperCAmelCase__    =							""
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							42

				for keychar, cipherchar in zip(cycle(lowerCamelCase )      ,    lowerCamelCase ):
								UpperCAmelCase__    =							cipherchar ^ keychar
								if decodedchar not in VALID_INTS:
												return None
								decoded += chr(lowerCamelCase )

				return decoded



def 						a_		(      lowerCamelCase ):
				UpperCAmelCase__    =							[]
				for key in product(lowerCamelCase      ,    repeat=3 ):
								UpperCAmelCase__    =							try_key(lowerCamelCase      ,    lowerCamelCase )
								if encoded is not None:
												possibles.append(lowerCamelCase )
				return possibles



def 						a_		(      lowerCamelCase      ,    lowerCamelCase ):
				return [possible for possible in possibles if common_word in possible.lower()]



def 						a_		(      lowerCamelCase = "p059_cipher.txt" ):
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							Path(lowerCamelCase ).parent.joinpath(lowerCamelCase ).read_text(encoding='utf-8' )

				UpperCAmelCase__    =							[int(lowerCamelCase ) for number in data.strip().split(',' )]

				UpperCAmelCase__    =							filter_valid_chars(lowerCamelCase )
				for common_word in COMMON_WORDS:
								UpperCAmelCase__    =							filter_common_word(lowerCamelCase      ,    lowerCamelCase )
								if len(lowerCamelCase ) == 1:
												break

				UpperCAmelCase__    =							possibles[0]
				return sum(ord(lowerCamelCase ) for char in decoded_text )


if __name__ == "__main__":
						print(F"""{solution() = }""")



