
"""simple docstring"""






import collections
import importlib.util
import os
import re
from pathlib import Path


_lowercase							=				"""src/transformers"""


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



def      lowerCAmelCase__			(		__magic_name__      )						->Any:
			if _re_test_backend.search(_lowercase      ) is None:
						return None
			__lowercase       =       [b[0] for b in _re_backend.findall(_lowercase      )]
			backends.sort()
			return "_and_".join(_lowercase      )



def      lowerCAmelCase__			(		__magic_name__      )						->Optional[Any]:
			with open(_lowercase			,   "r"			,   encoding="utf-8"			,   newline="\n"      ) as f:
						__lowercase       =       f.readlines()

			__lowercase       =       0
			while line_index < len(_lowercase      ) and not lines[line_index].startswith("_import_structure = {"      ):
						line_index += 1

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

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

			__lowercase       =       {'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.
						__lowercase       =       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:
									__lowercase       =       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

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

									__lowercase       =       objects
						else:
									line_index += 1

    # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
			__lowercase       =       []
			while (
			    line_index < len(_lowercase      )
			    and find_backend(lines[line_index]      ) is None
			    and not lines[line_index].startswith("else"      )
			):
						__lowercase       =       lines[line_index]
						__lowercase       =       _re_import.search(_lowercase      )
						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

			__lowercase       =       {'none': objects}
			# Let's continue with backend-specific objects
			while line_index < len(_lowercase      ):
						# If the line is an if is_backend_available, we grab all objects associated.
						__lowercase       =       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:
									__lowercase       =       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

									__lowercase       =       []
									# Until we unindent, add backend objects to the list
									while len(lines[line_index]      ) <= 1 or lines[line_index].startswith(" " * 8      ):
												__lowercase       =       lines[line_index]
												__lowercase       =       _re_import.search(_lowercase      )
												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

									__lowercase       =       objects
						else:
									line_index += 1

			return import_dict_objects, type_hint_objects



def      lowerCAmelCase__			(		__magic_name__			,   __magic_name__      )						->Union[str, Any]:

			def find_duplicates(__magic_name__      ):
						return [k for k, v in collections.Counter(_lowercase      ).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!"]

			__lowercase       =       []
			for key in import_dict_objects.keys():
						__lowercase       =       find_duplicates(import_dict_objects[key]      )
						if duplicate_imports:
									errors.append(F'''Duplicate _import_structure definitions for: {duplicate_imports}'''      )
						__lowercase       =       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]      )      ):
									__lowercase       =       '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      lowerCAmelCase__			(		)						->Any:
			__lowercase       =       []
			for root, _, files in os.walk(_lowercase      ):
						if "__init__.py" in files:
									__lowercase       =       os.path.join(_lowercase			,   "__init__.py"      )
									__lowercase       =       parse_init(_lowercase      )
									if objects is not None:
												__lowercase       =       analyze_results(*_lowercase      )
												if len(_lowercase      ) > 0:
															__lowercase       =       F'''Problem in {fname}, both halves do not define the same objects.\n{errors[0]}'''
															failures.append("\n".join(_lowercase      )      )
			if len(_lowercase      ) > 0:
						raise ValueError("\n\n".join(_lowercase      )      )



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


_lowercase							=				[
    """convert_pytorch_checkpoint_to_tf2""",
    """modeling_flax_pytorch_utils""",
]



def      lowerCAmelCase__			(		)						->Optional[Any]:
			__lowercase       =       importlib.util.spec_from_file_location(
			    "transformers"			,   os.path.join(_lowercase			,   "__init__.py"      )			,   submodule_search_locations=[PATH_TO_TRANSFORMERS]			,   )
			__lowercase       =       spec.loader.load_module()

			__lowercase       =       [
			    module
			    for module in get_transformers_submodules()
			    if module not in IGNORE_SUBMODULES and module not in transformers._import_structure.keys()
			]
			if len(_lowercase      ) > 0:
						__lowercase       =       '\n'.join(F'''- {module}''' for module in module_not_registered      )
						raise ValueError(
						    "The following submodules are not properly registered 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()












from ...configuration_utils import PretrainedConfig
from ...utils import logging


__UpperCamelCase:	List[Any] = logging.get_logger(__name__)

__UpperCamelCase:	Dict = {
    """studio-ousia/luke-base""": """https://huggingface.co/studio-ousia/luke-base/resolve/main/config.json""",
    """studio-ousia/luke-large""": """https://huggingface.co/studio-ousia/luke-large/resolve/main/config.json""",
}


class       __lowerCAmelCase					(       _UpperCamelCase      ):


	'''simple docstring'''





	_A													=				"luke"

	def __init__(						self:						Union[str, Any],					lowerCamelCase_:						str=50267,					lowerCamelCase_:						Dict=500000,					lowerCamelCase_:						Union[str, Any]=768,					lowerCamelCase_:						Dict=256,					lowerCamelCase_:						int=12,					lowerCamelCase_:						Union[str, Any]=12,					lowerCamelCase_:						str=3072,					lowerCamelCase_:						List[Any]="gelu",					lowerCamelCase_:						int=0.1,					lowerCamelCase_:						Optional[Any]=0.1,					lowerCamelCase_:						Any=512,					lowerCamelCase_:						List[str]=2,					lowerCamelCase_:						str=0.0_2,					lowerCamelCase_:						Union[str, Any]=1E-12,					lowerCamelCase_:						List[Any]=True,					lowerCamelCase_:						List[Any]=None,					lowerCamelCase_:						Optional[Any]=1,					lowerCamelCase_:						Dict=0,					lowerCamelCase_:						List[Any]=2,					**lowerCamelCase_:						Optional[Any],					):
			super().__init__(pad_token_id=lowerCamelCase_,					bos_token_id=lowerCamelCase_,					eos_token_id=lowerCamelCase_,					**lowerCamelCase_			)

			lowercase__					:      Tuple      =		vocab_size
			lowercase__					:      Any      =		entity_vocab_size
			lowercase__					:      Tuple      =		hidden_size
			lowercase__					:      List[str]      =		entity_emb_size
			lowercase__					:      Tuple      =		num_hidden_layers
			lowercase__					:      Optional[Any]      =		num_attention_heads
			lowercase__					:      Dict      =		hidden_act
			lowercase__					:      Optional[int]      =		intermediate_size
			lowercase__					:      List[str]      =		hidden_dropout_prob
			lowercase__					:      Dict      =		attention_probs_dropout_prob
			lowercase__					:      Union[str, Any]      =		max_position_embeddings
			lowercase__					:      int      =		type_vocab_size
			lowercase__					:      Optional[Any]      =		initializer_range
			lowercase__					:      Dict      =		layer_norm_eps
			lowercase__					:      List[Any]      =		use_entity_aware_attention
			lowercase__					:      Optional[Any]      =		classifier_dropout


