
"""simple docstring"""
import collections
import os
import re
from pathlib import Path


__magic_name__									=					'''src/transformers'''


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




def      __lowerCamelCase	(		UpperCamelCase__   ):


	"""simple docstring"""






	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      __lowerCamelCase	(		UpperCamelCase__   ):


	"""simple docstring"""






	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(" " * 12 + "\""   ):
					objects.append(line[13:-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(" " * 12   ):
					objects.append(line[12:-2]   )
				line_index += 1

			_UpperCAmelCase			=    objects
		else:
			line_index += 1

	return import_dict_objects, type_hint_objects




def      __lowerCamelCase	(		UpperCamelCase__					,  UpperCamelCase__   ):


	"""simple docstring"""






	def find_duplicates(UpperCamelCase__   ):
		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      __lowerCamelCase	(		):


	"""simple docstring"""






	_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      __lowerCamelCase	(		):


	"""simple docstring"""






	_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


__magic_name__									=					[
    '''convert_pytorch_checkpoint_to_tf2''',
    '''modeling_flax_pytorch_utils''',
    '''models.esm.openfold_utils''',
]




def      __lowerCamelCase	(		):


	"""simple docstring"""






	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()








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


SCREAMING_SNAKE_CASE							    =							logging.get_logger(__name__)

SCREAMING_SNAKE_CASE							    =							{
    '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     __UpperCAmelCase							(       __A							):


     """simple docstring"""
     _lowerCamelCase   =      """luke"""


     def __init__(	self  ,       __A=50267  ,       __A=500000  ,       __A=768  ,       __A=256  ,       __A=12  ,       __A=12  ,       __A=3072  ,       __A="gelu"  ,       __A=0.1  ,       __A=0.1  ,       __A=512  ,       __A=2  ,       __A=0.02  ,       __A=1E-12  ,       __A=True  ,       __A=None  ,       __A=1  ,       __A=0  ,       __A=2  ,       **__A  ,       ):
        super().__init__(pad_token_id=__A  ,       bos_token_id=__A  ,       eos_token_id=__A  ,       **__A    )

        __a					=  vocab_size
        __a					=  entity_vocab_size
        __a					=  hidden_size
        __a					=  entity_emb_size
        __a					=  num_hidden_layers
        __a					=  num_attention_heads
        __a					=  hidden_act
        __a					=  intermediate_size
        __a					=  hidden_dropout_prob
        __a					=  attention_probs_dropout_prob
        __a					=  max_position_embeddings
        __a					=  type_vocab_size
        __a					=  initializer_range
        __a					=  layer_norm_eps
        __a					=  use_entity_aware_attention
        __a					=  classifier_dropout



