




"""simple docstring"""






import collections
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(R"""^\s+\"([^\"]+)\",""")
# Catches a line with objects between brackets only:    ["foo", "bar"],
lowercase__     						=						re.compile(R"""^\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      _snake_case			(				lowercase__		):







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







def      _snake_case			(				lowercase__		):







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

				_lowerCamelCase     :			Union[str, Any]    =    0
				while line_index < len(snake_case_		) and not lines[line_index].startswith('_import_structure = {'		):
								line_index += 1

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

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

				_lowerCamelCase     :			Optional[int]    =    {'''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.
								_lowerCamelCase     :			Tuple    =    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:
												_lowerCamelCase     :			Dict    =    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

												_lowerCamelCase     :			Optional[int]    =    []
												# Until we unindent, add backend objects to the list
												while len(lines[line_index]		) <= 1 or lines[line_index].startswith(' ' * 4		):
																_lowerCamelCase     :			int    =    lines[line_index]
																if _re_import_struct_add_one.search(snake_case_		) is not None:
																				objects.append(_re_import_struct_add_one.search(snake_case_		).groups()[0]		)
																elif _re_import_struct_add_many.search(snake_case_		) is not None:
																				_lowerCamelCase     :			List[Any]    =    _re_import_struct_add_many.search(snake_case_		).groups()[0].split(', '		)
																				_lowerCamelCase     :			List[str]    =    [obj[1:-1] for obj in imports if len(snake_case_		) > 0]
																				objects.extend(snake_case_		)
																elif _re_between_brackets.search(snake_case_		) is not None:
																				_lowerCamelCase     :			Tuple    =    _re_between_brackets.search(snake_case_		).groups()[0].split(', '		)
																				_lowerCamelCase     :			Any    =    [obj[1:-1] for obj in imports if len(snake_case_		) > 0]
																				objects.extend(snake_case_		)
																elif _re_quote_object.search(snake_case_		) is not None:
																				objects.append(_re_quote_object.search(snake_case_		).groups()[0]		)
																elif line.startswith(' ' * 8 + '"'		):
																				objects.append(line[9:-3]		)
																elif line.startswith(' ' * 12 + '"'		):
																				objects.append(line[13:-3]		)
																line_index += 1

												_lowerCamelCase     :			Any    =    objects
								else:
												line_index += 1

    # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
				_lowerCamelCase     :			Any    =    []
				while (
				    line_index < len(snake_case_		)
				    and find_backend(lines[line_index]		) is None
				    and not lines[line_index].startswith('else'		)
				):
								_lowerCamelCase     :			Union[str, Any]    =    lines[line_index]
								_lowerCamelCase     :			Optional[int]    =    _re_import.search(snake_case_		)
								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

				_lowerCamelCase     :			List[str]    =    {'''none''': objects}
				# Let's continue with backend-specific objects
				while line_index < len(snake_case_		):
								# If the line is an if is_backend_available, we grab all objects associated.
								_lowerCamelCase     :			str    =    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:
												_lowerCamelCase     :			Optional[int]    =    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

												_lowerCamelCase     :			List[Any]    =    []
												# Until we unindent, add backend objects to the list
												while len(lines[line_index]		) <= 1 or lines[line_index].startswith(' ' * 8		):
																_lowerCamelCase     :			Optional[int]    =    lines[line_index]
																_lowerCamelCase     :			Optional[Any]    =    _re_import.search(snake_case_		)
																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

												_lowerCamelCase     :			str    =    objects
								else:
												line_index += 1

				return import_dict_objects, type_hint_objects







def      _snake_case			(				lowercase__							,    lowercase__		):







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

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







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


lowercase__     						=						[
    """convert_pytorch_checkpoint_to_tf2""",
    """modeling_flax_pytorch_utils""",
    """models.esm.openfold_utils""",
]







def      _snake_case			(				):
				from transformers.utils import direct_transformers_import

				_lowerCamelCase     :			str    =    direct_transformers_import(snake_case_		)

				_lowerCamelCase     :			int    =    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(snake_case_							,    '__init__.py'		)							,    'r'		) as f:
								_lowerCamelCase     :			Union[str, Any]    =    f.read()
				import_structure_keys.update(set(re.findall(r'import_structure\[\"([^\"]*)\"\]'							,    snake_case_		)		)		)

				_lowerCamelCase     :			str    =    [
				    module
				    for module in get_transformers_submodules()
				    if module not in IGNORE_SUBMODULES and module not in import_structure_keys
				]

				if len(snake_case_		) > 0:
								_lowerCamelCase     :			List[str]    =    '''\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 collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


a_ =			logging.get_logger(__name__)

a_ =			{
    """roberta-base""": """https://huggingface.co/roberta-base/resolve/main/config.json""",
    """roberta-large""": """https://huggingface.co/roberta-large/resolve/main/config.json""",
    """roberta-large-mnli""": """https://huggingface.co/roberta-large-mnli/resolve/main/config.json""",
    """distilroberta-base""": """https://huggingface.co/distilroberta-base/resolve/main/config.json""",
    """roberta-base-openai-detector""": """https://huggingface.co/roberta-base-openai-detector/resolve/main/config.json""",
    """roberta-large-openai-detector""": """https://huggingface.co/roberta-large-openai-detector/resolve/main/config.json""",
}






class 		__snake_case					(		SCREAMING_SNAKE_CASE__     ):





 """simple docstring"""


 _lowerCamelCase        =     """roberta"""

 def __init__(    self					,						__lowerCamelCase=5_0265					,						__lowerCamelCase=768					,						__lowerCamelCase=12					,						__lowerCamelCase=12					,						__lowerCamelCase=3072					,						__lowerCamelCase="gelu"					,						__lowerCamelCase=0.1					,						__lowerCamelCase=0.1					,						__lowerCamelCase=512					,						__lowerCamelCase=2					,						__lowerCamelCase=0.0_2					,						__lowerCamelCase=1e-1_2					,						__lowerCamelCase=1					,						__lowerCamelCase=0					,						__lowerCamelCase=2					,						__lowerCamelCase="absolute"					,						__lowerCamelCase=True					,						__lowerCamelCase=None					,						**__lowerCamelCase					,						):



     '''simple docstring'''




     super().__init__(pad_token_id=__lowerCamelCase					,						bos_token_id=__lowerCamelCase					,						eos_token_id=__lowerCamelCase					,						**__lowerCamelCase  )

     __A    :						str						 =     vocab_size
     __A    :						Any						 =     hidden_size
     __A    :						Any						 =     num_hidden_layers
     __A    :						int						 =     num_attention_heads
     __A    :						List[Any]						 =     hidden_act
     __A    :						Any						 =     intermediate_size
     __A    :						List[str]						 =     hidden_dropout_prob
     __A    :						List[Any]						 =     attention_probs_dropout_prob
     __A    :						Optional[Any]						 =     max_position_embeddings
     __A    :						str						 =     type_vocab_size
     __A    :						int						 =     initializer_range
     __A    :						Tuple						 =     layer_norm_eps
     __A    :						str						 =     position_embedding_type
     __A    :						int						 =     use_cache
     __A    :						Optional[int]						 =     classifier_dropout






class 		__snake_case					(		SCREAMING_SNAKE_CASE__     ):





 """simple docstring"""


 @property
 def 					UpperCamelCase__(    self  ):



     '''simple docstring'''




     if self.task == "multiple-choice":
         __A    :						List[Any]						 =     {0: '''batch''', 1: '''choice''', 2: '''sequence'''}
     else:
         __A    :						Optional[Any]						 =     {0: '''batch''', 1: '''sequence'''}
     return OrderedDict(
         [
             ('''input_ids''', dynamic_axis),
             ('''attention_mask''', dynamic_axis),
         ]  )




