'''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__							(			_A:					Optional[Any] )    ->	Dict:

		'''simple docstring'''


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






def 				snake_case__							(			_A:					Tuple )    ->	Dict:

		'''simple docstring'''


		with open(_A      ,   """r"""      ,   encoding="""utf-8"""      ,   newline="""\n""" ) as f:
				lowerCAmelCase   					=  f.readlines()

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

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

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

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

						lowerCAmelCase   					=  objects
				else:
						line_index += 1

    # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
		lowerCAmelCase   					=  []
		while (
		    line_index < len(_A )
		    and find_backend(lines[line_index] ) is None
		    and not lines[line_index].startswith("""else""" )
		):
				lowerCAmelCase   					=  lines[line_index]
				lowerCAmelCase   					=  _re_import.search(_A )
				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   					=  {"""none""": objects}
		# Let's continue with backend-specific objects
		while line_index < len(_A ):
				# If the line is an if is_backend_available, we grab all objects associated.
				lowerCAmelCase   					=  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   					=  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   					=  []
						# Until we unindent, add backend objects to the list
						while len(lines[line_index] ) <= 1 or lines[line_index].startswith(""" """ * 8 ):
								lowerCAmelCase   					=  lines[line_index]
								lowerCAmelCase   					=  _re_import.search(_A )
								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   					=  objects
				else:
						line_index += 1

		return import_dict_objects, type_hint_objects






def 				snake_case__							(			_A:					Any      ,   _A:					Optional[Any] )    ->	List[Any]:

		'''simple docstring'''


		def find_duplicates(_A:					Tuple ):
				return [k for k, v in collections.Counter(_A ).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   					=  []
		for key in import_dict_objects.keys():
				lowerCAmelCase   					=  find_duplicates(import_dict_objects[key] )
				if duplicate_imports:
						errors.append(f"Duplicate _import_structure definitions for: {duplicate_imports}" )
				lowerCAmelCase   					=  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   					=  """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__							(			)    ->	List[str]:

		'''simple docstring'''


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






def 				snake_case__							(			)    ->	int:

		'''simple docstring'''


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


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






def 				snake_case__							(			)    ->	Any:

		'''simple docstring'''


		from transformers.utils import direct_transformers_import

		lowerCAmelCase   					=  direct_transformers_import(_A )

		lowerCAmelCase   					=  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(_A      ,   """__init__.py""" )      ,   """r""" ) as f:
				lowerCAmelCase   					=  f.read()
		import_structure_keys.update(set(re.findall(r"""import_structure\[\"([^\"]*)\"\]"""      ,   _A ) ) )

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

		if len(_A ) > 0:
				lowerCAmelCase   					=  """\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

from typing import Dict

from ...configuration_utils import PretrainedConfig


__lowercase          =  {
    '''susnato/ernie-m-base_pytorch''': '''https://huggingface.co/susnato/ernie-m-base_pytorch/blob/main/config.json''',
    '''susnato/ernie-m-large_pytorch''': '''https://huggingface.co/susnato/ernie-m-large_pytorch/blob/main/config.json''',
}






class 				a__(					lowerCAmelCase__	):


			'''simple docstring'''






			UpperCAmelCase_			:     List[str]      =       '''ernie_m'''
			UpperCAmelCase_			:     Dict[str, str]      =       {"dropout": "classifier_dropout", "num_classes": "num_labels"}



			def __init__(   self       ,    __lowerCAmelCase = 250002       ,    __lowerCAmelCase = 768       ,    __lowerCAmelCase = 12       ,    __lowerCAmelCase = 12       ,    __lowerCAmelCase = 3072       ,    __lowerCAmelCase = "gelu"       ,    __lowerCAmelCase = 0.1       ,    __lowerCAmelCase = 0.1       ,    __lowerCAmelCase = 514       ,    __lowerCAmelCase = 0.02       ,    __lowerCAmelCase = 1       ,    __lowerCAmelCase = 1E-0_5       ,    __lowerCAmelCase=None       ,    __lowerCAmelCase=False       ,    __lowerCAmelCase=0.0       ,    **__lowerCAmelCase       ,    ):




					"""simple docstring"""


					super().__init__(pad_token_id=__lowerCAmelCase       ,    **__lowerCAmelCase)
					lowerCAmelCase   					=  vocab_size
					lowerCAmelCase   					=  hidden_size
					lowerCAmelCase   					=  num_hidden_layers
					lowerCAmelCase   					=  num_attention_heads
					lowerCAmelCase   					=  intermediate_size
					lowerCAmelCase   					=  hidden_act
					lowerCAmelCase   					=  hidden_dropout_prob
					lowerCAmelCase   					=  attention_probs_dropout_prob
					lowerCAmelCase   					=  max_position_embeddings
					lowerCAmelCase   					=  initializer_range
					lowerCAmelCase   					=  layer_norm_eps
					lowerCAmelCase   					=  classifier_dropout
					lowerCAmelCase   					=  is_decoder
					lowerCAmelCase   					=  act_dropout




