





import collections
import os
import re
from pathlib import Path


lowerCAmelCase_						   =    """src/transformers"""


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


def     lowerCamelCase_	(      lowerCAmelCase:	List[Any]				)->		str:
  if _re_test_backend.search(lowerCAmelCase				) is None:
    return None
  _snake_case   :				Tuple														=	[b[0] for b in _re_backend.findall(lowerCAmelCase				)]
  backends.sort()
  return "_and_".join(lowerCAmelCase				)


def     lowerCamelCase_	(      lowerCAmelCase:	Any				)->		Optional[Any]:
  with open(lowerCAmelCase    ,							'r'    ,							encoding='utf-8'    ,							newline='\n'				) as f:
    _snake_case   :				int														=	f.readlines()

  _snake_case   :				List[str]														=	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
  _snake_case   :				Union[str, Any]														=	[]
  while not lines[line_index].startswith('if TYPE_CHECKING'				) and find_backend(lines[line_index]				) is None:
    _snake_case   :				Union[str, Any]														=	lines[line_index]
    # If we have everything on a single line, let's deal with it.
    if _re_one_line_import_struct.search(lowerCAmelCase				):
      _snake_case   :				int														=	_re_one_line_import_struct.search(lowerCAmelCase				).groups()[0]
      _snake_case   :				Any														=	re.findall(R'\[([^\]]+)\]'    ,							lowerCAmelCase				)
      for imp in imports:
        objects.extend([obj[1:-1] for obj in imp.split(', '				)]				)
      line_index += 1
      continue
    _snake_case   :				List[Any]														=	_re_import_struct_key_value.search(lowerCAmelCase				)
    if single_line_import_search is not None:
      _snake_case   :				Optional[int]														=	[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

  _snake_case   :				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.
    _snake_case   :				int														=	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:
      _snake_case   :				Optional[Any]														=	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

      _snake_case   :				Any														=	[]
      # Until we unindent, add backend objects to the list
      while len(lines[line_index]				) <= 1 or lines[line_index].startswith(' ' * 4				):
        _snake_case   :				Optional[int]														=	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:
          _snake_case   :				Optional[int]														=	_re_import_struct_add_many.search(lowerCAmelCase				).groups()[0].split(', '				)
          _snake_case   :				Optional[int]														=	[obj[1:-1] for obj in imports if len(lowerCAmelCase				) > 0]
          objects.extend(lowerCAmelCase				)
        elif _re_between_brackets.search(lowerCAmelCase				) is not None:
          _snake_case   :				str														=	_re_between_brackets.search(lowerCAmelCase				).groups()[0].split(', '				)
          _snake_case   :				int														=	[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

      _snake_case   :				Optional[int]														=	objects
    else:
      line_index += 1

    # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
  _snake_case   :				str														=	[]
  while (
      line_index < len(lowerCAmelCase				)
      and find_backend(lines[line_index]				) is None
      and not lines[line_index].startswith('else'				)
  ):
    _snake_case   :				str														=	lines[line_index]
    _snake_case   :				List[Any]														=	_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

  _snake_case   :				Dict														=	{'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.
    _snake_case   :				Dict														=	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:
      _snake_case   :				Any														=	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

      _snake_case   :				List[str]														=	[]
      # Until we unindent, add backend objects to the list
      while len(lines[line_index]				) <= 1 or lines[line_index].startswith(' ' * 8				):
        _snake_case   :				List[str]														=	lines[line_index]
        _snake_case   :				str														=	_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

      _snake_case   :				str														=	objects
    else:
      line_index += 1

  return import_dict_objects, type_hint_objects


def     lowerCamelCase_	(      lowerCAmelCase:	Optional[Any]    ,							lowerCAmelCase:	List[Any]				)->		Optional[int]:

  def find_duplicates(lowerCAmelCase:	Any				):
    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!"]

  _snake_case   :				Optional[int]														=	[]
  for key in import_dict_objects.keys():
    _snake_case   :				str														=	find_duplicates(import_dict_objects[key]				)
    if duplicate_imports:
      errors.append(F"""Duplicate _import_structure definitions for: {duplicate_imports}"""				)
    _snake_case   :				Dict														=	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]				)				):
      _snake_case   :				Tuple														=	'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_	(      )->		Optional[Any]:
  _snake_case   :				Optional[int]														=	[]
  for root, _, files in os.walk(lowerCAmelCase				):
    if "__init__.py" in files:
      _snake_case   :				Any														=	os.path.join(lowerCAmelCase    ,							'__init__.py'				)
      _snake_case   :				Dict														=	parse_init(lowerCAmelCase				)
      if objects is not None:
        _snake_case   :				Optional[Any]														=	analyze_results(*lowerCAmelCase				)
        if len(lowerCAmelCase				) > 0:
          _snake_case   :				List[str]														=	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_	(      )->		Dict:
  _snake_case   :				Union[str, Any]														=	[]
  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
      _snake_case   :				Union[str, Any]														=	str((Path(lowerCAmelCase				) / folder).relative_to(lowerCAmelCase				)				)
      _snake_case   :				Dict														=	short_path.replace(os.path.sep    ,							'.'				)
      submodules.append(lowerCAmelCase				)
    for fname in files:
      if fname == "__init__.py":
        continue
      _snake_case   :				Any														=	str((Path(lowerCAmelCase				) / fname).relative_to(lowerCAmelCase				)				)
      _snake_case   :				Optional[Any]														=	short_path.replace('.py'    ,							''				).replace(os.path.sep    ,							'.'				)
      if len(submodule.split('.'				)				) == 1:
        submodules.append(lowerCAmelCase				)
  return submodules


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


def     lowerCamelCase_	(      )->		Optional[int]:
  # This is to make sure the transformers module imported is the one in the repo.
  from transformers.utils import direct_transformers_import

  _snake_case   :				Dict														=	direct_transformers_import(lowerCAmelCase				)

  _snake_case   :				Any														=	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:
    _snake_case   :				Union[str, Any]														=	f.read()
  import_structure_keys.update(set(re.findall(R'import_structure\[\"([^\"]*)\"\]'    ,							lowerCAmelCase				)				)				)

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

  if len(lowerCAmelCase				) > 0:
    _snake_case   :				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()











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


lowerCAmelCase_						   =    logging.get_logger(__name__)

lowerCAmelCase_						   =    {
    """MIT/ast-finetuned-audioset-10-10-0.4593""": (
        """https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593/resolve/main/config.json"""
    ),
}



class        _lowerCAmelCase    (			UpperCAmelCase_							):


  '''simple docstring'''
  a_							:       Tuple      					="""audio-spectrogram-transformer"""







  def __init__(      self      :					List[Any]      ,				UpperCamelCase      :					Union[str, Any]=7_68      ,				UpperCamelCase      :					int=12      ,				UpperCamelCase      :					str=12      ,				UpperCamelCase      :					Tuple=30_72      ,				UpperCamelCase      :					Optional[Any]="gelu"      ,				UpperCamelCase      :					Any=0.0      ,				UpperCamelCase      :					Dict=0.0      ,				UpperCamelCase      :					List[Any]=0.02      ,				UpperCamelCase      :					Dict=1e-1_2      ,				UpperCamelCase      :					str=16      ,				UpperCamelCase      :					List[Any]=True      ,				UpperCamelCase      :					Any=10      ,				UpperCamelCase      :					Optional[int]=10      ,				UpperCamelCase      :					int=10_24      ,				UpperCamelCase      :					Optional[Any]=1_28      ,				**UpperCamelCase      :					Optional[Any]      ,				):


    '''simple docstring'''





    super().__init__(**UpperCamelCase							)

    _snake_case   :				Tuple														=	hidden_size
    _snake_case   :				str														=	num_hidden_layers
    _snake_case   :				Optional[Any]														=	num_attention_heads
    _snake_case   :				Optional[Any]														=	intermediate_size
    _snake_case   :				Optional[Any]														=	hidden_act
    _snake_case   :				List[str]														=	hidden_dropout_prob
    _snake_case   :				Union[str, Any]														=	attention_probs_dropout_prob
    _snake_case   :				Any														=	initializer_range
    _snake_case   :				List[str]														=	layer_norm_eps
    _snake_case   :				int														=	patch_size
    _snake_case   :				List[str]														=	qkv_bias
    _snake_case   :				int														=	frequency_stride
    _snake_case   :				List[Any]														=	time_stride
    _snake_case   :				List[Any]														=	max_length
    _snake_case   :				List[str]														=	num_mel_bins




