






"""simple docstring"""





from dataclasses import asdict, dataclass
from typing import Optional

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


A__					: Union[str, Any]=	logging.get_logger(__name__)

# TODO Update this
A__					: List[str]=	{
    "facebook/esm-1b": "https://huggingface.co/facebook/esm-1b/resolve/main/config.json",
    # See all ESM models at https://huggingface.co/models?filter=esm
}
class    __lowerCamelCase    (  UpperCAmelCase_  ):
   a      :				Dict 						='esm'

   def __init__(					self ,				snake_case_=None ,				snake_case_=None ,				snake_case_=None ,				snake_case_=768 ,				snake_case_=12 ,				snake_case_=12 ,				snake_case_=3072 ,				snake_case_=0.1 ,				snake_case_=0.1 ,				snake_case_=1026 ,				snake_case_=0.02 ,				snake_case_=1E-12 ,				snake_case_="absolute" ,				snake_case_=True ,				snake_case_=None ,				snake_case_=False ,				snake_case_=False ,				snake_case_=None ,				snake_case_=None ,				**snake_case_ ,				)		->       int:
       super().__init__(pad_token_id=_lowercase ,				mask_token_id=_lowercase ,				**_lowercase      )

       UpperCamelCase__         =    vocab_size
       UpperCamelCase__         =    hidden_size
       UpperCamelCase__         =    num_hidden_layers
       UpperCamelCase__         =    num_attention_heads
       UpperCamelCase__         =    intermediate_size
       UpperCamelCase__         =    hidden_dropout_prob
       UpperCamelCase__         =    attention_probs_dropout_prob
       UpperCamelCase__         =    max_position_embeddings
       UpperCamelCase__         =    initializer_range
       UpperCamelCase__         =    layer_norm_eps
       UpperCamelCase__         =    position_embedding_type
       UpperCamelCase__         =    use_cache
       UpperCamelCase__         =    emb_layer_norm_before
       UpperCamelCase__         =    token_dropout
       UpperCamelCase__         =    is_folding_model
       if is_folding_model:
           if esmfold_config is None:
               logger.info('No esmfold_config supplied for folding model, using default values.'      )
               UpperCamelCase__         =    EsmFoldConfig()
           elif isinstance(_lowercase ,				_lowercase      ):
               UpperCamelCase__         =    EsmFoldConfig(**_lowercase      )
           UpperCamelCase__         =    esmfold_config
           if vocab_list is None:
               logger.warning('No vocab_list supplied for folding model, assuming the ESM-2 vocabulary!'      )
               UpperCamelCase__         =    get_default_vocab_list()
           else:
               UpperCamelCase__         =    vocab_list
       else:
           UpperCamelCase__         =    None
           UpperCamelCase__         =    None
       if self.esmfold_config is not None and getattr(self.esmfold_config ,				'use_esm_attn_map' ,				_lowercase      ):
           raise ValueError('The HuggingFace port of ESMFold does not support use_esm_attn_map at this time!'      )







   def 						SCREAMING_SNAKE_CASE__ (					self      )		->       str:
       UpperCamelCase__         =    super().to_dict()
       if isinstance(self.esmfold_config ,				_lowercase      ):
           UpperCamelCase__         =    self.esmfold_config.to_dict()
       return output







@dataclass
class    __lowerCamelCase    :
   a      :				str 						=None
   a      :				bool 						=True
   a      :				bool 						=False
   a      :				bool 						=False
   a      :				bool 						=False
   a      :				float 						=0

   a      :				bool 						=True
   a      :				bool 						=False

   a      :				int 						=1_2_8
   a      :				"TrunkConfig" 						=None

   def 						SCREAMING_SNAKE_CASE__ (					self      )		->       List[str]:
       if self.trunk is None:
           UpperCamelCase__         =    TrunkConfig()
       elif isinstance(self.trunk ,				_lowercase      ):
           UpperCamelCase__         =    TrunkConfig(**self.trunk      )







   def 						SCREAMING_SNAKE_CASE__ (					self      )		->       Dict:
       UpperCamelCase__         =    asdict(self      )
       UpperCamelCase__         =    self.trunk.to_dict()
       return output







@dataclass
class    __lowerCamelCase    :
   a      :				int 						=4_8
   a      :				int 						=1_0_2_4
   a      :				int 						=1_2_8
   a      :				int 						=3_2
   a      :				int 						=3_2
   a      :				int 						=3_2
   a      :				float 						=0
   a      :				float 						=0
   a      :				bool 						=False
   a      :				int 						=4
   a      :				Optional[int] 						=1_2_8
   a      :				"StructureModuleConfig" 						=None

   def 						SCREAMING_SNAKE_CASE__ (					self      )		->       int:
       if self.structure_module is None:
           UpperCamelCase__         =    StructureModuleConfig()
       elif isinstance(self.structure_module ,				_lowercase      ):
           UpperCamelCase__         =    StructureModuleConfig(**self.structure_module      )

       if self.max_recycles <= 0:
           raise ValueError(F'`max_recycles` should be positive, got {self.max_recycles}.'      )
       if self.sequence_state_dim % self.sequence_state_dim != 0:
           raise ValueError(
               '`sequence_state_dim` should be a round multiple of `sequence_state_dim`, got'
               F' {self.sequence_state_dim} and {self.sequence_state_dim}.'      )
       if self.pairwise_state_dim % self.pairwise_state_dim != 0:
           raise ValueError(
               '`pairwise_state_dim` should be a round multiple of `pairwise_state_dim`, got'
               F' {self.pairwise_state_dim} and {self.pairwise_state_dim}.'      )

       UpperCamelCase__         =    self.sequence_state_dim // self.sequence_head_width
       UpperCamelCase__         =    self.pairwise_state_dim // self.pairwise_head_width

       if self.sequence_state_dim != sequence_num_heads * self.sequence_head_width:
           raise ValueError(
               '`sequence_state_dim` should be equal to `sequence_num_heads * sequence_head_width, got'
               F' {self.sequence_state_dim} != {sequence_num_heads} * {self.sequence_head_width}.'      )
       if self.pairwise_state_dim != pairwise_num_heads * self.pairwise_head_width:
           raise ValueError(
               '`pairwise_state_dim` should be equal to `pairwise_num_heads * pairwise_head_width, got'
               F' {self.pairwise_state_dim} != {pairwise_num_heads} * {self.pairwise_head_width}.'      )
       if self.pairwise_state_dim % 2 != 0:
           raise ValueError(F'`pairwise_state_dim` should be even, got {self.pairwise_state_dim}.'      )

       if self.dropout >= 0.4:
           raise ValueError(F'`dropout` should not be greater than 0.4, got {self.dropout}.'      )







   def 						SCREAMING_SNAKE_CASE__ (					self      )		->       Optional[Any]:
       UpperCamelCase__         =    asdict(self      )
       UpperCamelCase__         =    self.structure_module.to_dict()
       return output







@dataclass
class    __lowerCamelCase    :
   a      :				int 						=3_8_4
   a      :				int 						=1_2_8
   a      :				int 						=1_6
   a      :				int 						=1_2_8
   a      :				int 						=1_2
   a      :				int 						=4
   a      :				int 						=8
   a      :				float 						=0.1
   a      :				int 						=8
   a      :				int 						=1
   a      :				int 						=2
   a      :				int 						=7
   a      :				int 						=1_0
   a      :				float 						=1E-8
   a      :				float 						=1E5

   def 						SCREAMING_SNAKE_CASE__ (					self      )		->       Any:
       return asdict(self      )







def   lowerCAmelCase_( )					->	int:
    """simple docstring"""

    return (
        "<cls>",
        "<pad>",
        "<eos>",
        "<unk>",
        "L",
        "A",
        "G",
        "V",
        "S",
        "E",
        "R",
        "T",
        "I",
        "D",
        "P",
        "K",
        "Q",
        "N",
        "F",
        "Y",
        "M",
        "H",
        "W",
        "C",
        "X",
        "B",
        "U",
        "Z",
        "O",
        ".",
        "-",
        "<null_1>",
        "<mask>",
    )












"""simple docstring"""





import argparse
import os
import re


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_dummies.py
A__					: Any=	"""src/diffusers"""

# Matches is_xxx_available()
A__					: Tuple=	re.compile(r"""is\_([a-z_]*)_available\(\)""")
# Matches from xxx import bla
A__					: Any=	re.compile(r"""\s+from\s+\S*\s+import\s+([^\(\s].*)\n""")


A__					: Optional[Any]=	"""
{0} = None
"""

A__					: List[Any]=	"""
class {0}(metaclass=DummyObject):
    _backends = {1}

    def __init__(self, *args, **kwargs):
        requires_backends(self, {1})

    @classmethod
    def from_config(cls, *args, **kwargs):
        requires_backends(cls, {1})

    @classmethod
    def from_pretrained(cls, *args, **kwargs):
        requires_backends(cls, {1})
"""


A__					: Dict=	"""
def {0}(*args, **kwargs):
    requires_backends({0}, {1})
"""







def   lowerCAmelCase_( SCREAMING_SNAKE_CASE					)					->	Union[str, Any]:
    """simple docstring"""

    UpperCamelCase__         =    _re_backend.findall(SCREAMING_SNAKE_CASE					)
    if len(SCREAMING_SNAKE_CASE					) == 0:
        return None

    return "_and_".join(SCREAMING_SNAKE_CASE					)







def   lowerCAmelCase_( )					->	str:
    """simple docstring"""

    with open(os.path.join(SCREAMING_SNAKE_CASE ,	'__init__.py'					) ,	'r' ,	encoding='utf-8' ,	newline='\n'					) as f:
        UpperCamelCase__         =    f.readlines()

    # Get to the point we do the actual imports for type checking
    UpperCamelCase__         =    0
    UpperCamelCase__         =    {}
    # Go through the end of the file
    while line_index < len(SCREAMING_SNAKE_CASE					):
        # If the line contains is_backend_available, we grab all objects associated with the `else` block
        UpperCamelCase__         =    find_backend(lines[line_index]					)
        if backend is not None:
            while not lines[line_index].startswith('else:'					):
                line_index += 1
            line_index += 1
            UpperCamelCase__         =    []
            # Until we unindent, add backend objects to the list
            while line_index < len(SCREAMING_SNAKE_CASE					) and len(lines[line_index]					) > 1:
                UpperCamelCase__         =    lines[line_index]
                UpperCamelCase__         =    _re_single_line_import.search(SCREAMING_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

            if len(SCREAMING_SNAKE_CASE					) > 0:
                UpperCamelCase__         =    objects
        else:
            line_index += 1

    return backend_specific_objects







def   lowerCAmelCase_( SCREAMING_SNAKE_CASE ,	SCREAMING_SNAKE_CASE					)					->	List[Any]:
    """simple docstring"""

    if name.isupper():
        return DUMMY_CONSTANT.format(SCREAMING_SNAKE_CASE					)
    elif name.islower():
        return DUMMY_FUNCTION.format(SCREAMING_SNAKE_CASE ,	SCREAMING_SNAKE_CASE					)
    else:
        return DUMMY_CLASS.format(SCREAMING_SNAKE_CASE ,	SCREAMING_SNAKE_CASE					)







def   lowerCAmelCase_( SCREAMING_SNAKE_CASE=None					)					->	int:
    """simple docstring"""

    if backend_specific_objects is None:
        UpperCamelCase__         =    read_init()
    # For special correspondence backend to module name as used in the function requires_modulename
    UpperCamelCase__         =    {}

    for backend, objects in backend_specific_objects.items():
        UpperCamelCase__         =    '[' + ', '.join(F'"{b}"' for b in backend.split('_and_'					)					) + ']'
        UpperCamelCase__         =    '# This file is autogenerated by the command `make fix-copies`, do not edit.\n'
        dummy_file += "from ..utils import DummyObject, requires_backends\n\n"
        dummy_file += "\n".join([create_dummy_object(SCREAMING_SNAKE_CASE ,	SCREAMING_SNAKE_CASE					) for o in objects]					)
        UpperCamelCase__         =    dummy_file

    return dummy_files







def   lowerCAmelCase_( SCREAMING_SNAKE_CASE=False					)					->	int:
    """simple docstring"""

    UpperCamelCase__         =    create_dummy_files()
    # For special correspondence backend to shortcut as used in utils/dummy_xxx_objects.py
    UpperCamelCase__         =    {'torch': 'pt'}

    # Locate actual dummy modules and read their content.
    UpperCamelCase__         =    os.path.join(SCREAMING_SNAKE_CASE ,	'utils'					)
    UpperCamelCase__         =    {
        backend: os.path.join(SCREAMING_SNAKE_CASE ,	F'dummy_{short_names.get(SCREAMING_SNAKE_CASE ,	SCREAMING_SNAKE_CASE					)}_objects.py'					)
        for backend in dummy_files.keys()
    }

    UpperCamelCase__         =    {}
    for backend, file_path in dummy_file_paths.items():
        if os.path.isfile(SCREAMING_SNAKE_CASE					):
            with open(SCREAMING_SNAKE_CASE ,	'r' ,	encoding='utf-8' ,	newline='\n'					) as f:
                UpperCamelCase__         =    f.read()
        else:
            UpperCamelCase__         =    ''

    for backend in dummy_files.keys():
        if dummy_files[backend] != actual_dummies[backend]:
            if overwrite:
                print(
                    F'Updating diffusers.utils.dummy_{short_names.get(SCREAMING_SNAKE_CASE ,	SCREAMING_SNAKE_CASE					)}_objects.py as the main '
                    '__init__ has new objects.'					)
                with open(dummy_file_paths[backend] ,	'w' ,	encoding='utf-8' ,	newline='\n'					) as f:
                    f.write(dummy_files[backend]					)
            else:
                raise ValueError(
                    'The main __init__ has objects that are not present in '
                    F'diffusers.utils.dummy_{short_names.get(SCREAMING_SNAKE_CASE ,	SCREAMING_SNAKE_CASE					)}_objects.py. Run `make fix-copies` '
                    'to fix this.'					)


if __name__ == "__main__":
  A__					: Any=	argparse.ArgumentParser()
  parser.add_argument("""--fix_and_overwrite""", action="""store_true""", help="""Whether to fix inconsistencies.""")
  A__					: Optional[int]=	parser.parse_args()

  check_dummies(args.fix_and_overwrite)




