



"""simple docstring"""





from dataclasses import asdict, dataclass
from typing import Optional

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


lowerCamelCase       	=						logging.get_logger(__name__)

# TODO Update this
lowerCamelCase       	=						{
    """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 				lowercase__       (   SCREAMING_SNAKE_CASE				):







       '''simple docstring'''


       UpperCamelCase						=					'''esm'''



       def __init__(							self      :  Union[str, Any]		,    _UpperCAmelCase      :  int=None		,    _UpperCAmelCase      :  Optional[Any]=None		,    _UpperCAmelCase      :  Tuple=None		,    _UpperCAmelCase      :  int=768		,    _UpperCAmelCase      :  List[str]=12		,    _UpperCAmelCase      :  str=12		,    _UpperCAmelCase      :  Any=3072		,    _UpperCAmelCase      :  Dict=0.1		,    _UpperCAmelCase      :  Dict=0.1		,    _UpperCAmelCase      :  str=1026		,    _UpperCAmelCase      :  List[str]=0.02		,    _UpperCAmelCase      :  Dict=1e-12		,    _UpperCAmelCase      :  Union[str, Any]="absolute"		,    _UpperCAmelCase      :  Any=True		,    _UpperCAmelCase      :  Union[str, Any]=None		,    _UpperCAmelCase      :  str=False		,    _UpperCAmelCase      :  Dict=False		,    _UpperCAmelCase      :  Union[str, Any]=None		,    _UpperCAmelCase      :  int=None		,    **_UpperCAmelCase      :  Dict		,    )			->						Optional[int]:


             '''simple docstring'''




             super().__init__(pad_token_id=_UpperCAmelCase		,    mask_token_id=_UpperCAmelCase		,    **_UpperCAmelCase   )

             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(_UpperCAmelCase		,    _UpperCAmelCase   ):
                         UpperCAmelCase_      			=							EsmFoldConfig(**_UpperCAmelCase   )
                   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"		,    _UpperCAmelCase   ):
                   raise ValueError("The HuggingFace port of ESMFold does not support use_esm_attn_map at this time!"   )







       def 					lowercase__    (							self      :  List[str]   )			->						Optional[int]:


             '''simple docstring'''




             UpperCAmelCase_      			=							super().to_dict()
             if isinstance(self.esmfold_config		,    _UpperCAmelCase   ):
                   UpperCAmelCase_      			=							self.esmfold_config.to_dict()
             return output



@dataclass
class 				lowercase__       :







       '''simple docstring'''


       UpperCamelCase						=					None
       UpperCamelCase						=					True
       UpperCamelCase						=					False
       UpperCamelCase						=					False
       UpperCamelCase						=					False
       UpperCamelCase						=					0

       UpperCamelCase						=					True
       UpperCamelCase						=					False

       UpperCamelCase						=					1_28
       UpperCamelCase						=					None



       def 					lowercase__    (							self      :  List[str]   )			->						int:


             '''simple docstring'''




             if self.trunk is None:
                   UpperCAmelCase_      			=							TrunkConfig()
             elif isinstance(self.trunk		,    _UpperCAmelCase   ):
                   UpperCAmelCase_      			=							TrunkConfig(**self.trunk   )







       def 					lowercase__    (							self      :  List[str]   )			->						List[str]:


             '''simple docstring'''




             UpperCAmelCase_      			=							asdict(self   )
             UpperCAmelCase_      			=							self.trunk.to_dict()
             return output



@dataclass
class 				lowercase__       :







       '''simple docstring'''


       UpperCamelCase						=					48
       UpperCamelCase						=					10_24
       UpperCamelCase						=					1_28
       UpperCamelCase						=					32
       UpperCamelCase						=					32
       UpperCamelCase						=					32
       UpperCamelCase						=					0
       UpperCamelCase						=					0
       UpperCamelCase						=					False
       UpperCamelCase						=					4
       UpperCamelCase						=					1_28
       UpperCamelCase						=					None



       def 					lowercase__    (							self      :  Union[str, Any]   )			->						Any:


             '''simple docstring'''




             if self.structure_module is None:
                   UpperCAmelCase_      			=							StructureModuleConfig()
             elif isinstance(self.structure_module		,    _UpperCAmelCase   ):
                   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 					lowercase__    (							self      :  List[Any]   )			->						Optional[Any]:


             '''simple docstring'''




             UpperCAmelCase_      			=							asdict(self   )
             UpperCAmelCase_      			=							self.structure_module.to_dict()
             return output



@dataclass
class 				lowercase__       :







       '''simple docstring'''


       UpperCamelCase						=					3_84
       UpperCamelCase						=					1_28
       UpperCamelCase						=					16
       UpperCamelCase						=					1_28
       UpperCamelCase						=					12
       UpperCamelCase						=					4
       UpperCamelCase						=					8
       UpperCamelCase						=					0.1
       UpperCamelCase						=					8
       UpperCamelCase						=					1
       UpperCamelCase						=					2
       UpperCamelCase						=					7
       UpperCamelCase						=					10
       UpperCamelCase						=					1E-8
       UpperCamelCase						=					1E5



       def 					lowercase__    (							self      :  List[Any]   )			->						Dict:


             '''simple docstring'''




             return asdict(self   )



def        a__     (				):
      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 glob
import importlib.util
import os
import re

import black
from doc_builder.style_doc import style_docstrings_in_code


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


# This is to make sure the diffusers module imported is the one in the repo.
lowerCamelCase       	=						importlib.util.spec_from_file_location(
    """diffusers""",
    os.path.join(DIFFUSERS_PATH, """__init__.py"""),
    submodule_search_locations=[DIFFUSERS_PATH],
)
lowerCamelCase       	=						spec.loader.load_module()
def        a__     (				lowerCAmelCase__     ,      lowerCAmelCase__				):
      return line.startswith(lowerCAmelCase__				) or len(lowerCAmelCase__				) <= 1 or re.search(r"^\s*\)(\s*->.*:|:)\s*$"     ,      lowerCAmelCase__				) is not None
def        a__     (				lowerCAmelCase__				):
      UpperCAmelCase_      			=							object_name.split("."				)
      UpperCAmelCase_      			=							0

      # First let's find the module where our object lives.
      UpperCAmelCase_      			=							parts[i]
      while i < len(lowerCAmelCase__				) and not os.path.isfile(os.path.join(lowerCAmelCase__     ,      f"""{module}.py"""				)				):
            i += 1
            if i < len(lowerCAmelCase__				):
                  UpperCAmelCase_      			=							os.path.join(lowerCAmelCase__     ,      parts[i]				)
      if i >= len(lowerCAmelCase__				):
            raise ValueError(f"""`object_name` should begin with the name of a module of diffusers but got {object_name}."""				)

      with open(os.path.join(lowerCAmelCase__     ,      f"""{module}.py"""				)     ,      "r"     ,      encoding="utf-8"     ,      newline="\n"				) as f:
            UpperCAmelCase_      			=							f.readlines()

      # Now let's find the class / func in the code!
      UpperCAmelCase_      			=							""
      UpperCAmelCase_      			=							0
      for name in parts[i + 1 :]:
            while (
                line_index < len(lowerCAmelCase__				) and re.search(rf"""^{indent}(class|def)\s+{name}(\(|\:)"""     ,      lines[line_index]				) is None
            ):
                  line_index += 1
            indent += "    "
            line_index += 1

      if line_index >= len(lowerCAmelCase__				):
            raise ValueError(f""" {object_name} does not match any function or class in {module}."""				)

      # We found the beginning of the class / func, now let's find the end (when the indent diminishes).
      UpperCAmelCase_      			=							line_index
      while line_index < len(lowerCAmelCase__				) and _should_continue(lines[line_index]     ,      lowerCAmelCase__				):
            line_index += 1
      # Clean up empty lines at the end (if any).
      while len(lines[line_index - 1]				) <= 1:
            line_index -= 1

      UpperCAmelCase_      			=							lines[start_index:line_index]
      return "".join(lowerCAmelCase__				)


lowerCamelCase       	=						re.compile(r"""^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)""")
lowerCamelCase       	=						re.compile(r"""^\s*(\S+)->(\S+)(\s+.*|$)""")
lowerCamelCase       	=						re.compile(r"""<FILL\s+[^>]*>""")
def        a__     (				lowerCAmelCase__				):
      UpperCAmelCase_      			=							code.split("\n"				)
      UpperCAmelCase_      			=							0
      while idx < len(lowerCAmelCase__				) and len(lines[idx]				) == 0:
            idx += 1
      if idx < len(lowerCAmelCase__				):
            return re.search(r"^(\s*)\S"     ,      lines[idx]				).groups()[0]
      return ""
def        a__     (				lowerCAmelCase__				):
      UpperCAmelCase_      			=							len(get_indent(lowerCAmelCase__				)				) > 0
      if has_indent:
            UpperCAmelCase_      			=							f"""class Bla:\n{code}"""
      UpperCAmelCase_      			=							black.Mode(target_versions={black.TargetVersion.PYaa}     ,      line_length=119     ,      preview=lowerCAmelCase__				)
      UpperCAmelCase_      			=							black.format_str(lowerCAmelCase__     ,      mode=lowerCAmelCase__				)
      UpperCAmelCase_			,   UpperCAmelCase_      			=							style_docstrings_in_code(lowerCAmelCase__				)
      return result[len("class Bla:\n"				) :] if has_indent else result
def        a__     (				lowerCAmelCase__     ,      lowerCAmelCase__=False				):
      with open(lowerCAmelCase__     ,      "r"     ,      encoding="utf-8"     ,      newline="\n"				) as f:
            UpperCAmelCase_      			=							f.readlines()
      UpperCAmelCase_      			=							[]
      UpperCAmelCase_      			=							0
      # Not a for loop cause `lines` is going to change (if `overwrite=True`).
      while line_index < len(lowerCAmelCase__				):
            UpperCAmelCase_      			=							_re_copy_warning.search(lines[line_index]				)
            if search is None:
                  line_index += 1
                  continue

            # There is some copied code here, let's retrieve the original.
            UpperCAmelCase_			,   UpperCAmelCase_			,   UpperCAmelCase_      			=							search.groups()
            UpperCAmelCase_      			=							find_code_in_diffusers(lowerCAmelCase__				)
            UpperCAmelCase_      			=							get_indent(lowerCAmelCase__				)

            UpperCAmelCase_      			=							line_index + 1 if indent == theoretical_indent else line_index + 2
            UpperCAmelCase_      			=							theoretical_indent
            UpperCAmelCase_      			=							start_index

            # Loop to check the observed code, stop when indentation diminishes or if we see a End copy comment.
            UpperCAmelCase_      			=							True
            while line_index < len(lowerCAmelCase__				) and should_continue:
                  line_index += 1
                  if line_index >= len(lowerCAmelCase__				):
                        break
                  UpperCAmelCase_      			=							lines[line_index]
                  UpperCAmelCase_      			=							_should_continue(lowerCAmelCase__     ,      lowerCAmelCase__				) and re.search(f"""^{indent}# End copy"""     ,      lowerCAmelCase__				) is None
            # Clean up empty lines at the end (if any).
            while len(lines[line_index - 1]				) <= 1:
                  line_index -= 1

            UpperCAmelCase_      			=							lines[start_index:line_index]
            UpperCAmelCase_      			=							"".join(lowerCAmelCase__				)

            # Remove any nested `Copied from` comments to avoid circular copies
            UpperCAmelCase_      			=							[line for line in theoretical_code.split("\n"				) if _re_copy_warning.search(lowerCAmelCase__				) is None]
            UpperCAmelCase_      			=							"\n".join(lowerCAmelCase__				)

            # Before comparing, use the `replace_pattern` on the original code.
            if len(lowerCAmelCase__				) > 0:
                  UpperCAmelCase_      			=							replace_pattern.replace("with"     ,      ""				).split(","				)
                  UpperCAmelCase_      			=							[_re_replace_pattern.search(lowerCAmelCase__				) for p in patterns]
                  for pattern in patterns:
                        if pattern is None:
                              continue
                        UpperCAmelCase_			,   UpperCAmelCase_			,   UpperCAmelCase_      			=							pattern.groups()
                        UpperCAmelCase_      			=							re.sub(lowerCAmelCase__     ,      lowerCAmelCase__     ,      lowerCAmelCase__				)
                        if option.strip() == "all-casing":
                              UpperCAmelCase_      			=							re.sub(obja.lower()     ,      obja.lower()     ,      lowerCAmelCase__				)
                              UpperCAmelCase_      			=							re.sub(obja.upper()     ,      obja.upper()     ,      lowerCAmelCase__				)

            # Blackify after replacement. To be able to do that, we need the header (class or function definition)
            # from the previous line
                  UpperCAmelCase_      			=							blackify(lines[start_index - 1] + theoretical_code				)
                  UpperCAmelCase_      			=							theoretical_code[len(lines[start_index - 1]				) :]

            # Test for a diff and act accordingly.
            if observed_code != theoretical_code:
                  diffs.append([object_name, start_index]				)
                  if overwrite:
                        UpperCAmelCase_      			=							lines[:start_index] + [theoretical_code] + lines[line_index:]
                        UpperCAmelCase_      			=							start_index + 1

      if overwrite and len(lowerCAmelCase__				) > 0:
            # Warn the user a file has been modified.
            print(f"""Detected changes, rewriting {filename}."""				)
            with open(lowerCAmelCase__     ,      "w"     ,      encoding="utf-8"     ,      newline="\n"				) as f:
                  f.writelines(lowerCAmelCase__				)
      return diffs
def        a__     (				lowerCAmelCase__ = False				):
      UpperCAmelCase_      			=							glob.glob(os.path.join(lowerCAmelCase__     ,      "**/*.py"				)     ,      recursive=lowerCAmelCase__				)
      UpperCAmelCase_      			=							[]
      for filename in all_files:
            UpperCAmelCase_      			=							is_copy_consistent(lowerCAmelCase__     ,      lowerCAmelCase__				)
            diffs += [f"""- {filename}: copy does not match {d[0]} at line {d[1]}""" for d in new_diffs]
      if not overwrite and len(lowerCAmelCase__				) > 0:
            UpperCAmelCase_      			=							"\n".join(lowerCAmelCase__				)
            raise Exception(
                "Found the following copy inconsistencies:\n"
                + diff
                + "\nRun `make fix-copies` or `python utils/check_copies.py --fix_and_overwrite` to fix them."				)


if __name__ == "__main__":
  lowerCamelCase       	=						argparse.ArgumentParser()
  parser.add_argument("""--fix_and_overwrite""", action="""store_true""", help="""Whether to fix inconsistencies.""")
  lowerCamelCase       	=						parser.parse_args()

  check_copies(args.fix_and_overwrite)




