




'''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			:				Optional[Any] 			=					"src/diffusers"
lowerCamelCase			:				Optional[Any] 			=					"."


# This is to make sure the diffusers module imported is the one in the repo.
lowerCamelCase			:				Tuple 			=					importlib.util.spec_from_file_location(
    "diffusers",
    os.path.join(DIFFUSERS_PATH, "__init__.py"),
    submodule_search_locations=[DIFFUSERS_PATH],
)
lowerCamelCase			:				Optional[int] 			=					spec.loader.load_module()


def 	_lowerCAmelCase (						_UpperCamelCase						:					List[Any]							,			_UpperCamelCase						:					Dict    )				->      int:
     """simple docstring"""




     return line.startswith(_UpperCamelCase    ) or len(_UpperCamelCase    ) <= 1 or re.search(r'^\s*\)(\s*->.*:|:)\s*$'							,			_UpperCamelCase    ) is not None


def 	_lowerCAmelCase (						_UpperCamelCase						:					List[Any]    )				->      str:
     """simple docstring"""




     _SCREAMING_SNAKE_CASE							   =object_name.split('.'    )
     _SCREAMING_SNAKE_CASE							   =0

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

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

     # Now let's find the class / func in the code!
     _SCREAMING_SNAKE_CASE							   =''
     _SCREAMING_SNAKE_CASE							   =0
     for name in parts[i + 1 :]:
          while (
              line_index < len(_UpperCamelCase    ) 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(_UpperCamelCase    ):
          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).
     _SCREAMING_SNAKE_CASE							   =line_index
     while line_index < len(_UpperCamelCase    ) and _should_continue(lines[line_index]							,			_UpperCamelCase    ):
          line_index += 1
     # Clean up empty lines at the end (if any).
     while len(lines[line_index - 1]    ) <= 1:
          line_index -= 1

     _SCREAMING_SNAKE_CASE							   =lines[start_index:line_index]
     return "".join(_UpperCamelCase    )


lowerCamelCase			:				Any 			=					re.compile(r"^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)")
lowerCamelCase			:				Optional[int] 			=					re.compile(r"^\s*(\S+)->(\S+)(\s+.*|$)")
lowerCamelCase			:				Tuple 			=					re.compile(r"<FILL\s+[^>]*>")


def 	_lowerCAmelCase (						_UpperCamelCase						:					Dict    )				->      Optional[int]:
     """simple docstring"""




     _SCREAMING_SNAKE_CASE							   =code.split('\n'    )
     _SCREAMING_SNAKE_CASE							   =0
     while idx < len(_UpperCamelCase    ) and len(lines[idx]    ) == 0:
          idx += 1
     if idx < len(_UpperCamelCase    ):
          return re.search(r'^(\s*)\S'							,			lines[idx]    ).groups()[0]
     return ""


def 	_lowerCAmelCase (						_UpperCamelCase						:					Union[str, Any]    )				->      Union[str, Any]:
     """simple docstring"""




     _SCREAMING_SNAKE_CASE							   =len(get_indent(_UpperCamelCase    )    ) > 0
     if has_indent:
          _SCREAMING_SNAKE_CASE							   =f"class Bla:\n{code}"
     _SCREAMING_SNAKE_CASE							   =black.Mode(target_versions={black.TargetVersion.PYaa}							,			line_length=1_19							,			preview=_UpperCamelCase    )
     _SCREAMING_SNAKE_CASE							   =black.format_str(_UpperCamelCase							,			mode=_UpperCamelCase    )
     _SCREAMING_SNAKE_CASE   ,						_SCREAMING_SNAKE_CASE							   =style_docstrings_in_code(_UpperCamelCase    )
     return result[len('class Bla:\n'    ) :] if has_indent else result


def 	_lowerCAmelCase (						_UpperCamelCase						:					Union[str, Any]							,			_UpperCamelCase						:					List[Any]=False    )				->      List[str]:
     """simple docstring"""




     with open(_UpperCamelCase							,			'r'							,			encoding='utf-8'							,			newline='\n'    ) as f:
          _SCREAMING_SNAKE_CASE							   =f.readlines()
     _SCREAMING_SNAKE_CASE							   =[]
     _SCREAMING_SNAKE_CASE							   =0
     # Not a for loop cause `lines` is going to change (if `overwrite=True`).
     while line_index < len(_UpperCamelCase    ):
          _SCREAMING_SNAKE_CASE							   =_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.
          _SCREAMING_SNAKE_CASE   ,						_SCREAMING_SNAKE_CASE   ,						_SCREAMING_SNAKE_CASE							   =search.groups()
          _SCREAMING_SNAKE_CASE							   =find_code_in_diffusers(_UpperCamelCase    )
          _SCREAMING_SNAKE_CASE							   =get_indent(_UpperCamelCase    )

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

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

          _SCREAMING_SNAKE_CASE							   =lines[start_index:line_index]
          _SCREAMING_SNAKE_CASE							   =''.join(_UpperCamelCase    )

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

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

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

     if overwrite and len(_UpperCamelCase    ) > 0:
          # Warn the user a file has been modified.
          print(f"Detected changes, rewriting {filename}."    )
          with open(_UpperCamelCase							,			'w'							,			encoding='utf-8'							,			newline='\n'    ) as f:
               f.writelines(_UpperCamelCase    )
     return diffs


def 	_lowerCAmelCase (						_UpperCamelCase						:					bool = False    )				->      Optional[Any]:
     """simple docstring"""




     _SCREAMING_SNAKE_CASE							   =glob.glob(os.path.join(_UpperCamelCase							,			'**/*.py'    )							,			recursive=_UpperCamelCase    )
     _SCREAMING_SNAKE_CASE							   =[]
     for filename in all_files:
          _SCREAMING_SNAKE_CASE							   =is_copy_consistent(_UpperCamelCase							,			_UpperCamelCase    )
          diffs += [f"- {filename}: copy does not match {d[0]} at line {d[1]}" for d in new_diffs]
     if not overwrite and len(_UpperCamelCase    ) > 0:
          _SCREAMING_SNAKE_CASE							   ='\n'.join(_UpperCamelCase    )
          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			:				Union[str, Any] 			=					argparse.ArgumentParser()
     parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.")
     lowerCamelCase			:				Tuple 			=					parser.parse_args()

     check_copies(args.fix_and_overwrite)



'''simple docstring'''
from collections import OrderedDict
from typing import Mapping

from packaging import version

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


lowerCamelCase			:				Any 			=					logging.get_logger(__name__)

lowerCamelCase			:				int 			=					{
    "facebook/data2vec-vision-base-ft": (
        "https://huggingface.co/facebook/data2vec-vision-base-ft/resolve/main/config.json"
    ),
}







class 							A__   (	A__  ):
  A__					=    'data2vec-vision'





  def __init__(		self				:     str							, _a				:     Optional[int]=768							, _a				:     List[str]=12							, _a				:     Any=12							, _a				:     Tuple=3072							, _a				:     Optional[Any]="gelu"							, _a				:     Tuple=0.0							, _a				:     str=0.0							, _a				:     Dict=0.02							, _a				:     int=1e-12							, _a				:     List[str]=224							, _a				:     str=16							, _a				:     Dict=3							, _a				:     int=False							, _a				:     List[str]=False							, _a				:     str=False							, _a				:     str=False							, _a				:     Optional[int]=0.1							, _a				:     List[str]=0.1							, _a				:     Dict=True							, _a				:     str=[3, 5, 7, 11]							, _a				:     List[Any]=[1, 2, 3, 6]							, _a				:     Any=True							, _a				:     Optional[Any]=0.4							, _a				:     str=256							, _a				:     Dict=1							, _a				:     List[str]=False							, _a				:     List[Any]=255							, **_a				:     Any							, )     ->   Optional[Any]:





       '''simple docstring'''






       super().__init__(**_a			)

       _SCREAMING_SNAKE_CASE							   =hidden_size
       _SCREAMING_SNAKE_CASE							   =num_hidden_layers
       _SCREAMING_SNAKE_CASE							   =num_attention_heads
       _SCREAMING_SNAKE_CASE							   =intermediate_size
       _SCREAMING_SNAKE_CASE							   =hidden_act
       _SCREAMING_SNAKE_CASE							   =hidden_dropout_prob
       _SCREAMING_SNAKE_CASE							   =attention_probs_dropout_prob
       _SCREAMING_SNAKE_CASE							   =initializer_range
       _SCREAMING_SNAKE_CASE							   =layer_norm_eps

       _SCREAMING_SNAKE_CASE							   =image_size
       _SCREAMING_SNAKE_CASE							   =patch_size
       _SCREAMING_SNAKE_CASE							   =num_channels
       _SCREAMING_SNAKE_CASE							   =use_mask_token
       _SCREAMING_SNAKE_CASE							   =use_absolute_position_embeddings
       _SCREAMING_SNAKE_CASE							   =use_relative_position_bias
       _SCREAMING_SNAKE_CASE							   =use_shared_relative_position_bias
       _SCREAMING_SNAKE_CASE							   =layer_scale_init_value
       _SCREAMING_SNAKE_CASE							   =drop_path_rate
       _SCREAMING_SNAKE_CASE							   =use_mean_pooling
       # decode head attributes (semantic segmentation)
       _SCREAMING_SNAKE_CASE							   =out_indices
       _SCREAMING_SNAKE_CASE							   =pool_scales
       # auxiliary head attributes (semantic segmentation)
       _SCREAMING_SNAKE_CASE							   =use_auxiliary_head
       _SCREAMING_SNAKE_CASE							   =auxiliary_loss_weight
       _SCREAMING_SNAKE_CASE							   =auxiliary_channels
       _SCREAMING_SNAKE_CASE							   =auxiliary_num_convs
       _SCREAMING_SNAKE_CASE							   =auxiliary_concat_input
       _SCREAMING_SNAKE_CASE							   =semantic_loss_ignore_index







class 							A__   (	A__  ):
  A__					=    version.parse('1.11'  )





  @property
  def 						A  (		self				:     str			)     ->   Mapping[str, Mapping[int, str]]:





       '''simple docstring'''






       return OrderedDict(
           [
               ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
           ]			)





  @property
  def 						A  (		self				:     List[Any]			)     ->   float:





       '''simple docstring'''






       return 1e-4
