





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
lowercase_					     =	"""src/diffusers"""
lowercase_					     =	"""."""


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




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	)       ->     Any:
   return line.startswith(__SCREAMING_SNAKE_CASE	) or len(__SCREAMING_SNAKE_CASE	) <= 1 or re.search(R'^\s*\)(\s*->.*:|:)\s*$'	,		__SCREAMING_SNAKE_CASE	) is not None




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     List[Any]:
   lowercase__			    =						object_name.split('.'	)
   lowercase__			    =						0

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

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

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

   lowercase__			    =						lines[start_index:line_index]
   return "".join(__SCREAMING_SNAKE_CASE	)


lowercase_					     =	re.compile(R"""^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)""")
lowercase_					     =	re.compile(R"""^\s*(\S+)->(\S+)(\s+.*|$)""")
lowercase_					     =	re.compile(R"""<FILL\s+[^>]*>""")




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     int:
   lowercase__			    =						code.split('\n'	)
   lowercase__			    =						0
   while idx < len(__SCREAMING_SNAKE_CASE	) and len(lines[idx]	) == 0:
      idx += 1
   if idx < len(__SCREAMING_SNAKE_CASE	):
      return re.search(R'^(\s*)\S'	,		lines[idx]	).groups()[0]
   return ""




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Union[str, Any]:
   lowercase__			    =						len(get_indent(__SCREAMING_SNAKE_CASE	)	) > 0
   if has_indent:
      lowercase__			    =						F"""class Bla:\n{code}"""
   lowercase__			    =						black.Mode(target_versions={black.TargetVersion.PYaa}	,		line_length=119	,		preview=__SCREAMING_SNAKE_CASE	)
   lowercase__			    =						black.format_str(__SCREAMING_SNAKE_CASE	,		mode=__SCREAMING_SNAKE_CASE	)
   lowercase__			    =						style_docstrings_in_code(__SCREAMING_SNAKE_CASE	)
   return result[len('class Bla:\n'	) :] if has_indent else result




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE=False	)       ->     Any:






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

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

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

      lowercase__			    =						lines[start_index:line_index]
      lowercase__			    =						"".join(__SCREAMING_SNAKE_CASE	)

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

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

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

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




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

      check_copies(args.fix_and_overwrite)









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


lowercase_					     =	logging.get_logger(__name__)

lowercase_					     =	{
    """facebook/deit-base-distilled-patch16-224""": (
        """https://huggingface.co/facebook/deit-base-patch16-224/resolve/main/config.json"""
    ),
    # See all DeiT models at https://huggingface.co/models?filter=deit
}
class        SCREAMING_SNAKE_CASE     (UpperCAmelCase   ):
   _UpperCamelCase					:	Any				      = 'deit'


   def __init__(					self    :       Any    ,  a    :       Union[str, Any]=768    ,  a    :       Optional[Any]=12    ,  a    :       Union[str, Any]=12    ,  a    :       Optional[int]=3_072    ,  a    :       Optional[int]="gelu"    ,  a    :       Optional[Any]=0.0    ,  a    :       List[Any]=0.0    ,  a    :       int=0.02    ,  a    :       List[str]=1E-1_2    ,  a    :       Optional[int]=224    ,  a    :       Tuple=16    ,  a    :       List[Any]=3    ,  a    :       List[str]=True    ,  a    :       Any=16    ,  **a    :       Union[str, Any]    ,  )->     int:





     """simple docstring"""







     super().__init__(**a )

     lowercase__			    =						hidden_size
     lowercase__			    =						num_hidden_layers
     lowercase__			    =						num_attention_heads
     lowercase__			    =						intermediate_size
     lowercase__			    =						hidden_act
     lowercase__			    =						hidden_dropout_prob
     lowercase__			    =						attention_probs_dropout_prob
     lowercase__			    =						initializer_range
     lowercase__			    =						layer_norm_eps
     lowercase__			    =						image_size
     lowercase__			    =						patch_size
     lowercase__			    =						num_channels
     lowercase__			    =						qkv_bias
     lowercase__			    =						encoder_stride






class        SCREAMING_SNAKE_CASE     (UpperCAmelCase   ):
   _UpperCamelCase					:	List[Any]				      = version.parse('1.11'   )


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





     """simple docstring"""







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


   @property
   def  SCREAMING_SNAKE_CASE_							(					self    :       Any )->     float:





     """simple docstring"""







     return 1E-4


