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






def    __SCREAMING_SNAKE_CASE (    _SCREAMING_SNAKE_CASE ):
							_snake_case  =    object_name.split(""".""" )
							_snake_case  =    0

							# First let's find the module where our object lives.
							_snake_case  =    parts[i]
							while i < len(_snake_case ) and not os.path.isfile(os.path.join(_snake_case				,   f"""{module}.py""" ) ):
														i += 1
														if i < len(_snake_case ):
																					_snake_case  =    os.path.join(_snake_case				,   parts[i] )
							if i >= len(_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(_snake_case				,   f"""{module}.py""" )				,   """r"""				,   encoding="""utf-8"""				,   newline="""\n""" ) as f:
														_snake_case  =    f.readlines()

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

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


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






def    __SCREAMING_SNAKE_CASE (    _SCREAMING_SNAKE_CASE ):
							_snake_case  =    len(get_indent(_snake_case ) ) > 0
							if has_indent:
														_snake_case  =    f"""class Bla:\n{code}"""
							_snake_case  =    black.Mode(target_versions={black.TargetVersion.PYaa}				,   line_length=119				,   preview=_snake_case )
							_snake_case  =    black.format_str(_snake_case				,   mode=_snake_case )
							_snake_case,				_snake_case  =    style_docstrings_in_code(_snake_case )
							return result[len("""class Bla:\n""" ) :] if has_indent else result






def    __SCREAMING_SNAKE_CASE (    _SCREAMING_SNAKE_CASE				,   _SCREAMING_SNAKE_CASE=False ):


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

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

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

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

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

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

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

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






def    __SCREAMING_SNAKE_CASE (    _SCREAMING_SNAKE_CASE = False ):
							_snake_case  =    glob.glob(os.path.join(_snake_case				,   """**/*.py""" )				,   recursive=_snake_case )
							_snake_case  =    []
							for filename in all_files:
														_snake_case  =    is_copy_consistent(_snake_case				,   _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(_snake_case ) > 0:
														_snake_case  =    """\n""".join(_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__":
				__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)





"""simple docstring"""

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


a							      =     logging.get_logger(__name__)

a							      =     {
    '''facebook/vit-mae-base''': '''https://huggingface.co/facebook/vit-mae-base/resolve/main/config.json''',
    # See all ViT MAE models at https://huggingface.co/models?filter=vit-mae
}





class 							lowercase_			(	__lowerCAmelCase				):



 '''simple docstring'''
 UpperCAmelCase       :	int     =      '''vit_mae'''

 def __init__(					self			:			Union[str, Any]       ,				_UpperCAmelCase			:			Optional[int]=768       ,				_UpperCAmelCase			:			Tuple=12       ,				_UpperCAmelCase			:			Optional[Any]=12       ,				_UpperCAmelCase			:			Optional[int]=3_072       ,				_UpperCAmelCase			:			Any="gelu"       ,				_UpperCAmelCase			:			Optional[Any]=0.0       ,				_UpperCAmelCase			:			Optional[int]=0.0       ,				_UpperCAmelCase			:			Dict=0.02       ,				_UpperCAmelCase			:			List[Any]=1E-1_2       ,				_UpperCAmelCase			:			Optional[Any]=224       ,				_UpperCAmelCase			:			int=16       ,				_UpperCAmelCase			:			str=3       ,				_UpperCAmelCase			:			Tuple=True       ,				_UpperCAmelCase			:			int=16       ,				_UpperCAmelCase			:			str=512       ,				_UpperCAmelCase			:			int=8       ,				_UpperCAmelCase			:			List[Any]=2_048       ,				_UpperCAmelCase			:			Optional[Any]=0.75       ,				_UpperCAmelCase			:			List[str]=False       ,				**_UpperCAmelCase			:			Union[str, Any]       ,				):
       super().__init__(**_UpperCAmelCase						)

       _A     =  hidden_size
       _A     =  num_hidden_layers
       _A     =  num_attention_heads
       _A     =  intermediate_size
       _A     =  hidden_act
       _A     =  hidden_dropout_prob
       _A     =  attention_probs_dropout_prob
       _A     =  initializer_range
       _A     =  layer_norm_eps
       _A     =  image_size
       _A     =  patch_size
       _A     =  num_channels
       _A     =  qkv_bias
       _A     =  decoder_num_attention_heads
       _A     =  decoder_hidden_size
       _A     =  decoder_num_hidden_layers
       _A     =  decoder_intermediate_size
       _A     =  mask_ratio
       _A     =  norm_pix_loss

