

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
a		="""src/diffusers"""
a		="""."""


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






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






def    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__			)  ->     List[Any]:
	__lowerCamelCase				:				List[Any]					       = object_name.split('.'			)
	__lowerCamelCase				:				List[Any]					       = 0

	# First let's find the module where our object lives.
	__lowerCamelCase				:				Union[str, Any]					       = parts[i]
	while i < len(lowerCamelCase__			) and not os.path.isfile(os.path.join(lowerCamelCase__	, F"{module}.py"			)			):
		i += 1
		if i < len(lowerCamelCase__			):
			__lowerCamelCase				:				Dict					       = 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:
		__lowerCamelCase				:				List[Any]					       = f.readlines()

	# Now let's find the class / func in the code!
	__lowerCamelCase				:				str					       = ''
	__lowerCamelCase				:				Optional[int]					       = 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).
	__lowerCamelCase				:				Union[str, Any]					       = 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

	__lowerCamelCase				:				List[str]					       = lines[start_index:line_index]
	return "".join(lowerCamelCase__			)


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






def    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__			)  ->     List[str]:
	__lowerCamelCase				:				Dict					       = code.split('\n'			)
	__lowerCamelCase				:				Tuple					       = 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    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__			)  ->     Tuple:
	__lowerCamelCase				:				Any					       = len(get_indent(lowerCamelCase__			)			) > 0
	if has_indent:
		__lowerCamelCase				:				Optional[Any]					       = F"class Bla:\n{code}"
	__lowerCamelCase				:				List[Any]					       = black.Mode(target_versions={black.TargetVersion.PYaa}	, line_length=1_1_9	, preview=lowerCamelCase__			)
	__lowerCamelCase				:				Any					       = black.format_str(lowerCamelCase__	, mode=lowerCamelCase__			)
	__lowerCamelCase       , __lowerCamelCase				:				Optional[Any]					       = style_docstrings_in_code(lowerCamelCase__			)
	return result[len('class Bla:\n'			) :] if has_indent else result






def    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__	, lowerCamelCase__=False			)  ->     int:
	with open(lowerCamelCase__	, 'r'	, encoding='utf-8'	, newline='\n'			) as f:
		__lowerCamelCase				:				Dict					       = f.readlines()
	__lowerCamelCase				:				Any					       = []
	__lowerCamelCase				:				Optional[int]					       = 0
	# Not a for loop cause `lines` is going to change (if `overwrite=True`).
	while line_index < len(lowerCamelCase__			):
		__lowerCamelCase				:				Dict					       = _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.
		__lowerCamelCase       , __lowerCamelCase       , __lowerCamelCase				:				List[str]					       = search.groups()
		__lowerCamelCase				:				Any					       = find_code_in_diffusers(lowerCamelCase__			)
		__lowerCamelCase				:				List[Any]					       = get_indent(lowerCamelCase__			)

		__lowerCamelCase				:				List[Any]					       = line_index + 1 if indent == theoretical_indent else line_index + 2
		__lowerCamelCase				:				Optional[Any]					       = theoretical_indent
		__lowerCamelCase				:				Tuple					       = start_index

		# Loop to check the observed code, stop when indentation diminishes or if we see a End copy comment.
		__lowerCamelCase				:				int					       = True
		while line_index < len(lowerCamelCase__			) and should_continue:
			line_index += 1
			if line_index >= len(lowerCamelCase__			):
				break
			__lowerCamelCase				:				Any					       = lines[line_index]
			__lowerCamelCase				:				List[str]					       = _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

		__lowerCamelCase				:				int					       = lines[start_index:line_index]
		__lowerCamelCase				:				List[Any]					       = ''.join(lowerCamelCase__			)

		# Remove any nested `Copied from` comments to avoid circular copies
		__lowerCamelCase				:				int					       = [line for line in theoretical_code.split('\n'			) if _re_copy_warning.search(lowerCamelCase__			) is None]
		__lowerCamelCase				:				Union[str, Any]					       = '\n'.join(lowerCamelCase__			)

		# Before comparing, use the `replace_pattern` on the original code.
		if len(lowerCamelCase__			) > 0:
			__lowerCamelCase				:				int					       = replace_pattern.replace('with'	, ''			).split(','			)
			__lowerCamelCase				:				Optional[Any]					       = [_re_replace_pattern.search(lowerCamelCase__			) for p in patterns]
			for pattern in patterns:
				if pattern is None:
					continue
				__lowerCamelCase       , __lowerCamelCase       , __lowerCamelCase				:				Tuple					       = pattern.groups()
				__lowerCamelCase				:				List[Any]					       = re.sub(lowerCamelCase__	, lowerCamelCase__	, lowerCamelCase__			)
				if option.strip() == "all-casing":
					__lowerCamelCase				:				Union[str, Any]					       = re.sub(obja.lower()	, obja.lower()	, lowerCamelCase__			)
					__lowerCamelCase				:				Dict					       = 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
			__lowerCamelCase				:				Dict					       = blackify(lines[start_index - 1] + theoretical_code			)
			__lowerCamelCase				:				Any					       = 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:
				__lowerCamelCase				:				List[str]					       = lines[:start_index] + [theoretical_code] + lines[line_index:]
				__lowerCamelCase				:				Optional[int]					       = 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    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__ = False			)  ->     Any:
	__lowerCamelCase				:				List[str]					       = glob.glob(os.path.join(lowerCamelCase__	, '**/*.py'			)	, recursive=lowerCamelCase__			)
	__lowerCamelCase				:				Any					       = []
	for filename in all_files:
		__lowerCamelCase				:				str					       = 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:
		__lowerCamelCase				:				Union[str, Any]					       = '\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__":
					a		=argparse.ArgumentParser()
					parser.add_argument("""--fix_and_overwrite""", action="""store_true""", help="""Whether to fix inconsistencies.""")
					a		=parser.parse_args()

					check_copies(args.fix_and_overwrite)











from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


__lowerCamelCase       :     str   =     logging.get_logger(__name__)

__lowerCamelCase       :     str   =     {
    """facebook/convnextv2-tiny-1k-224""": """https://huggingface.co/facebook/convnextv2-tiny-1k-224/resolve/main/config.json""",
}



class 					A__   (       __snake_case       ,   __snake_case			):
      _UpperCAmelCase	:Optional[int]						    =   'convnextv2'





      def __init__( self       ,							A_=3       ,							A_=4       ,							A_=4       ,							A_=None       ,							A_=None       ,							A_="gelu"       ,							A_=0.02       ,							A_=1e-12       ,							A_=0.0       ,							A_=224       ,							A_=None       ,							A_=None       ,							**A_       ,							):
       '''simple docstring'''




       super().__init__(**A_   )

       UpperCamelCase	:					Dict       	=   num_channels
       UpperCamelCase	:					Union[str, Any]       	=   patch_size
       UpperCamelCase	:					Union[str, Any]       	=   num_stages
       UpperCamelCase	:					List[Any]       	=   [96, 192, 384, 768] if hidden_sizes is None else hidden_sizes
       UpperCamelCase	:					List[str]       	=   [3, 3, 9, 3] if depths is None else depths
       UpperCamelCase	:					Dict       	=   hidden_act
       UpperCamelCase	:					Union[str, Any]       	=   initializer_range
       UpperCamelCase	:					Tuple       	=   layer_norm_eps
       UpperCamelCase	:					str       	=   drop_path_rate
       UpperCamelCase	:					List[str]       	=   image_size
       UpperCamelCase	:					List[str]       	=   ["stem"] + [F"""stage{idx}""" for idx in range(1       ,							len(self.depths   ) + 1   )]
       UpperCamelCase	,    UpperCamelCase	:					str       	=   get_aligned_output_features_output_indices(
           out_features=A_       ,							out_indices=A_       ,							stage_names=self.stage_names   )
