

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 a(lowercase__			, lowercase__	):





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





def a(lowercase__	):





	'''simple docstring'''
	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(lowercase__	) and not os.path.isfile(os.path.join(lowercase__			, f"""{module}.py"""	)	):
		i += 1
		if i < len(lowercase__	):
			snake_case_      		= os.path.join(lowercase__			, parts[i]	)
	if i >= len(lowercase__	):
		raise ValueError(f"""`object_name` should begin with the name of a module of diffusers but got {object_name}."""	)

	with open(os.path.join(lowercase__			, 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(lowercase__	) 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(lowercase__	):
		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(lowercase__	) and _should_continue(lines[line_index]			, lowercase__	):
		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(lowercase__	)


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 a(lowercase__	):





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





def a(lowercase__	):





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





def a(lowercase__			, lowercase__=False	):





	'''simple docstring'''
	with open(lowercase__			, '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(lowercase__	):
		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(lowercase__	)
		snake_case_      		= get_indent(lowercase__	)

		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(lowercase__	) and should_continue:
			line_index += 1
			if line_index >= len(lowercase__	):
				break
			snake_case_      		= lines[line_index]
			snake_case_      		= _should_continue(lowercase__			, lowercase__	) and re.search(f"""^{indent}# End copy"""			, lowercase__	) 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(lowercase__	)

		# 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(lowercase__	) is None]
		snake_case_      		= '\n'.join(lowercase__	)

		# Before comparing, use the `replace_pattern` on the original code.
		if len(lowercase__	) > 0:
			snake_case_      		= replace_pattern.replace('with'			, ''	).split(','	)
			snake_case_      		= [_re_replace_pattern.search(lowercase__	) 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(lowercase__			, lowercase__			, lowercase__	)
				if option.strip() == "all-casing":
					snake_case_      		= re.sub(obja.lower()			, obja.lower()			, lowercase__	)
					snake_case_      		= re.sub(obja.upper()			, obja.upper()			, lowercase__	)

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





def a(lowercase__ = False	):





	'''simple docstring'''
	snake_case_      		= glob.glob(os.path.join(lowercase__			, '**/*.py'	)			, recursive=lowercase__	)
	snake_case_      		= []
	for filename in all_files:
		snake_case_      		= is_copy_consistent(lowercase__			, lowercase__	)
		diffs += [f"""- {filename}: copy does not match {d[0]} at line {d[1]}""" for d in new_diffs]
	if not overwrite and len(lowercase__	) > 0:
		snake_case_      		= '\n'.join(lowercase__	)
		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


A											=     logging.get_logger(__name__)

A											=     {
    'google/bit-50': 'https://huggingface.co/google/bit-50/resolve/main/config.json',
}


class SCREAMING_SNAKE_CASE  (		__snake_case							,						__snake_case							):






			"""simple docstring"""




			__A						  =  """bit"""
			__A						  =  ["""preactivation""", """bottleneck"""]
			__A						  =  ["""SAME""", """VALID"""]


			def __init__(    self ,				__UpperCamelCase=3 ,				__UpperCamelCase=64 ,				__UpperCamelCase=[2_56, 5_12, 10_24, 20_48] ,				__UpperCamelCase=[3, 4, 6, 3] ,				__UpperCamelCase="preactivation" ,				__UpperCamelCase="relu" ,				__UpperCamelCase=None ,				__UpperCamelCase=32 ,				__UpperCamelCase=0.0 ,				__UpperCamelCase=False ,				__UpperCamelCase=32 ,				__UpperCamelCase=1 ,				__UpperCamelCase=None ,				__UpperCamelCase=None ,				**__UpperCamelCase ,				):

				"""simple docstring"""


				super().__init__(**__UpperCamelCase							)
				if layer_type not in self.layer_types:
					raise ValueError(f"""layer_type={layer_type} is not one of {','.join(self.layer_types							)}"""							)
				if global_padding is not None:
					if global_padding.upper() in self.supported_padding:
						snake_case_      		= global_padding.upper()
					else:
						raise ValueError(f"""Padding strategy {global_padding} not supported"""							)
				snake_case_      		= num_channels
				snake_case_      		= embedding_size
				snake_case_      		= hidden_sizes
				snake_case_      		= depths
				snake_case_      		= layer_type
				snake_case_      		= hidden_act
				snake_case_      		= global_padding
				snake_case_      		= num_groups
				snake_case_      		= drop_path_rate
				snake_case_      		= embedding_dynamic_padding
				snake_case_      		= output_stride
				snake_case_      		= width_factor

				snake_case_      		= ['stem'] + [f"""stage{idx}""" for idx in range(1 ,				len(__UpperCamelCase							) + 1							)]
				snake_case_		,       snake_case_      		= get_aligned_output_features_output_indices(
				    out_features=__UpperCamelCase ,				out_indices=__UpperCamelCase ,				stage_names=self.stage_names							)
