





"""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
a		:				Any  			=    'src/diffusers'
a		:				Tuple  			=    '.'


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






def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					Any					, _lowercase		:					Tuple      )				->Dict:






	'''simple docstring'''






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






def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					Dict      )				->Any:






	'''simple docstring'''






	a   :	Tuple			=       object_name.split("."      )
	a   :	Optional[Any]			=       0

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

	# Now let's find the class / func in the code!
	a   :	Dict			=       ""
	a   :	Optional[int]			=       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).
	a   :	List[Any]			=       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

	a   :	int			=       lines[start_index:line_index]
	return "".join(_lowercase      )


a		:				Optional[int]  			=    re.compile(R'^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)')
a		:				List[str]  			=    re.compile(R'^\s*(\S+)->(\S+)(\s+.*|$)')
a		:				Any  			=    re.compile(R'<FILL\s+[^>]*>')






def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					Dict      )				->Dict:






	'''simple docstring'''






	a   :	List[str]			=       code.split("\n"      )
	a   :	Optional[Any]			=       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    _SCREAMING_SNAKE_CASE	(			_lowercase		:					Any      )				->Any:






	'''simple docstring'''






	a   :	Optional[Any]			=       len(get_indent(_lowercase      )      ) > 0
	if has_indent:
		a   :	Optional[Any]			=       F"""class Bla:\n{code}"""
	a   :	List[str]			=       black.Mode(target_versions={black.TargetVersion.PYaa}					, line_length=119					, preview=_lowercase      )
	a   :	List[Any]			=       black.format_str(_lowercase					, mode=_lowercase      )
	a, a   :	List[Any]			=       style_docstrings_in_code(_lowercase      )
	return result[len("class Bla:\n"      ) :] if has_indent else result






def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					int					, _lowercase		:					int=False      )				->Optional[int]:






	'''simple docstring'''






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

		a   :	Any			=       line_index + 1 if indent == theoretical_indent else line_index + 2
		a   :	str			=       theoretical_indent
		a   :	List[str]			=       start_index

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

		a   :	str			=       lines[start_index:line_index]
		a   :	int			=       "".join(_lowercase      )

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

		# Before comparing, use the `replace_pattern` on the original code.
		if len(_lowercase      ) > 0:
			a   :	int			=       replace_pattern.replace("with"					, ""      ).split(","      )
			a   :	List[Any]			=       [_re_replace_pattern.search(_lowercase      ) for p in patterns]
			for pattern in patterns:
				if pattern is None:
					continue
				a, a, a   :	Dict			=       pattern.groups()
				a   :	Any			=       re.sub(_lowercase					, _lowercase					, _lowercase      )
				if option.strip() == "all-casing":
					a   :	int			=       re.sub(obja.lower()					, obja.lower()					, _lowercase      )
					a   :	Tuple			=       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
			a   :	Optional[int]			=       blackify(lines[start_index - 1] + theoretical_code      )
			a   :	List[str]			=       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:
				a   :	List[Any]			=       lines[:start_index] + [theoretical_code] + lines[line_index:]
				a   :	Tuple			=       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    _SCREAMING_SNAKE_CASE	(			_lowercase		:					bool = False      )				->int:






	'''simple docstring'''






	a   :	Optional[Any]			=       glob.glob(os.path.join(_lowercase					, "**/*.py"      )					, recursive=_lowercase      )
	a   :	int			=       []
	for filename in all_files:
		a   :	List[Any]			=       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:
		a   :	Tuple			=       "\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		:				Any  			=    argparse.ArgumentParser()
		parser.add_argument('--fix_and_overwrite', action='store_true', help='Whether to fix inconsistencies.')
		a		:				Tuple  			=    parser.parse_args()

		check_copies(args.fix_and_overwrite)









"""simple docstring"""




import argparse
import os
from io import BytesIO
from pathlib import Path

import requests
from clip_retrieval.clip_client import ClipClient
from PIL import Image
from tqdm import tqdm






def    _SCREAMING_SNAKE_CASE	(			_lowercase		:					Optional[Any]					, _lowercase		:					List[str]					, _lowercase		:					Optional[Any]      )				->str:






	'''simple docstring'''






	a   :	Union[str, Any]			=       1.5
	a   :	List[str]			=       int(factor * num_class_images      )
	a   :	Optional[Any]			=       ClipClient(
	    url="https://knn.laion.ai/knn-service"					, indice_name="laion_400m"					, num_images=_lowercase					, aesthetic_weight=0.1      )

	os.makedirs(F"""{class_data_dir}/images"""					, exist_ok=_lowercase      )
	if len(list(Path(F"""{class_data_dir}/images"""      ).iterdir()      )      ) >= num_class_images:
		return

	while True:
		a   :	List[Any]			=       client.query(text=_lowercase      )
		if len(_lowercase      ) >= factor * num_class_images or num_images > 1E4:
			break
		else:
			a   :	Optional[int]			=       int(factor * num_images      )
			a   :	str			=       ClipClient(
			    url="https://knn.laion.ai/knn-service"					, indice_name="laion_400m"					, num_images=_lowercase					, aesthetic_weight=0.1					, )

	a   :	Optional[int]			=       0
	a   :	str			=       0
	a   :	Any			=       tqdm(desc="downloading real regularization images"					, total=_lowercase      )

	with open(F"""{class_data_dir}/caption.txt"""					, "w"      ) as fa, open(F"""{class_data_dir}/urls.txt"""					, "w"      ) as fa, open(
	    F"""{class_data_dir}/images.txt"""					, "w"      ) as fa:
		while total < num_class_images:
			a   :	Optional[Any]			=       class_images[count]
			count += 1
			try:
				a   :	str			=       requests.get(images["url"]      )
				if img.status_code == 200:
					a   :	int			=       Image.open(BytesIO(img.content      )      )
					with open(F"""{class_data_dir}/images/{total}.jpg"""					, "wb"      ) as f:
						f.write(img.content      )
					fa.write(images["caption"] + "\n"      )
					fa.write(images["url"] + "\n"      )
					fa.write(F"""{class_data_dir}/images/{total}.jpg""" + "\n"      )
					total += 1
					pbar.update(1      )
				else:
					continue
			except Exception:
				continue
	return






def    _SCREAMING_SNAKE_CASE	(			)				->Dict:






	'''simple docstring'''






	a   :	Optional[int]			=       argparse.ArgumentParser(""					, add_help=_lowercase      )
	parser.add_argument("--class_prompt"					, help="text prompt to retrieve images"					, required=_lowercase					, type=_lowercase      )
	parser.add_argument("--class_data_dir"					, help="path to save images"					, required=_lowercase					, type=_lowercase      )
	parser.add_argument("--num_class_images"					, help="number of images to download"					, default=200					, type=_lowercase      )
	return parser.parse_args()


if __name__ == "__main__":
		a		:				List[Any]  			=    parse_args()
		retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)


