
"""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_  :	Tuple 				=					"""src/diffusers"""
lowerCamelCase_  :	Dict 				=					"""."""


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







def     A__   (  lowerCamelCase       ,      lowerCamelCase  )					->		int:
				return line.startswith(_A  ) or len(_A  ) <= 1 or re.search(r"""^\s*\)(\s*->.*:|:)\s*$"""       ,      _A  ) is not None







def     A__   (  lowerCamelCase  )					->		Tuple:
				UpperCamelCase_:							Optional[Any]		=  object_name.split("""."""  )
				UpperCamelCase_:							Optional[Any]		=  0

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

				with open(os.path.join(_A       ,      F'''{module}.py'''  )       ,      """r"""       ,      encoding="""utf-8"""       ,      newline="""\n"""  ) as f:
								UpperCamelCase_:							List[Any]		=  f.readlines()

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

				UpperCamelCase_:							Dict		=  lines[start_index:line_index]
				return "".join(_A  )


lowerCamelCase_  :	Union[str, Any] 				=					re.compile(r"""^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)""")
lowerCamelCase_  :	Optional[int] 				=					re.compile(r"""^\s*(\S+)->(\S+)(\s+.*|$)""")
lowerCamelCase_  :	str 				=					re.compile(r"""<FILL\s+[^>]*>""")







def     A__   (  lowerCamelCase  )					->		str:
				UpperCamelCase_:							Optional[int]		=  code.split("""\n"""  )
				UpperCamelCase_:							Optional[Any]		=  0
				while idx < len(_A  ) and len(lines[idx]  ) == 0:
								idx += 1
				if idx < len(_A  ):
								return re.search(r"""^(\s*)\S"""       ,      lines[idx]  ).groups()[0]
				return ""







def     A__   (  lowerCamelCase  )					->		Any:
				UpperCamelCase_:							Optional[Any]		=  len(get_indent(_A  )  ) > 0
				if has_indent:
								UpperCamelCase_:							int		=  F'''class Bla:\n{code}'''
				UpperCamelCase_:							Union[str, Any]		=  black.Mode(target_versions={black.TargetVersion.PYaa}       ,      line_length=1_19       ,      preview=_A  )
				UpperCamelCase_:							List[str]		=  black.format_str(_A       ,      mode=_A  )
				UpperCamelCase_:							List[str]		=  style_docstrings_in_code(_A  )
				return result[len("""class Bla:\n"""  ) :] if has_indent else result







def     A__   (  lowerCamelCase       ,      lowerCamelCase=False  )					->		Dict:







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

								UpperCamelCase_:							str		=  line_index + 1 if indent == theoretical_indent else line_index + 2
								UpperCamelCase_:							Union[str, Any]		=  theoretical_indent
								UpperCamelCase_:							Dict		=  start_index

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

								UpperCamelCase_:							Union[str, Any]		=  lines[start_index:line_index]
								UpperCamelCase_:							Optional[int]		=  ''.join(_A  )

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

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

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

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







def     A__   (  lowerCamelCase = False  )					->		Dict:
				UpperCamelCase_:							Union[str, Any]		=  glob.glob(os.path.join(_A       ,      """**/*.py"""  )       ,      recursive=_A  )
				UpperCamelCase_:							Union[str, Any]		=  []
				for filename in all_files:
								UpperCamelCase_:							int		=  is_copy_consistent(_A       ,      _A  )
								diffs += [F'''- {filename}: copy does not match {d[0]} at line {d[1]}''' for d in new_diffs]
				if not overwrite and len(_A  ) > 0:
								UpperCamelCase_:							Any		=  '\n'.join(_A  )
								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_  :	Any 				=					argparse.ArgumentParser()
							parser.add_argument("""--fix_and_overwrite""", action="""store_true""", help="""Whether to fix inconsistencies.""")
							lowerCamelCase_  :	Tuple 				=					parser.parse_args()

							check_copies(args.fix_and_overwrite)








from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding

class     _UpperCamelCase			(   _A					):






			'''simple docstring'''

			__UpperCamelCase :  Union[str, Any]    =	["""image_processor""", """tokenizer"""]
			__UpperCamelCase :  List[Any]    =	"""AutoImageProcessor"""
			__UpperCamelCase :  Tuple    =	"""AutoTokenizer"""

			def __init__(    self	:    Any  ,		snake_case_	:    Optional[Any]  ,		snake_case_	:    Any ):
							super().__init__(snake_case_  ,		snake_case_ )
							UpperCamelCase_:							int		=  self.image_processor

			def __call__(    self	:    str  ,		snake_case_	:    Optional[int]=None  ,		snake_case_	:    int=None  ,		snake_case_	:    Dict=None  ,		**snake_case_	:    Optional[int] ):

							if text is None and images is None:
											raise ValueError("""You have to specify either text or images. Both cannot be none.""" )

							if text is not None:
											UpperCamelCase_:							List[Any]		=  self.tokenizer(snake_case_  ,		return_tensors=snake_case_  ,		**snake_case_ )

							if images is not None:
											UpperCamelCase_:							Any		=  self.image_processor(snake_case_  ,		return_tensors=snake_case_  ,		**snake_case_ )

							if text is not None and images is not None:
											UpperCamelCase_:							Tuple		=  image_features.pixel_values
											return encoding
							elif text is not None:
											return encoding
							else:
											return BatchEncoding(data=dict(**snake_case_ )  ,		tensor_type=snake_case_ )

			def  lowerCAmelCase__		(    self	:    List[str]  ,		*snake_case_	:    int  ,		**snake_case_	:    Optional[Any] ):
							return self.tokenizer.batch_decode(*snake_case_  ,		**snake_case_ )

			def  lowerCAmelCase__		(    self	:    int  ,		*snake_case_	:    Optional[Any]  ,		**snake_case_	:    str ):
							return self.tokenizer.decode(*snake_case_  ,		**snake_case_ )




			@property
			def  lowerCAmelCase__		(    self	:    Union[str, Any] ):
							return ["input_ids", "attention_mask", "pixel_values"]






