





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
_UpperCAmelCase        =				'src/diffusers'
_UpperCAmelCase        =				'.'


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




def  lowerCAmelCase_ (							UpperCamelCase_					,		UpperCamelCase_  )     ->		str:
       return line.startswith(_snake_case  ) or len(_snake_case  ) <= 1 or re.search(r"^\s*\)(\s*->.*:|:)\s*$"					,		_snake_case  ) is not None




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

       # First let's find the module where our object lives.
       UpperCamelCase_          =  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  ):
                     UpperCamelCase_          =  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:
              UpperCamelCase_          =  f.readlines()

       # Now let's find the class / func in the code!
       UpperCamelCase_          =  ""
       UpperCamelCase_          =  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).
       UpperCamelCase_          =  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

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


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




def  lowerCAmelCase_ (							UpperCamelCase_  )     ->		int:
       UpperCamelCase_          =  code.split("\n"  )
       UpperCamelCase_          =  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  lowerCAmelCase_ (							UpperCamelCase_  )     ->		Optional[int]:
       UpperCamelCase_          =  len(get_indent(_snake_case  )  ) > 0
       if has_indent:
              UpperCamelCase_          =  F'''class Bla:\n{code}'''
       UpperCamelCase_          =  black.Mode(target_versions={black.TargetVersion.PYaa}					,		line_length=119					,		preview=_snake_case  )
       UpperCamelCase_          =  black.format_str(_snake_case					,		mode=_snake_case  )
       UpperCamelCase_       , UpperCamelCase_          =  style_docstrings_in_code(_snake_case  )
       return result[len("class Bla:\n"  ) :] if has_indent else result




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

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

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

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

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

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

     check_copies(args.fix_and_overwrite)








from typing import Optional

import pyspark

from .. import Features, NamedSplit
from ..download import DownloadMode
from ..packaged_modules.spark.spark import Spark
from .abc import AbstractDatasetReader



class 							_UpperCamelCase					(	lowerCAmelCase_     ):

       def __init__(		self: List[Any]					,   _SCREAMING_SNAKE_CASE: pyspark.sql.DataFrame					,   _SCREAMING_SNAKE_CASE: Optional[NamedSplit] = None					,   _SCREAMING_SNAKE_CASE: Optional[Features] = None					,   _SCREAMING_SNAKE_CASE: bool = True					,   _SCREAMING_SNAKE_CASE: str = None					,   _SCREAMING_SNAKE_CASE: bool = False					,   _SCREAMING_SNAKE_CASE: str = None					,   _SCREAMING_SNAKE_CASE: bool = True					,   _SCREAMING_SNAKE_CASE: str = "arrow"					,   **_SCREAMING_SNAKE_CASE: Union[str, Any]					,   )       -> Any:




              """simple docstring"""


              super().__init__(
                  split=_SCREAMING_SNAKE_CASE					,   features=_SCREAMING_SNAKE_CASE					,   cache_dir=_SCREAMING_SNAKE_CASE					,   keep_in_memory=_SCREAMING_SNAKE_CASE					,   streaming=_SCREAMING_SNAKE_CASE					,   **_SCREAMING_SNAKE_CASE					,   )
              UpperCamelCase_          =  load_from_cache_file
              UpperCamelCase_          =  file_format
              UpperCamelCase_          =  Spark(
                  df=_SCREAMING_SNAKE_CASE					,   features=_SCREAMING_SNAKE_CASE					,   cache_dir=_SCREAMING_SNAKE_CASE					,   working_dir=_SCREAMING_SNAKE_CASE					,   **_SCREAMING_SNAKE_CASE					,   )



       def lowercase (		self: str		)       -> Optional[Any]:




              """simple docstring"""


              if self.streaming:
                     return self.builder.as_streaming_dataset(split=self.split		)
              UpperCamelCase_          =  None if self._load_from_cache_file else DownloadMode.FORCE_REDOWNLOAD
              self.builder.download_and_prepare(
                  download_mode=_SCREAMING_SNAKE_CASE					,   file_format=self._file_format					,   )
              return self.builder.as_dataset(split=self.split		)

