"""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    :       str					     ="""src/diffusers"""
__lowerCAmelCase    :       List[str]					     ="""."""


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


def 			UpperCAmelCase__       (				lowerCAmelCase__     :Any					,		lowerCAmelCase__     :int		) ->    Optional[Any]:
      '''simple docstring'''


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


def 			UpperCAmelCase__       (				lowerCAmelCase__     :Any		) ->    Dict:
      '''simple docstring'''


      lowercase														=	object_name.split("""."""		)
      lowercase														=	0

      # First let's find the module where our object lives.
      lowercase														=	parts[i]
      while i < len(lowerCAmelCase__		) and not os.path.isfile(os.path.join(lowerCAmelCase__					,		f'{module}.py'		)		):
            i += 1
            if i < len(lowerCAmelCase__		):
                  lowercase														=	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:
            lowercase														=	f.readlines()

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

      lowercase														=	lines[start_index:line_index]
      return "".join(lowerCAmelCase__		)


__lowerCAmelCase    :       Tuple					     =re.compile(R"""^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)""")
__lowerCAmelCase    :       Dict					     =re.compile(R"""^\s*(\S+)->(\S+)(\s+.*|$)""")
__lowerCAmelCase    :       Union[str, Any]					     =re.compile(R"""<FILL\s+[^>]*>""")


def 			UpperCAmelCase__       (				lowerCAmelCase__     :Optional[int]		) ->    List[Any]:
      '''simple docstring'''


      lowercase														=	code.split("""\n"""		)
      lowercase														=	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 			UpperCAmelCase__       (				lowerCAmelCase__     :int		) ->    Any:
      '''simple docstring'''


      lowercase														=	len(get_indent(lowerCAmelCase__		)		) > 0
      if has_indent:
            lowercase														=	f'class Bla:\n{code}'
      lowercase														=	black.Mode(target_versions={black.TargetVersion.PYaa}					,		line_length=1_1_9					,		preview=lowerCAmelCase__		)
      lowercase														=	black.format_str(lowerCAmelCase__					,		mode=lowerCAmelCase__		)
      lowercase							,							lowercase														=	style_docstrings_in_code(lowerCAmelCase__		)
      return result[len("""class Bla:\n"""		) :] if has_indent else result


def 			UpperCAmelCase__       (				lowerCAmelCase__     :List[str]					,		lowerCAmelCase__     :Union[str, Any]=False		) ->    Tuple:
      '''simple docstring'''


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

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

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

            lowercase														=	lines[start_index:line_index]
            lowercase														=	"""""".join(lowerCAmelCase__		)

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

            # Before comparing, use the `replace_pattern` on the original code.
            if len(lowerCAmelCase__		) > 0:
                  lowercase														=	replace_pattern.replace("""with"""					,		""""""		).split(""","""		)
                  lowercase														=	[_re_replace_pattern.search(lowerCAmelCase__		) for p in patterns]
                  for pattern in patterns:
                        if pattern is None:
                              continue
                        lowercase							,							lowercase							,							lowercase														=	pattern.groups()
                        lowercase														=	re.sub(lowerCAmelCase__					,		lowerCAmelCase__					,		lowerCAmelCase__		)
                        if option.strip() == "all-casing":
                              lowercase														=	re.sub(obja.lower()					,		obja.lower()					,		lowerCAmelCase__		)
                              lowercase														=	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
                  lowercase														=	blackify(lines[start_index - 1] + theoretical_code		)
                  lowercase														=	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:
                        lowercase														=	lines[:start_index] + [theoretical_code] + lines[line_index:]
                        lowercase														=	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 			UpperCAmelCase__       (				lowerCAmelCase__     :bool = False		) ->    str:
      '''simple docstring'''


      lowercase														=	glob.glob(os.path.join(lowerCAmelCase__					,		"""**/*.py"""		)					,		recursive=lowerCAmelCase__		)
      lowercase														=	[]
      for filename in all_files:
            lowercase														=	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:
            lowercase														=	"""\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__":
       __lowerCAmelCase    :       str					     =argparse.ArgumentParser()
       parser.add_argument("""--fix_and_overwrite""", action="""store_true""", help="""Whether to fix inconsistencies.""")
       __lowerCAmelCase    :       Optional[Any]					     =parser.parse_args()

       check_copies(args.fix_and_overwrite)




"""simple docstring"""






from ...configuration_utils import PretrainedConfig
from ...utils import logging


__lowerCAmelCase    :       List[str]					     =logging.get_logger(__name__)

__lowerCAmelCase    :       str					     ={
    """facebook/dpr-ctx_encoder-single-nq-base""": (
        """https://huggingface.co/facebook/dpr-ctx_encoder-single-nq-base/resolve/main/config.json"""
    ),
    """facebook/dpr-question_encoder-single-nq-base""": (
        """https://huggingface.co/facebook/dpr-question_encoder-single-nq-base/resolve/main/config.json"""
    ),
    """facebook/dpr-reader-single-nq-base""": (
        """https://huggingface.co/facebook/dpr-reader-single-nq-base/resolve/main/config.json"""
    ),
    """facebook/dpr-ctx_encoder-multiset-base""": (
        """https://huggingface.co/facebook/dpr-ctx_encoder-multiset-base/resolve/main/config.json"""
    ),
    """facebook/dpr-question_encoder-multiset-base""": (
        """https://huggingface.co/facebook/dpr-question_encoder-multiset-base/resolve/main/config.json"""
    ),
    """facebook/dpr-reader-multiset-base""": (
        """https://huggingface.co/facebook/dpr-reader-multiset-base/resolve/main/config.json"""
    ),
}





class  _A						(       lowerCAmelCase	):
      snake_case__			:   Tuple							  =	'dpr'

      def __init__(						self		,       __lowerCAmelCase=3_0522		,       __lowerCAmelCase=768		,       __lowerCAmelCase=12		,       __lowerCAmelCase=12		,       __lowerCAmelCase=3072		,       __lowerCAmelCase="gelu"		,       __lowerCAmelCase=0.1		,       __lowerCAmelCase=0.1		,       __lowerCAmelCase=512		,       __lowerCAmelCase=2		,       __lowerCAmelCase=0.0_2		,       __lowerCAmelCase=1E-12		,       __lowerCAmelCase=0		,       __lowerCAmelCase="absolute"		,       __lowerCAmelCase = 0		,       **__lowerCAmelCase		,       ):







            """simple docstring"""



            super().__init__(pad_token_id=__lowerCAmelCase		,       **__lowerCAmelCase						)

            lowercase														=	vocab_size
            lowercase														=	hidden_size
            lowercase														=	num_hidden_layers
            lowercase														=	num_attention_heads
            lowercase														=	hidden_act
            lowercase														=	intermediate_size
            lowercase														=	hidden_dropout_prob
            lowercase														=	attention_probs_dropout_prob
            lowercase														=	max_position_embeddings
            lowercase														=	type_vocab_size
            lowercase														=	initializer_range
            lowercase														=	layer_norm_eps
            lowercase														=	projection_dim
            lowercase														=	position_embedding_type



