

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
__lowercase				      =						"""src/diffusers"""
__lowercase				      =						"""."""


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







def 							_lowerCamelCase   (			SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE   ):
      '''simple docstring'''







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







def 							_lowerCamelCase   (			SCREAMING_SNAKE_CASE   ):
      '''simple docstring'''







      A_							       =		object_name.split('''.'''   )
      A_							       =		0

      # First let's find the module where our object lives.
      A_							       =		parts[i]
      while i < len(SCREAMING_SNAKE_CASE   ) and not os.path.isfile(os.path.join(SCREAMING_SNAKE_CASE		,				f"{module}.py"   )   ):
            i += 1
            if i < len(SCREAMING_SNAKE_CASE   ):
                  A_							       =		os.path.join(SCREAMING_SNAKE_CASE		,				parts[i]   )
      if i >= len(SCREAMING_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(SCREAMING_SNAKE_CASE		,				f"{module}.py"   )		,				'''r'''		,				encoding='''utf-8'''		,				newline='''\n'''   ) as f:
            A_							       =		f.readlines()

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

      A_							       =		lines[start_index:line_index]
      return "".join(SCREAMING_SNAKE_CASE   )


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







def 							_lowerCamelCase   (			SCREAMING_SNAKE_CASE   ):
      '''simple docstring'''







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







def 							_lowerCamelCase   (			SCREAMING_SNAKE_CASE   ):
      '''simple docstring'''







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







def 							_lowerCamelCase   (			SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE=False   ):
      '''simple docstring'''







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

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

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

            A_							       =		lines[start_index:line_index]
            A_							       =		''''''.join(SCREAMING_SNAKE_CASE   )

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

            # Before comparing, use the `replace_pattern` on the original code.
            if len(SCREAMING_SNAKE_CASE   ) > 0:
                  A_							       =		replace_pattern.replace('''with'''		,				''''''   ).split(''','''   )
                  A_							       =		[_re_replace_pattern.search(SCREAMING_SNAKE_CASE   ) for p in patterns]
                  for pattern in patterns:
                        if pattern is None:
                              continue
                        A_       ,A_       ,A_							       =		pattern.groups()
                        A_							       =		re.sub(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE   )
                        if option.strip() == "all-casing":
                              A_							       =		re.sub(obja.lower()		,				obja.lower()		,				SCREAMING_SNAKE_CASE   )
                              A_							       =		re.sub(obja.upper()		,				obja.upper()		,				SCREAMING_SNAKE_CASE   )

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

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







def 							_lowerCamelCase   (			SCREAMING_SNAKE_CASE = False   ):
      '''simple docstring'''







      A_							       =		glob.glob(os.path.join(SCREAMING_SNAKE_CASE		,				'''**/*.py'''   )		,				recursive=SCREAMING_SNAKE_CASE   )
      A_							       =		[]
      for filename in all_files:
            A_							       =		is_copy_consistent(SCREAMING_SNAKE_CASE		,				SCREAMING_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(SCREAMING_SNAKE_CASE   ) > 0:
            A_							       =		'''\n'''.join(SCREAMING_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__":
      __lowercase				      =						argparse.ArgumentParser()
      parser.add_argument("""--fix_and_overwrite""", action="""store_true""", help="""Whether to fix inconsistencies.""")
      __lowercase				      =						parser.parse_args()

      check_copies(args.fix_and_overwrite)








from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging
from ..auto import CONFIG_MAPPING


__lowercase				      =						logging.get_logger(__name__)

__lowercase				      =						{
    """microsoft/table-transformer-detection""": (
        """https://huggingface.co/microsoft/table-transformer-detection/resolve/main/config.json"""
    ),
}

class    _lowercase				(					__lowerCamelCase			):
   _lowercase     :       Any  					=    'table-transformer'
   _lowercase     :       List[Any]  					=    ['past_key_values']
   _lowercase     :       Union[str, Any]  					=    {
       'hidden_size': 'd_model',
       'num_attention_heads': 'encoder_attention_heads',
   }

   def __init__(				self	:    List[Any]			,						lowerCamelCase__	:    Any=True			,						lowerCamelCase__	:    List[Any]=None			,						lowerCamelCase__	:    Any=3			,						lowerCamelCase__	:    Any=1_0_0			,						lowerCamelCase__	:    int=6			,						lowerCamelCase__	:    List[Any]=2_0_4_8			,						lowerCamelCase__	:    List[str]=8			,						lowerCamelCase__	:    int=6			,						lowerCamelCase__	:    List[str]=2_0_4_8			,						lowerCamelCase__	:    Optional[int]=8			,						lowerCamelCase__	:    Union[str, Any]=0.0			,						lowerCamelCase__	:    Any=0.0			,						lowerCamelCase__	:    str=True			,						lowerCamelCase__	:    Optional[Any]="relu"			,						lowerCamelCase__	:    Optional[int]=2_5_6			,						lowerCamelCase__	:    List[str]=0.1			,						lowerCamelCase__	:    str=0.0			,						lowerCamelCase__	:    Optional[int]=0.0			,						lowerCamelCase__	:    Dict=0.02			,						lowerCamelCase__	:    Union[str, Any]=1.0			,						lowerCamelCase__	:    Union[str, Any]=False			,						lowerCamelCase__	:    Optional[int]="sine"			,						lowerCamelCase__	:    str="resnet50"			,						lowerCamelCase__	:    List[str]=True			,						lowerCamelCase__	:    Optional[Any]=False			,						lowerCamelCase__	:    Any=1			,						lowerCamelCase__	:    int=5			,						lowerCamelCase__	:    Union[str, Any]=2			,						lowerCamelCase__	:    List[str]=1			,						lowerCamelCase__	:    Union[str, Any]=1			,						lowerCamelCase__	:    Optional[Any]=5			,						lowerCamelCase__	:    Tuple=2			,						lowerCamelCase__	:    List[str]=0.1			,						**lowerCamelCase__	:    List[str]			,						) ->			Dict:
         """simple docstring"""





         if backbone_config is not None and use_timm_backbone:
               raise ValueError('''You can\'t specify both `backbone_config` and `use_timm_backbone`.'''       )

         if not use_timm_backbone:
               if backbone_config is None:
                     logger.info('''`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone.'''       )
                     A_							       =		CONFIG_MAPPING['''resnet'''](out_features=['''stage4''']       )
               elif isinstance(lowerCamelCase__			,						lowerCamelCase__       ):
                     A_							       =		backbone_config.get('''model_type'''       )
                     A_							       =		CONFIG_MAPPING[backbone_model_type]
                     A_							       =		config_class.from_dict(lowerCamelCase__       )
               # set timm attributes to None
               A_       ,A_       ,A_							       =		None, None, None

         A_							       =		use_timm_backbone
         A_							       =		backbone_config
         A_							       =		num_channels
         A_							       =		num_queries
         A_							       =		d_model
         A_							       =		encoder_ffn_dim
         A_							       =		encoder_layers
         A_							       =		encoder_attention_heads
         A_							       =		decoder_ffn_dim
         A_							       =		decoder_layers
         A_							       =		decoder_attention_heads
         A_							       =		dropout
         A_							       =		attention_dropout
         A_							       =		activation_dropout
         A_							       =		activation_function
         A_							       =		init_std
         A_							       =		init_xavier_std
         A_							       =		encoder_layerdrop
         A_							       =		decoder_layerdrop
         A_							       =		encoder_layers
         A_							       =		auxiliary_loss
         A_							       =		position_embedding_type
         A_							       =		backbone
         A_							       =		use_pretrained_backbone
         A_							       =		dilation
         # Hungarian matcher
         A_							       =		class_cost
         A_							       =		bbox_cost
         A_							       =		giou_cost
         # Loss coefficients
         A_							       =		mask_loss_coefficient
         A_							       =		dice_loss_coefficient
         A_							       =		bbox_loss_coefficient
         A_							       =		giou_loss_coefficient
         A_							       =		eos_coefficient
         super().__init__(is_encoder_decoder=lowerCamelCase__			,						**lowerCamelCase__       )

   @property
   def     UpperCamelCase					(				self	:    Optional[Any]       ) ->			int:
         """simple docstring"""





         return self.encoder_attention_heads





   @property
   def     UpperCamelCase					(				self	:    Any       ) ->			int:
         """simple docstring"""





         return self.d_model



class    _lowercase				(					__lowerCamelCase			):
   _lowercase     :       Tuple  					=    version.parse('1.11'			)

   @property
   def     UpperCamelCase					(				self	:    Any       ) ->			Mapping[str, Mapping[int, str]]:
         """simple docstring"""





         return OrderedDict(
             [
                 ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
                 ('''pixel_mask''', {0: '''batch'''}),
             ]       )

   @property
   def     UpperCamelCase					(				self	:    List[Any]       ) ->			float:
         """simple docstring"""





         return 1e-5





   @property
   def     UpperCamelCase					(				self	:    List[Any]       ) ->			int:
         """simple docstring"""





         return 1_2





