






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__					:		Any	  =						'src/diffusers'
lowercase__					:		List[str]	  =						'.'


# This is to make sure the diffusers module imported is the one in the repo.
lowercase__					:		Optional[int]	  =						importlib.util.spec_from_file_location(
    """diffusers""",
    os.path.join(DIFFUSERS_PATH, """__init__.py"""),
    submodule_search_locations=[DIFFUSERS_PATH],
)
lowercase__					:		int	  =						spec.loader.load_module()
def      a_ (      _A      ,   _A  )			->			List[str]:







				"""simple docstring"""
				return line.startswith(UpperCamelCase__  ) or len(UpperCamelCase__  ) <= 1 or re.search(R'^\s*\)(\s*->.*:|:)\s*$'      ,   UpperCamelCase__  ) is not None
def      a_ (      _A  )			->			Optional[int]:







				"""simple docstring"""
				snake_case__									=     object_name.split('.'  )
				snake_case__									=     0

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

				with open(os.path.join(UpperCamelCase__      ,   f'''{module}.py'''  )      ,   'r'      ,   encoding='utf-8'      ,   newline='\n'  ) as f:
								snake_case__									=     f.readlines()

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

				snake_case__									=     lines[start_index:line_index]
				return "".join(UpperCamelCase__  )


lowercase__					:		Any	  =						re.compile(R"""^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)""")
lowercase__					:		int	  =						re.compile(R"""^\s*(\S+)->(\S+)(\s+.*|$)""")
lowercase__					:		List[Any]	  =						re.compile(R"""<FILL\s+[^>]*>""")
def      a_ (      _A  )			->			Union[str, Any]:







				"""simple docstring"""
				snake_case__									=     code.split('\n'  )
				snake_case__									=     0
				while idx < len(UpperCamelCase__  ) and len(lines[idx]  ) == 0:
								idx += 1
				if idx < len(UpperCamelCase__  ):
								return re.search(R'^(\s*)\S'      ,   lines[idx]  ).groups()[0]
				return ""
def      a_ (      _A  )			->			Optional[int]:







				"""simple docstring"""
				snake_case__									=     len(get_indent(UpperCamelCase__  )  ) > 0
				if has_indent:
								snake_case__									=     f'''class Bla:\n{code}'''
				snake_case__									=     black.Mode(target_versions={black.TargetVersion.PYaa}      ,   line_length=119      ,   preview=UpperCamelCase__  )
				snake_case__									=     black.format_str(UpperCamelCase__      ,   mode=UpperCamelCase__  )
				snake_case__									=     style_docstrings_in_code(UpperCamelCase__  )
				return result[len('class Bla:\n'  ) :] if has_indent else result
def      a_ (      _A      ,   _A=False  )			->			List[str]:







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

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

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

								snake_case__									=     lines[start_index:line_index]
								snake_case__									=     """""".join(UpperCamelCase__  )

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

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

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

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







				"""simple docstring"""
				snake_case__									=     glob.glob(os.path.join(UpperCamelCase__      ,   '**/*.py'  )      ,   recursive=UpperCamelCase__  )
				snake_case__									=     []
				for filename in all_files:
								snake_case__									=     is_copy_consistent(UpperCamelCase__      ,   UpperCamelCase__  )
								diffs += [f'''- {filename}: copy does not match {d[0]} at line {d[1]}''' for d in new_diffs]
				if not overwrite and len(UpperCamelCase__  ) > 0:
								snake_case__									=     """\n""".join(UpperCamelCase__  )
								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__					:		Optional[int]	  =						argparse.ArgumentParser()
							parser.add_argument("""--fix_and_overwrite""", action="""store_true""", help="""Whether to fix inconsistencies.""")
							lowercase__					:		str	  =						parser.parse_args()

							check_copies(args.fix_and_overwrite)












from collections import OrderedDict
from typing import Mapping

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


__UpperCamelCase					:		Any	  =						logging.get_logger(__name__)

__UpperCamelCase					:		int	  =						{
    """junnyu/roformer_chinese_small""": """https://huggingface.co/junnyu/roformer_chinese_small/resolve/main/config.json""",
    """junnyu/roformer_chinese_base""": """https://huggingface.co/junnyu/roformer_chinese_base/resolve/main/config.json""",
    """junnyu/roformer_chinese_char_small""": (
        """https://huggingface.co/junnyu/roformer_chinese_char_small/resolve/main/config.json"""
    ),
    """junnyu/roformer_chinese_char_base""": (
        """https://huggingface.co/junnyu/roformer_chinese_char_base/resolve/main/config.json"""
    ),
    """junnyu/roformer_small_discriminator""": (
        """https://huggingface.co/junnyu/roformer_small_discriminator/resolve/main/config.json"""
    ),
    """junnyu/roformer_small_generator""": (
        """https://huggingface.co/junnyu/roformer_small_generator/resolve/main/config.json"""
    ),
    # See all RoFormer models at https://huggingface.co/models?filter=roformer
}


class   __SCREAMING_SNAKE_CASE(	a_	):
							_UpperCAmelCase     =       "roformer"
							def __init__(     self:      Tuple       ,	UpperCamelCase:      Optional[Any]=5_00_00       ,	UpperCamelCase:      str=None       ,	UpperCamelCase:      Any=7_68       ,	UpperCamelCase:      Dict=12       ,	UpperCamelCase:      List[Any]=12       ,	UpperCamelCase:      List[str]=30_72       ,	UpperCamelCase:      int="gelu"       ,	UpperCamelCase:      str=0.1       ,	UpperCamelCase:      Union[str, Any]=0.1       ,	UpperCamelCase:      Any=15_36       ,	UpperCamelCase:      Dict=2       ,	UpperCamelCase:      Dict=0.02       ,	UpperCamelCase:      List[str]=1e-12       ,	UpperCamelCase:      int=0       ,	UpperCamelCase:      Any=False       ,	UpperCamelCase:      int=True       ,	**UpperCamelCase:      List[Any]       ,	)		->		List[str]:
											super().__init__(pad_token_id=UpperCamelCase       ,	**UpperCamelCase						)

											snake_case__									=     vocab_size
											snake_case__									=     hidden_size if embedding_size is None else embedding_size
											snake_case__									=     hidden_size
											snake_case__									=     num_hidden_layers
											snake_case__									=     num_attention_heads
											snake_case__									=     hidden_act
											snake_case__									=     intermediate_size
											snake_case__									=     hidden_dropout_prob
											snake_case__									=     attention_probs_dropout_prob
											snake_case__									=     max_position_embeddings
											snake_case__									=     type_vocab_size
											snake_case__									=     initializer_range
											snake_case__									=     layer_norm_eps
											snake_case__									=     rotary_value
											snake_case__									=     use_cache


class   __SCREAMING_SNAKE_CASE(	a_	):
							@property
							def lowerCAmelCase_ (     self:      Any						)		->		Mapping[str, Mapping[int, str]]:
											if self.task == "multiple-choice":
															snake_case__									=     {0: 'batch', 1: 'choice', 2: 'sequence'}
											else:
															snake_case__									=     {0: 'batch', 1: 'sequence'}
											snake_case__									=     {0: 'batch', 1: 'sequence'}
											return OrderedDict(
											    [
											        ('input_ids', dynamic_axis),
											        ('attention_mask', dynamic_axis),
											        ('token_type_ids', dynamic_axis),
											    ]						)




