



"""simple docstring"""






import argparse
import os
import re


__snake_case							:   Optional[int]      =    'src/diffusers'

# Pattern that looks at the indentation in a line.
__snake_case							:   List[Any]      =    re.compile(R'^(\s*)\S')
# Pattern that matches `"key":" and puts `key` in group 0.
__snake_case							:   List[str]      =    re.compile(R'^\s*\"([^\"]+)\":')
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
__snake_case							:   Optional[Any]      =    re.compile(R'^\s*_import_structure\[\"([^\"]+)\"\]')
# Pattern that matches `"key",` and puts `key` in group 0.
__snake_case							:   List[str]      =    re.compile(R'^\s*\"([^\"]+)\",\s*$')
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
__snake_case							:   str      =    re.compile(R'\[([^\]]+)\]')


def 			_lowercase				(  __snake_case	)						->   Tuple:
			__lowerCAmelCase      :  List[str]												=       _re_indent.search(__snake_case	)
			return "" if search is None else search.groups()[0]


def 			_lowercase				(  __snake_case					,__snake_case=""					,__snake_case=None					,__snake_case=None	)						->   Dict:
			__lowerCAmelCase      :  Dict												=       0
			__lowerCAmelCase      :  int												=       code.split("\n"	)
			if start_prompt is not None:
						while not lines[index].startswith(__snake_case	):
									index += 1
						__lowerCAmelCase      :  Tuple												=       ["\n".join(lines[:index]	)]
			else:
						__lowerCAmelCase      :  Optional[int]												=       []

			# We split into blocks until we get to the `end_prompt` (or the end of the block).
			__lowerCAmelCase      :  int												=       [lines[index]]
			index += 1
			while index < len(__snake_case	) and (end_prompt is None or not lines[index].startswith(__snake_case	)):
						if len(lines[index]	) > 0 and get_indent(lines[index]	) == indent_level:
									if len(__snake_case	) > 0 and get_indent(current_block[-1]	).startswith(indent_level + " "	):
												current_block.append(lines[index]	)
												blocks.append("\n".join(__snake_case	)	)
												if index < len(__snake_case	) - 1:
															__lowerCAmelCase      :  Optional[Any]												=       [lines[index + 1]]
															index += 1
												else:
															__lowerCAmelCase      :  List[Any]												=       []
									else:
												blocks.append("\n".join(__snake_case	)	)
												__lowerCAmelCase      :  Union[str, Any]												=       [lines[index]]
						else:
									current_block.append(lines[index]	)
						index += 1

			# Adds current block if it's nonempty.
			if len(__snake_case	) > 0:
						blocks.append("\n".join(__snake_case	)	)

			# Add final block after end_prompt if provided.
			if end_prompt is not None and index < len(__snake_case	):
						blocks.append("\n".join(lines[index:]	)	)

			return blocks


def 			_lowercase				(  __snake_case	)						->   List[Any]:







			def _inner(__snake_case	):
						return key(__snake_case	).lower().replace("_"					,""	)

			return _inner


def 			_lowercase				(  __snake_case					,__snake_case=None	)						->   Union[str, Any]:







			def noop(__snake_case	):
						return x

			if key is None:
						__lowerCAmelCase      :  Any												=       noop
			# Constants are all uppercase, they go first.
			__lowerCAmelCase      :  int												=       [obj for obj in objects if key(__snake_case	).isupper()]
			# Classes are not all uppercase but start with a capital, they go second.
			__lowerCAmelCase      :  Union[str, Any]												=       [obj for obj in objects if key(__snake_case	)[0].isupper() and not key(__snake_case	).isupper()]
			# Functions begin with a lowercase, they go last.
			__lowerCAmelCase      :  List[str]												=       [obj for obj in objects if not key(__snake_case	)[0].isupper()]

			__lowerCAmelCase      :  str												=       ignore_underscore(__snake_case	)
			return sorted(__snake_case					,key=__snake_case	) + sorted(__snake_case					,key=__snake_case	) + sorted(__snake_case					,key=__snake_case	)


def 			_lowercase				(  __snake_case	)						->   Optional[Any]:







			def _replace(__snake_case	):
						__lowerCAmelCase      :  str												=       match.groups()[0]
						if "," not in imports:
									return F"""[{imports}]"""
						__lowerCAmelCase      :  Tuple												=       [part.strip().replace("\""					,""	) for part in imports.split(","	)]
						# We will have a final empty element if the line finished with a comma.
						if len(keys[-1]	) == 0:
									__lowerCAmelCase      :  Tuple												=       keys[:-1]
						return "[" + ", ".join([F"""\"{k}\"""" for k in sort_objects(__snake_case	)]	) + "]"

			__lowerCAmelCase      :  List[str]												=       import_statement.split("\n"	)
			if len(__snake_case	) > 3:
						# Here we have to sort internal imports that are on several lines (one per name):
						# key: [
						#     "object1",
						#     "object2",
						#     ...
						# ]

						# We may have to ignore one or two lines on each side.
						__lowerCAmelCase      :  Union[str, Any]												=       2 if lines[1].strip() == "[" else 1
						__lowerCAmelCase      :  Optional[int]												=       [(i, _re_strip_line.search(__snake_case	).groups()[0]) for i, line in enumerate(lines[idx:-idx]	)]
						__lowerCAmelCase      :  str												=       sort_objects(__snake_case					,key=lambda __snake_case	: x[1]	)
						__lowerCAmelCase      :  Tuple												=       [lines[x[0] + idx] for x in sorted_indices]
						return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]	)
			elif len(__snake_case	) == 3:
						# Here we have to sort internal imports that are on one separate line:
						# key: [
						#     "object1", "object2", ...
						# ]
						if _re_bracket_content.search(lines[1]	) is not None:
									__lowerCAmelCase      :  int												=       _re_bracket_content.sub(_replace					,lines[1]	)
						else:
									__lowerCAmelCase      :  List[Any]												=       [part.strip().replace("\""					,""	) for part in lines[1].split(","	)]
									# We will have a final empty element if the line finished with a comma.
									if len(keys[-1]	) == 0:
												__lowerCAmelCase      :  int												=       keys[:-1]
									__lowerCAmelCase      :  List[Any]												=       get_indent(lines[1]	) + ", ".join([F"""\"{k}\"""" for k in sort_objects(__snake_case	)]	)
						return "\n".join(__snake_case	)
			else:
						# Finally we have to deal with imports fitting on one line
						__lowerCAmelCase      :  List[Any]												=       _re_bracket_content.sub(_replace					,__snake_case	)
						return import_statement


def 			_lowercase				(  __snake_case					,__snake_case=True	)						->   Any:







			with open(__snake_case					,"r"	) as f:
						__lowerCAmelCase      :  List[str]												=       f.read()

			if "_import_structure" not in code:
						return

			# Blocks of indent level 0
			__lowerCAmelCase      :  Optional[Any]												=       split_code_in_indented_blocks(
			    __snake_case					,start_prompt="_import_structure = {"					,end_prompt="if TYPE_CHECKING:"	)

			# We ignore block 0 (everything until start_prompt) and the last block (everything after end_prompt).
			for block_idx in range(1					,len(__snake_case	) - 1	):
						# Check if the block contains some `_import_structure`s thingy to sort.
						__lowerCAmelCase      :  Any												=       main_blocks[block_idx]
						__lowerCAmelCase      :  Union[str, Any]												=       block.split("\n"	)

						# Get to the start of the imports.
						__lowerCAmelCase      :  Tuple												=       0
						while line_idx < len(__snake_case	) and "_import_structure" not in block_lines[line_idx]:
									# Skip dummy import blocks
									if "import dummy" in block_lines[line_idx]:
												__lowerCAmelCase      :  List[str]												=       len(__snake_case	)
									else:
												line_idx += 1
						if line_idx >= len(__snake_case	):
									continue

						# Ignore beginning and last line: they don't contain anything.
						__lowerCAmelCase      :  Optional[int]												=       "\n".join(block_lines[line_idx:-1]	)
						__lowerCAmelCase      :  Union[str, Any]												=       get_indent(block_lines[1]	)
						# Slit the internal block into blocks of indent level 1.
						__lowerCAmelCase      :  Optional[int]												=       split_code_in_indented_blocks(__snake_case					,indent_level=__snake_case	)
						# We have two categories of import key: list or _import_structure[key].append/extend
						__lowerCAmelCase      :  str												=       _re_direct_key if "_import_structure" in block_lines[0] else _re_indirect_key
						# Grab the keys, but there is a trap: some lines are empty or just comments.
						__lowerCAmelCase      :  str												=       [(pattern.search(__snake_case	).groups()[0] if pattern.search(__snake_case	) is not None else None) for b in internal_blocks]
						# We only sort the lines with a key.
						__lowerCAmelCase      :  Tuple												=       [(i, key) for i, key in enumerate(__snake_case	) if key is not None]
						__lowerCAmelCase      :  Any												=       [x[0] for x in sorted(__snake_case					,key=lambda __snake_case	: x[1]	)]

						# We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
						__lowerCAmelCase      :  Union[str, Any]												=       0
						__lowerCAmelCase      :  Dict												=       []
						for i in range(len(__snake_case	)	):
									if keys[i] is None:
												reordered_blocks.append(internal_blocks[i]	)
									else:
												__lowerCAmelCase      :  List[str]												=       sort_objects_in_import(internal_blocks[sorted_indices[count]]	)
												reordered_blocks.append(__snake_case	)
												count += 1

        # And we put our main block back together with its first and last line.
						__lowerCAmelCase      :  Union[str, Any]												=       "\n".join(block_lines[:line_idx] + reordered_blocks + [block_lines[-1]]	)

			if code != "\n".join(__snake_case	):
						if check_only:
									return True
						else:
									print(F"""Overwriting {file}."""	)
									with open(__snake_case					,"w"	) as f:
												f.write("\n".join(__snake_case	)	)


def 			_lowercase				(  __snake_case=True	)						->   List[str]:
			__lowerCAmelCase      :  List[str]												=       []
			for root, _, files in os.walk(__snake_case	):
						if "__init__.py" in files:
									__lowerCAmelCase      :  List[Any]												=       sort_imports(os.path.join(__snake_case					,"__init__.py"	)					,check_only=__snake_case	)
									if result:
												__lowerCAmelCase      :  Union[str, Any]												=       [os.path.join(__snake_case					,"__init__.py"	)]
			if len(__snake_case	) > 0:
						raise ValueError(F"""Would overwrite {len(__snake_case	)} files, run `make style`."""	)


if __name__ == "__main__":
	__snake_case							:   Any      =    argparse.ArgumentParser()
	parser.add_argument('--check_only', action='store_true', help='Whether to only check or fix style.')
	__snake_case							:   str      =    parser.parse_args()

	sort_imports_in_all_inits(check_only=args.check_only)






from collections import OrderedDict
from typing import Mapping

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


_a 						=      logging.get_logger(__name__)

_a 						=      {
    "camembert-base": "https://huggingface.co/camembert-base/resolve/main/config.json",
    "umberto-commoncrawl-cased-v1": (
        "https://huggingface.co/Musixmatch/umberto-commoncrawl-cased-v1/resolve/main/config.json"
    ),
    "umberto-wikipedia-uncased-v1": (
        "https://huggingface.co/Musixmatch/umberto-wikipedia-uncased-v1/resolve/main/config.json"
    ),
}






class 					__A    (    lowerCAmelCase ):

			'''simple docstring'''







			lowerCAmelCase_							     =						"""camembert"""





			def __init__(    self       ,  __lowerCAmelCase=3_0_5_2_2       ,  __lowerCAmelCase=7_6_8       ,  __lowerCAmelCase=1_2       ,  __lowerCAmelCase=1_2       ,  __lowerCAmelCase=3_0_7_2       ,  __lowerCAmelCase="gelu"       ,  __lowerCAmelCase=0.1       ,  __lowerCAmelCase=0.1       ,  __lowerCAmelCase=5_1_2       ,  __lowerCAmelCase=2       ,  __lowerCAmelCase=0.02       ,  __lowerCAmelCase=1E-12       ,  __lowerCAmelCase=1       ,  __lowerCAmelCase=0       ,  __lowerCAmelCase=2       ,  __lowerCAmelCase="absolute"       ,  __lowerCAmelCase=True       ,  __lowerCAmelCase=None       ,  **__lowerCAmelCase       ,  ):



				'''simple docstring'''







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

				lowerCamelCase__								=		vocab_size
				lowerCamelCase__								=		hidden_size
				lowerCamelCase__								=		num_hidden_layers
				lowerCamelCase__								=		num_attention_heads
				lowerCamelCase__								=		hidden_act
				lowerCamelCase__								=		intermediate_size
				lowerCamelCase__								=		hidden_dropout_prob
				lowerCamelCase__								=		attention_probs_dropout_prob
				lowerCamelCase__								=		max_position_embeddings
				lowerCamelCase__								=		type_vocab_size
				lowerCamelCase__								=		initializer_range
				lowerCamelCase__								=		layer_norm_eps
				lowerCamelCase__								=		position_embedding_type
				lowerCamelCase__								=		use_cache
				lowerCamelCase__								=		classifier_dropout






class 					__A    (    lowerCAmelCase ):

			'''simple docstring'''







			@property
			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







				if self.task == "multiple-choice":
					lowerCamelCase__								=		{0: '''batch''', 1: '''choice''', 2: '''sequence'''}
				else:
					lowerCamelCase__								=		{0: '''batch''', 1: '''sequence'''}
				return OrderedDict(
				    [
				        ('''input_ids''', dynamic_axis),
				        ('''attention_mask''', dynamic_axis),
				    ]							)



