



'''simple docstring'''
from collections import OrderedDict
from typing import Mapping

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


_UpperCamelCase									=      logging.get_logger(__name__)

_UpperCamelCase									=      {
    '''flaubert/flaubert_small_cased''': '''https://huggingface.co/flaubert/flaubert_small_cased/resolve/main/config.json''',
    '''flaubert/flaubert_base_uncased''': '''https://huggingface.co/flaubert/flaubert_base_uncased/resolve/main/config.json''',
    '''flaubert/flaubert_base_cased''': '''https://huggingface.co/flaubert/flaubert_base_cased/resolve/main/config.json''',
    '''flaubert/flaubert_large_cased''': '''https://huggingface.co/flaubert/flaubert_large_cased/resolve/main/config.json''',
}



class _A	(     __SCREAMING_SNAKE_CASE     ):
		_SCREAMING_SNAKE_CASE       :     str       =      "flaubert"
		_SCREAMING_SNAKE_CASE       :     str       =      {
		    "hidden_size": "emb_dim",
		    "num_attention_heads": "n_heads",
		    "num_hidden_layers": "n_layers",
		    "n_words": "vocab_size",  # For backward compatibility
		}





		def __init__(  self			,							__UpperCAmelCase=False			,							__UpperCAmelCase=0.0			,							__UpperCAmelCase=30_145			,							__UpperCAmelCase=2_048			,							__UpperCAmelCase=12			,							__UpperCAmelCase=16			,							__UpperCAmelCase=0.1			,							__UpperCAmelCase=0.1			,							__UpperCAmelCase=True			,							__UpperCAmelCase=False			,							__UpperCAmelCase=False			,							__UpperCAmelCase=False			,							__UpperCAmelCase=1			,							__UpperCAmelCase=True			,							__UpperCAmelCase=512			,							__UpperCAmelCase=2_048**-0.5			,							__UpperCAmelCase=1E-12			,							__UpperCAmelCase=0.02			,							__UpperCAmelCase=0			,							__UpperCAmelCase=1			,							__UpperCAmelCase=2			,							__UpperCAmelCase=3			,							__UpperCAmelCase=5			,							__UpperCAmelCase=True			,							__UpperCAmelCase="first"			,							__UpperCAmelCase=True			,							__UpperCAmelCase=None			,							__UpperCAmelCase=True			,							__UpperCAmelCase=0.1			,							__UpperCAmelCase=5			,							__UpperCAmelCase=5			,							__UpperCAmelCase=0			,							__UpperCAmelCase=0			,							__UpperCAmelCase=2			,							__UpperCAmelCase=0			,							**__UpperCAmelCase			,							)							->  Optional[Any]:

					'''simple docstring'''
					__UpperCAmelCase :   List[Any]    					=  pre_norm
					__UpperCAmelCase :   Optional[Any]    					=  layerdrop
					__UpperCAmelCase :   Union[str, Any]    					=  vocab_size
					__UpperCAmelCase :   Dict    					=  emb_dim
					__UpperCAmelCase :   Dict    					=  n_layers
					__UpperCAmelCase :   Optional[int]    					=  n_heads
					__UpperCAmelCase :   List[Any]    					=  dropout
					__UpperCAmelCase :   List[str]    					=  attention_dropout
					__UpperCAmelCase :   str    					=  gelu_activation
					__UpperCAmelCase :   Any    					=  sinusoidal_embeddings
					__UpperCAmelCase :   Dict    					=  causal
					__UpperCAmelCase :   Dict    					=  asm
					__UpperCAmelCase :   List[str]    					=  n_langs
					__UpperCAmelCase :   Optional[int]    					=  use_lang_emb
					__UpperCAmelCase :   int    					=  layer_norm_eps
					__UpperCAmelCase :   Tuple    					=  bos_index
					__UpperCAmelCase :   List[Any]    					=  eos_index
					__UpperCAmelCase :   Union[str, Any]    					=  pad_index
					__UpperCAmelCase :   Any    					=  unk_index
					__UpperCAmelCase :   str    					=  mask_index
					__UpperCAmelCase :   Any    					=  is_encoder
					__UpperCAmelCase :   str    					=  max_position_embeddings
					__UpperCAmelCase :   str    					=  embed_init_std
					__UpperCAmelCase :   Optional[Any]    					=  init_std
					__UpperCAmelCase :   List[str]    					=  summary_type
					__UpperCAmelCase :   Any    					=  summary_use_proj
					__UpperCAmelCase :   Union[str, Any]    					=  summary_activation
					__UpperCAmelCase :   str    					=  summary_proj_to_labels
					__UpperCAmelCase :   Optional[Any]    					=  summary_first_dropout
					__UpperCAmelCase :   Any    					=  start_n_top
					__UpperCAmelCase :   str    					=  end_n_top
					__UpperCAmelCase :   List[str]    					=  mask_token_id
					__UpperCAmelCase :   Union[str, Any]    					=  lang_id

					if "n_words" in kwargs:
								__UpperCAmelCase :   Optional[Any]    					=  kwargs["""n_words"""]

					super().__init__(pad_token_id=__UpperCAmelCase			,							bos_token_id=__UpperCAmelCase			,							**__UpperCAmelCase					)



class _A	(     __SCREAMING_SNAKE_CASE     ):





		@property
		def 				__A							(  self					)							->  Mapping[str, Mapping[int, str]]:

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









'''simple docstring'''
from __future__ import annotations


def 	lowercase_						( lowerCAmelCase__						:	int      ,				lowerCAmelCase__						:	int      ,				lowerCAmelCase__						:	int			):

			"""simple docstring"""





			assert (
			    c % greatest_common_divisor(lowerCAmelCase__      ,				lowerCAmelCase__			) == 0
			)  # greatest_common_divisor(a,b) function implemented below
			((__UpperCAmelCase)					,	(__UpperCAmelCase)					,	(__UpperCAmelCase)) :   int    					=  extended_gcd(lowerCAmelCase__      ,				lowerCAmelCase__			)  # extended_gcd(a,b) function implemented below
			__UpperCAmelCase :   Union[str, Any]    					=  c / d
			return (r * x, r * y)


def 	lowercase_						( lowerCAmelCase__						:	int      ,				lowerCAmelCase__						:	int      ,				lowerCAmelCase__						:	int      ,				lowerCAmelCase__						:	int = 2			):

			"""simple docstring"""





			((__UpperCAmelCase)					,	(__UpperCAmelCase)) :   List[str]    					=  diophantine(lowerCAmelCase__      ,				lowerCAmelCase__      ,				lowerCAmelCase__			)  # Initial value
			__UpperCAmelCase :   List[str]    					=  greatest_common_divisor(lowerCAmelCase__      ,				lowerCAmelCase__			)
			__UpperCAmelCase :   List[str]    					=  a // d
			__UpperCAmelCase :   Tuple    					=  b // d

			for i in range(lowerCAmelCase__			):
						__UpperCAmelCase :   List[Any]    					=  xa + i * q
						__UpperCAmelCase :   Tuple    					=  ya - i * p
						print(lowerCAmelCase__      ,				lowerCAmelCase__			)


def 	lowercase_						( lowerCAmelCase__						:	int      ,				lowerCAmelCase__						:	int			):

			"""simple docstring"""





			if a < b:
						__UpperCAmelCase					,	__UpperCAmelCase :   List[str]    					=  b, a

			while a % b != 0:
						__UpperCAmelCase					,	__UpperCAmelCase :   Optional[int]    					=  b, a % b

			return b


def 	lowercase_						( lowerCAmelCase__						:	int      ,				lowerCAmelCase__						:	int			):

			"""simple docstring"""





			assert a >= 0 and b >= 0

			if b == 0:
						__UpperCAmelCase					,	__UpperCAmelCase					,	__UpperCAmelCase :   List[str]    					=  a, 1, 0
			else:
						((__UpperCAmelCase)					,	(__UpperCAmelCase)					,	(__UpperCAmelCase)) :   str    					=  extended_gcd(lowerCAmelCase__      ,				a % b			)
						__UpperCAmelCase :   Optional[Any]    					=  q
						__UpperCAmelCase :   Dict    					=  p - q * (a // b)

			assert a % d == 0 and b % d == 0
			assert d == a * x + b * y

			return (d, x, y)


if __name__ == "__main__":
					from doctest import testmod

					testmod(name='''diophantine''', verbose=True)
					testmod(name='''diophantine_all_soln''', verbose=True)
					testmod(name='''extended_gcd''', verbose=True)
					testmod(name='''greatest_common_divisor''', verbose=True)




