from collections import OrderedDict
from typing import Mapping

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


_lowerCamelCase					:   Any							=		logging.get_logger(__name__)

_lowerCamelCase					:   Union[str, Any]							=		{
    '''roberta-base''': '''https://huggingface.co/roberta-base/resolve/main/config.json''',
    '''roberta-large''': '''https://huggingface.co/roberta-large/resolve/main/config.json''',
    '''roberta-large-mnli''': '''https://huggingface.co/roberta-large-mnli/resolve/main/config.json''',
    '''distilroberta-base''': '''https://huggingface.co/distilroberta-base/resolve/main/config.json''',
    '''roberta-base-openai-detector''': '''https://huggingface.co/roberta-base-openai-detector/resolve/main/config.json''',
    '''roberta-large-openai-detector''': '''https://huggingface.co/roberta-large-openai-detector/resolve/main/config.json''',
}


class 						lowercase    (     a     ):
							lowercase__						:       int								=							"""roberta"""




							def __init__(						self   :					int	,							_UpperCamelCase   :					Union[str, Any]=50_265	,							_UpperCamelCase   :					Any=768	,							_UpperCamelCase   :					Any=12	,							_UpperCamelCase   :					List[str]=12	,							_UpperCamelCase   :					Optional[Any]=3_072	,							_UpperCamelCase   :					int="gelu"	,							_UpperCamelCase   :					List[str]=0.1	,							_UpperCamelCase   :					int=0.1	,							_UpperCamelCase   :					int=512	,							_UpperCamelCase   :					Union[str, Any]=2	,							_UpperCamelCase   :					List[str]=0.0_2	,							_UpperCamelCase   :					Any=1e-12	,							_UpperCamelCase   :					Tuple=1	,							_UpperCamelCase   :					List[Any]=0	,							_UpperCamelCase   :					Optional[int]=2	,							_UpperCamelCase   :					List[Any]="absolute"	,							_UpperCamelCase   :					List[str]=True	,							_UpperCamelCase   :					Optional[int]=None	,							**_UpperCamelCase   :					Optional[Any]	,							)					->				int:



												'''simple docstring'''

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

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



class 						lowercase    (     a     ):




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



												'''simple docstring'''

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





def 	__lowerCamelCase							(UpperCAmelCase__     :							list[int]  ):
					if not numbers:
										return 0

					if not isinstance(UpperCAmelCase__      , (list, tuple)  ) or not all(
					    isinstance(UpperCAmelCase__      , UpperCAmelCase__  ) for number in numbers  ):
										raise ValueError("numbers must be an iterable of integers"  )

					SCREAMING_SNAKE_CASE    			=       SCREAMING_SNAKE_CASE    			=       SCREAMING_SNAKE_CASE    			=       numbers[0]

					for i in range(1      , len(UpperCAmelCase__  )  ):
										# update the maximum and minimum subarray products
										SCREAMING_SNAKE_CASE    			=       numbers[i]
										if number < 0:
															SCREAMING_SNAKE_CASE			,   SCREAMING_SNAKE_CASE    			=       min_till_now, max_till_now
										SCREAMING_SNAKE_CASE    			=       max(UpperCAmelCase__      , max_till_now * number  )
										SCREAMING_SNAKE_CASE    			=       min(UpperCAmelCase__      , min_till_now * number  )

										# update the maximum product found till now
										SCREAMING_SNAKE_CASE    			=       max(UpperCAmelCase__      , UpperCAmelCase__  )

					return max_prod




