



'''simple docstring'''

from dataclasses import dataclass, field
from typing import TYPE_CHECKING, Any, ClassVar, Dict, List, Optional, Union

import pyarrow as pa


if TYPE_CHECKING:
	from .features import FeatureType






@dataclass
class 						a_		:
							UpperCAmelCase			:		int        =				42
							UpperCAmelCase			:		Union[str, Any]        =				None
							# Automatically constructed
							UpperCAmelCase			:		str        =				"""dict"""
							UpperCAmelCase			:		Dict        =				None
							UpperCAmelCase			:		int        =				field(default="""Translation"""    ,   init=snake_case    ,   repr=snake_case    )


							def __call__(				self   :						int			)			->					str:
										return pa.struct({lang: pa.string() for lang in sorted(self.languages			)}			)




							def    UpperCamelCase     (				self   :						List[Any]			)			->					Union["FeatureType", Dict[str, "FeatureType"]]:
										from .features import Value

										return {k: Value('string'			) for k in sorted(self.languages			)}






@dataclass
class 						a_		:
							UpperCAmelCase			:		Optional[int]        =				None
							UpperCAmelCase			:		Union[str, Any]        =				None
							UpperCAmelCase			:		Tuple        =				None
							# Automatically constructed
							UpperCAmelCase			:		Dict        =				"""dict"""
							UpperCAmelCase			:		Dict        =				None
							UpperCAmelCase			:		List[Any]        =				field(default="""TranslationVariableLanguages"""    ,   init=snake_case    ,   repr=snake_case    )


							def    UpperCamelCase     (				self   :						str			)			->					str:
										snake_case:    str      							=sorted(set(self.languages			)			) if self.languages else None
										snake_case:    Optional[Any]      							=len(self.languages			) if self.languages else None


							def __call__(				self   :						List[str]			)			->					List[str]:
										return pa.struct({'language': pa.list_(pa.string()			), 'translation': pa.list_(pa.string()			)}			)


							def    UpperCamelCase     (				self   :						Tuple      ,						a_   :						Tuple			)			->					str:
										snake_case:    Optional[int]      							=set(self.languages			)
										if self.languages and set(snake_case_			) - lang_set:
													raise ValueError(
													    F'''Some languages in example ({", ".join(sorted(set(snake_case_			) - lang_set			)			)}) are not in valid set ({", ".join(snake_case_			)}).'''			)

										# Convert dictionary into tuples, splitting out cases where there are
										# multiple translations for a single language.
										snake_case:    Any      							=[]
										for lang, text in translation_dict.items():
													if isinstance(snake_case_      ,						snake_case_			):
																translation_tuples.append((lang, text)			)
													else:
																translation_tuples.extend([(lang, el) for el in text]			)

        # Ensure translations are in ascending order by language code.
										snake_case							,  snake_case:    List[str]      							=zip(*sorted(snake_case_			)			)

										return {"language": languages, "translation": translations}




							def    UpperCamelCase     (				self   :						Dict			)			->					Union["FeatureType", Dict[str, "FeatureType"]]:
										from .features import Sequence, Value

										return {
										    "language": Sequence(Value('string'			)			),
										    "translation": Sequence(Value('string'			)			),
										}









from collections import OrderedDict
from typing import Mapping

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


lowercase_													=      logging.get_logger(__name__)

lowercase_													=      {
    '''distilbert-base-uncased''': '''https://huggingface.co/distilbert-base-uncased/resolve/main/config.json''',
    '''distilbert-base-uncased-distilled-squad''': (
        '''https://huggingface.co/distilbert-base-uncased-distilled-squad/resolve/main/config.json'''
    ),
    '''distilbert-base-cased''': '''https://huggingface.co/distilbert-base-cased/resolve/main/config.json''',
    '''distilbert-base-cased-distilled-squad''': (
        '''https://huggingface.co/distilbert-base-cased-distilled-squad/resolve/main/config.json'''
    ),
    '''distilbert-base-german-cased''': '''https://huggingface.co/distilbert-base-german-cased/resolve/main/config.json''',
    '''distilbert-base-multilingual-cased''': (
        '''https://huggingface.co/distilbert-base-multilingual-cased/resolve/main/config.json'''
    ),
    '''distilbert-base-uncased-finetuned-sst-2-english''': (
        '''https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/resolve/main/config.json'''
    ),
}






class     __a			(  SCREAMING_SNAKE_CASE					):
	SCREAMING_SNAKE_CASE  	=							"distilbert"
	SCREAMING_SNAKE_CASE  	=							{
	    "hidden_size": "dim",
	    "num_attention_heads": "n_heads",
	    "num_hidden_layers": "n_layers",
	}



	def __init__(    self				:     Optional[Any]					,						snake_case_				:     Tuple=3_05_22					,						snake_case_				:     Any=5_12					,						snake_case_				:     Dict=False					,						snake_case_				:     Tuple=6					,						snake_case_				:     Union[str, Any]=12					,						snake_case_				:     List[str]=7_68					,						snake_case_				:     Optional[Any]=4 * 7_68					,						snake_case_				:     Optional[Any]=0.1					,						snake_case_				:     Dict=0.1					,						snake_case_				:     Union[str, Any]="gelu"					,						snake_case_				:     Any=0.0_2					,						snake_case_				:     Optional[Any]=0.1					,						snake_case_				:     List[Any]=0.2					,						snake_case_				:     Optional[Any]=0					,						**snake_case_				:     List[Any]					,						)->				Tuple:
						__lowerCAmelCase						 =vocab_size
						__lowerCAmelCase						 =max_position_embeddings
						__lowerCAmelCase						 =sinusoidal_pos_embds
						__lowerCAmelCase						 =n_layers
						__lowerCAmelCase						 =n_heads
						__lowerCAmelCase						 =dim
						__lowerCAmelCase						 =hidden_dim
						__lowerCAmelCase						 =dropout
						__lowerCAmelCase						 =attention_dropout
						__lowerCAmelCase						 =activation
						__lowerCAmelCase						 =initializer_range
						__lowerCAmelCase						 =qa_dropout
						__lowerCAmelCase						 =seq_classif_dropout
						super().__init__(**snake_case_					,						pad_token_id=snake_case_)






class     __a			(  SCREAMING_SNAKE_CASE					):



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




