






from typing import Optional

from .. import Features, NamedSplit
from ..packaged_modules.text.text import Text
from ..utils.typing import NestedDataStructureLike, PathLike
from .abc import AbstractDatasetReader
class  lowerCAmelCase_       (				SCREAMING_SNAKE_CASE__					):




							def __init__(   self     :   str ,							SCREAMING_SNAKE_CASE_     :   Dict ,							SCREAMING_SNAKE_CASE_     :   Union[str, Any] = None ,							SCREAMING_SNAKE_CASE_     :   List[Any] = None ,							SCREAMING_SNAKE_CASE_     :   Dict = None ,							SCREAMING_SNAKE_CASE_     :   Union[str, Any] = False ,							SCREAMING_SNAKE_CASE_     :   Dict = False ,							SCREAMING_SNAKE_CASE_     :   Union[str, Any] = None ,							**SCREAMING_SNAKE_CASE_     :   str ,							):
											super().__init__(
											    _lowercase ,							split=_lowercase ,							features=_lowercase ,							cache_dir=_lowercase ,							keep_in_memory=_lowercase ,							streaming=_lowercase ,							num_proc=_lowercase ,							**_lowercase ,							)
											lowerCAmelCase__      			=						path_or_paths if isinstance(_lowercase ,							_lowercase	) else {self.split: path_or_paths}
											lowerCAmelCase__      			=						Text(
											    cache_dir=_lowercase ,							data_files=_lowercase ,							features=_lowercase ,							**_lowercase ,							)




							def 						__snake_case					(   self     :   Any	):

											if self.streaming:
															lowerCAmelCase__      			=						self.builder.as_streaming_dataset(split=self.split	)
											# Build regular (map-style) dataset
											else:
															lowerCAmelCase__      			=						None
															lowerCAmelCase__      			=						None
															lowerCAmelCase__      			=						None
															lowerCAmelCase__      			=						None

															self.builder.download_and_prepare(
															    download_config=_lowercase ,							download_mode=_lowercase ,							verification_mode=_lowercase ,							base_path=_lowercase ,							num_proc=self.num_proc ,							)
															lowerCAmelCase__      			=						self.builder.as_dataset(
															    split=self.split ,							verification_mode=_lowercase ,							in_memory=self.keep_in_memory	)
											return dataset













from ...configuration_utils import PretrainedConfig
class  lowerCAmelCase_       (				snake_case__					):
							UpperCamelCase_		:List[str]		      =    'bert-generation'




							def __init__(   self     :   Tuple ,							SCREAMING_SNAKE_CASE_     :   List[str]=50_358 ,							SCREAMING_SNAKE_CASE_     :   List[Any]=1_024 ,							SCREAMING_SNAKE_CASE_     :   Optional[Any]=24 ,							SCREAMING_SNAKE_CASE_     :   Any=16 ,							SCREAMING_SNAKE_CASE_     :   Tuple=4_096 ,							SCREAMING_SNAKE_CASE_     :   str="gelu" ,							SCREAMING_SNAKE_CASE_     :   List[str]=0.1 ,							SCREAMING_SNAKE_CASE_     :   Tuple=0.1 ,							SCREAMING_SNAKE_CASE_     :   List[Any]=512 ,							SCREAMING_SNAKE_CASE_     :   List[Any]=0.02 ,							SCREAMING_SNAKE_CASE_     :   Union[str, Any]=1e-12 ,							SCREAMING_SNAKE_CASE_     :   List[Any]=0 ,							SCREAMING_SNAKE_CASE_     :   Union[str, Any]=2 ,							SCREAMING_SNAKE_CASE_     :   int=1 ,							SCREAMING_SNAKE_CASE_     :   str="absolute" ,							SCREAMING_SNAKE_CASE_     :   Tuple=True ,							**SCREAMING_SNAKE_CASE_     :   str ,							):
											super().__init__(pad_token_id=SCREAMING_SNAKE_CASE_ ,							bos_token_id=SCREAMING_SNAKE_CASE_ ,							eos_token_id=SCREAMING_SNAKE_CASE_ ,							**SCREAMING_SNAKE_CASE_	)

											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__      			=						initializer_range
											lowerCAmelCase__      			=						layer_norm_eps
											lowerCAmelCase__      			=						position_embedding_type
											lowerCAmelCase__      			=						use_cache





