



lowercase_						=       """Tobias Carryer"""

from time import time
class 			_snake_case     :




				def __init__(  self   :  Optional[int],   __lowercase   :  Dict,   __lowercase   :  Optional[Any],   __lowercase   :  Tuple,   __lowercase   :  Optional[Any]=int(time()  )  ):  # noqa: B008
							lowercase__   					=			multiplier
							lowercase__   					=			increment
							lowercase__   					=			modulo
							lowercase__   					=			seed




				def 							A__ (  self   :  Optional[Any]  ):
							lowercase__   					=			(self.multiplier * self.seed + self.increment) % self.modulo
							return self.seed


if __name__ == "__main__":
							# Show the LCG in action.
							lowercase_						=       LinearCongruentialGenerator(166_4525, 10_1390_4223, 2 << 31)
							while True:
														print(lcg.next_number())









from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowercase_						=       logging.get_logger(__name__)

lowercase_						=       {
    """facebook/dpr-ctx_encoder-single-nq-base""": (
        """https://huggingface.co/facebook/dpr-ctx_encoder-single-nq-base/resolve/main/config.json"""
    ),
    """facebook/dpr-question_encoder-single-nq-base""": (
        """https://huggingface.co/facebook/dpr-question_encoder-single-nq-base/resolve/main/config.json"""
    ),
    """facebook/dpr-reader-single-nq-base""": (
        """https://huggingface.co/facebook/dpr-reader-single-nq-base/resolve/main/config.json"""
    ),
    """facebook/dpr-ctx_encoder-multiset-base""": (
        """https://huggingface.co/facebook/dpr-ctx_encoder-multiset-base/resolve/main/config.json"""
    ),
    """facebook/dpr-question_encoder-multiset-base""": (
        """https://huggingface.co/facebook/dpr-question_encoder-multiset-base/resolve/main/config.json"""
    ),
    """facebook/dpr-reader-multiset-base""": (
        """https://huggingface.co/facebook/dpr-reader-multiset-base/resolve/main/config.json"""
    ),
}
class 			_snake_case     (   lowercase__):
				UpperCamelCase__			:   str       						="""dpr"""




				def __init__(  self   :  int,   __lowercase   :  List[str]=3_0522,   __lowercase   :  Any=768,   __lowercase   :  Union[str, Any]=12,   __lowercase   :  Optional[int]=12,   __lowercase   :  List[Any]=3072,   __lowercase   :  List[str]="gelu",   __lowercase   :  Union[str, Any]=0.1,   __lowercase   :  str=0.1,   __lowercase   :  List[str]=512,   __lowercase   :  Optional[int]=2,   __lowercase   :  Dict=0.02,   __lowercase   :  Any=1e-1_2,   __lowercase   :  List[Any]=0,   __lowercase   :  str="absolute",   __lowercase   :  int = 0,   **__lowercase   :  str,   ):
							super().__init__(pad_token_id=__lowercase,   **__lowercase  )

							lowercase__   					=			vocab_size
							lowercase__   					=			hidden_size
							lowercase__   					=			num_hidden_layers
							lowercase__   					=			num_attention_heads
							lowercase__   					=			hidden_act
							lowercase__   					=			intermediate_size
							lowercase__   					=			hidden_dropout_prob
							lowercase__   					=			attention_probs_dropout_prob
							lowercase__   					=			max_position_embeddings
							lowercase__   					=			type_vocab_size
							lowercase__   					=			initializer_range
							lowercase__   					=			layer_norm_eps
							lowercase__   					=			projection_dim
							lowercase__   					=			position_embedding_type




