



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


a__   :					Union[str, Any] 						=      logging.get_logger(__name__)

a__   :					Union[str, Any] 						=      {
    "google/realm-cc-news-pretrained-embedder": (
        "https://huggingface.co/google/realm-cc-news-pretrained-embedder/resolve/main/config.json"
    ),
    "google/realm-cc-news-pretrained-encoder": (
        "https://huggingface.co/google/realm-cc-news-pretrained-encoder/resolve/main/config.json"
    ),
    "google/realm-cc-news-pretrained-scorer": (
        "https://huggingface.co/google/realm-cc-news-pretrained-scorer/resolve/main/config.json"
    ),
    "google/realm-cc-news-pretrained-openqa": (
        "https://huggingface.co/google/realm-cc-news-pretrained-openqa/aresolve/main/config.json"
    ),
    "google/realm-orqa-nq-openqa": "https://huggingface.co/google/realm-orqa-nq-openqa/resolve/main/config.json",
    "google/realm-orqa-nq-reader": "https://huggingface.co/google/realm-orqa-nq-reader/resolve/main/config.json",
    "google/realm-orqa-wq-openqa": "https://huggingface.co/google/realm-orqa-wq-openqa/resolve/main/config.json",
    "google/realm-orqa-wq-reader": "https://huggingface.co/google/realm-orqa-wq-reader/resolve/main/config.json",
    # See all REALM models at https://huggingface.co/models?filter=realm
}



class    UpperCAmelCase__(				lowerCamelCase						):

   '''simple docstring'''




   A     :	Union[str, Any]												=     "realm"


   def __init__(    self	:      Tuple      ,					lowerCAmelCase	:      Optional[Any]=3_05_22      ,					lowerCAmelCase	:      Optional[int]=7_68      ,					lowerCAmelCase	:      Any=1_28      ,					lowerCAmelCase	:      List[Any]=12      ,					lowerCAmelCase	:      str=12      ,					lowerCAmelCase	:      Union[str, Any]=8      ,					lowerCAmelCase	:      Dict=30_72      ,					lowerCAmelCase	:      List[str]="gelu_new"      ,					lowerCAmelCase	:      List[Any]=0.1      ,					lowerCAmelCase	:      Dict=0.1      ,					lowerCAmelCase	:      Optional[Any]=5_12      ,					lowerCAmelCase	:      str=2      ,					lowerCAmelCase	:      Union[str, Any]=0.02      ,					lowerCAmelCase	:      Tuple=1E-1_2      ,					lowerCAmelCase	:      Optional[int]=2_56      ,					lowerCAmelCase	:      int=10      ,					lowerCAmelCase	:      List[Any]=1E-3      ,					lowerCAmelCase	:      List[str]=5      ,					lowerCAmelCase	:      List[str]=3_20      ,					lowerCAmelCase	:      Union[str, Any]=13_35_37_18      ,					lowerCAmelCase	:      Dict=50_00      ,					lowerCAmelCase	:      List[Any]=1      ,					lowerCAmelCase	:      str=0      ,					lowerCAmelCase	:      List[Any]=2      ,					**lowerCAmelCase	:      Any      ,					)						->					Union[str, Any]:




         """simple docstring"""

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

         # Common config
         lowercase__  =	vocab_size
         lowercase__  =	max_position_embeddings
         lowercase__  =	hidden_size
         lowercase__  =	retriever_proj_size
         lowercase__  =	num_hidden_layers
         lowercase__  =	num_attention_heads
         lowercase__  =	num_candidates
         lowercase__  =	intermediate_size
         lowercase__  =	hidden_act
         lowercase__  =	hidden_dropout_prob
         lowercase__  =	attention_probs_dropout_prob
         lowercase__  =	initializer_range
         lowercase__  =	type_vocab_size
         lowercase__  =	layer_norm_eps

         # Reader config
         lowercase__  =	span_hidden_size
         lowercase__  =	max_span_width
         lowercase__  =	reader_layer_norm_eps
         lowercase__  =	reader_beam_size
         lowercase__  =	reader_seq_len

         # Retrieval config
         lowercase__  =	num_block_records
         lowercase__  =	searcher_beam_size





a__   :					Tuple 						=      "Tobias Carryer"

from time import time



class    UpperCAmelCase__:

   '''simple docstring'''




   def __init__(    self	:      str      ,					lowerCAmelCase	:      List[str]      ,					lowerCAmelCase	:      Any      ,					lowerCAmelCase	:      str      ,					lowerCAmelCase	:      str=int(time()))						->					List[Any]:  # noqa: B008




         """simple docstring"""

         lowercase__  =	multiplier
         lowercase__  =	increment
         lowercase__  =	modulo
         lowercase__  =	seed



   def       UpperCAmelCase		(    self	:      int)						->					Tuple:




         """simple docstring"""

         lowercase__  =	(self.multiplier * self.seed + self.increment) % self.modulo
         return self.seed


if __name__ == "__main__":
       # Show the LCG in action.
       a__   :					str 						=      LinearCongruentialGenerator(1_66_45_25, 10_13_90_42_23, 2 << 31)
       while True:
              print(lcg.next_number())
