
from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig


__lowerCamelCase				=			{
    """albert-base-v1""": """https://huggingface.co/albert-base-v1/resolve/main/config.json""",
    """albert-large-v1""": """https://huggingface.co/albert-large-v1/resolve/main/config.json""",
    """albert-xlarge-v1""": """https://huggingface.co/albert-xlarge-v1/resolve/main/config.json""",
    """albert-xxlarge-v1""": """https://huggingface.co/albert-xxlarge-v1/resolve/main/config.json""",
    """albert-base-v2""": """https://huggingface.co/albert-base-v2/resolve/main/config.json""",
    """albert-large-v2""": """https://huggingface.co/albert-large-v2/resolve/main/config.json""",
    """albert-xlarge-v2""": """https://huggingface.co/albert-xlarge-v2/resolve/main/config.json""",
    """albert-xxlarge-v2""": """https://huggingface.co/albert-xxlarge-v2/resolve/main/config.json""",
}






class     UpperCAmelCase						(		A_					):
   A__   :						Any			=	"albert"



   def __init__(self						:   Union[str, Any]       ,		snake_case__						:   Dict=3_00_00       ,		snake_case__						:   List[str]=1_28       ,		snake_case__						:   Union[str, Any]=40_96       ,		snake_case__						:   List[str]=12       ,		snake_case__						:   int=1       ,		snake_case__						:   Any=64       ,		snake_case__						:   Dict=1_63_84       ,		snake_case__						:   Union[str, Any]=1       ,		snake_case__						:   int="gelu_new"       ,		snake_case__						:   int=0       ,		snake_case__						:   int=0       ,		snake_case__						:   Union[str, Any]=5_12       ,		snake_case__						:   Tuple=2       ,		snake_case__						:   Tuple=0.02       ,		snake_case__						:   Optional[Any]=1e-12       ,		snake_case__						:   int=0.1       ,		snake_case__						:   Tuple="absolute"       ,		snake_case__						:   Tuple=0       ,		snake_case__						:   Tuple=2       ,		snake_case__						:   Dict=3       ,		**snake_case__						:   int       ,		)						->      List[Any]:


          '''simple docstring'''


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

          snake_case			:  Tuple     							= vocab_size
          snake_case			:  List[str]     							= embedding_size
          snake_case			:  Dict     							= hidden_size
          snake_case			:  str     							= num_hidden_layers
          snake_case			:  Optional[int]     							= num_hidden_groups
          snake_case			:  Union[str, Any]     							= num_attention_heads
          snake_case			:  Union[str, Any]     							= inner_group_num
          snake_case			:  Optional[int]     							= hidden_act
          snake_case			:  Optional[int]     							= intermediate_size
          snake_case			:  Optional[Any]     							= hidden_dropout_prob
          snake_case			:  Union[str, Any]     							= attention_probs_dropout_prob
          snake_case			:  int     							= max_position_embeddings
          snake_case			:  Dict     							= type_vocab_size
          snake_case			:  List[Any]     							= initializer_range
          snake_case			:  Optional[int]     							= layer_norm_eps
          snake_case			:  Optional[Any]     							= classifier_dropout_prob
          snake_case			:  Optional[Any]     							= position_embedding_type






class     UpperCAmelCase						(		A_					):



   @property
   def 							_SCREAMING_SNAKE_CASE  (self						:   Optional[int]					)						->      Mapping[str, Mapping[int, str]]:


          '''simple docstring'''


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







__lowerCamelCase				=			"""Tobias Carryer"""

from time import time






class     UpperCAmelCase						:



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


          '''simple docstring'''


          snake_case			:  Dict     							= multiplier
          snake_case			:  Dict     							= increment
          snake_case			:  Union[str, Any]     							= modulo
          snake_case			:  Tuple     							= seed



   def 							_SCREAMING_SNAKE_CASE  (self						:   List[Any]					)						->      Any:


          '''simple docstring'''


          snake_case			:  Optional[int]     							= (self.multiplier * self.seed + self.increment) % self.modulo
          return self.seed


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





