



'''simple docstring'''

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


a							   =				logging.get_logger(__name__)

a							   =				{
    'microsoft/biogpt': 'https://huggingface.co/microsoft/biogpt/resolve/main/config.json',
    # See all BioGPT models at https://huggingface.co/models?filter=biogpt
}






class 						a_		(     snake_case    ):
							UpperCAmelCase			:		Tuple        =				"""biogpt"""


							def __init__(				self   :						Optional[Any]      ,						a_   :						Dict=4_2_3_8_4      ,						a_   :						Union[str, Any]=1_0_2_4      ,						a_   :						Any=2_4      ,						a_   :						Union[str, Any]=1_6      ,						a_   :						Any=4_0_9_6      ,						a_   :						Dict="gelu"      ,						a_   :						Tuple=0.1      ,						a_   :						Union[str, Any]=0.1      ,						a_   :						List[Any]=1_0_2_4      ,						a_   :						Optional[Any]=0.0_2      ,						a_   :						str=1E-1_2      ,						a_   :						str=True      ,						a_   :						int=True      ,						a_   :						str=0.0      ,						a_   :						int=0.0      ,						a_   :						Tuple=1      ,						a_   :						Union[str, Any]=0      ,						a_   :						Optional[int]=2      ,						**a_   :						Tuple      ,						)			->					str:
										snake_case:    Dict      							=vocab_size
										snake_case:    List[Any]      							=max_position_embeddings
										snake_case:    List[Any]      							=hidden_size
										snake_case:    List[str]      							=num_hidden_layers
										snake_case:    List[Any]      							=num_attention_heads
										snake_case:    Optional[int]      							=intermediate_size
										snake_case:    Dict      							=hidden_act
										snake_case:    Any      							=hidden_dropout_prob
										snake_case:    List[Any]      							=attention_probs_dropout_prob
										snake_case:    Any      							=initializer_range
										snake_case:    Dict      							=layer_norm_eps
										snake_case:    Any      							=scale_embedding
										snake_case:    Tuple      							=use_cache
										snake_case:    Dict      							=layerdrop
										snake_case:    Optional[int]      							=activation_dropout
										super().__init__(pad_token_id=a_      ,						bos_token_id=a_      ,						eos_token_id=a_      ,						**a_			)









'''simple docstring'''

import unittest

from knapsack import knapsack as k






class 						a_		(     unittest.TestCase    ):


							def    UpperCamelCase     (				self   :						str			)			->					List[Any]:
										snake_case:    Optional[Any]      							=0
										snake_case:    List[str]      							=[0]
										snake_case:    List[str]      							=[0]
										snake_case:    Union[str, Any]      							=len(a_			)
										self.assertEqual(k.knapsack(a_      ,						a_      ,						a_      ,						a_			)      ,						0			)

										snake_case:    Union[str, Any]      							=[6_0]
										snake_case:    str      							=[1_0]
										snake_case:    List[str]      							=len(a_			)
										self.assertEqual(k.knapsack(a_      ,						a_      ,						a_      ,						a_			)      ,						0			)


							def    UpperCamelCase     (				self   :						int			)			->					Optional[Any]:
										snake_case:    Optional[int]      							=3
										snake_case:    Dict      							=[1, 2, 3]
										snake_case:    List[Any]      							=[3, 2, 1]
										snake_case:    Tuple      							=len(a_			)
										self.assertEqual(k.knapsack(a_      ,						a_      ,						a_      ,						a_			)      ,						5			)




							def    UpperCamelCase     (				self   :						List[str]			)			->					str:
										snake_case:    Any      							=5_0
										snake_case:    str      							=[6_0, 1_0_0, 1_2_0]
										snake_case:    Any      							=[1_0, 2_0, 3_0]
										snake_case:    Tuple      							=len(a_			)
										self.assertEqual(k.knapsack(a_      ,						a_      ,						a_      ,						a_			)      ,						2_2_0			)


if __name__ == "__main__":
	unittest.main()




