






from collections import OrderedDict
from typing import List, Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


SCREAMING_SNAKE_CASE 							=						logging.get_logger(__name__)

SCREAMING_SNAKE_CASE 							=						{
    'google/efficientnet-b7': 'https://huggingface.co/google/efficientnet-b7/resolve/main/config.json',
}
class 							A_    (						__lowercase			):






 '''simple docstring'''




 _SCREAMING_SNAKE_CASE							:			Dict =					"efficientnet"


 def __init__(	self							,  _A = 3							,  _A = 600							,  _A = 2.0							,  _A = 3.1							,  _A = 8							,  _A = [3, 3, 5, 3, 5, 5, 3]							,  _A = [32, 16, 24, 40, 80, 112, 192]							,  _A = [16, 24, 40, 80, 112, 192, 320]							,  _A = []							,  _A = [1, 2, 2, 2, 1, 2, 1]							,  _A = [1, 2, 2, 3, 3, 4, 1]							,  _A = [1, 6, 6, 6, 6, 6, 6]							,  _A = 0.25							,  _A = "swish"							,  _A = 2560							,  _A = "mean"							,  _A = 0.02							,  _A = 0.001							,  _A = 0.99							,  _A = 0.5							,  _A = 0.2							,  **_A							,  ) ->		Any:

     """simple docstring"""



     super().__init__(**_A)

     _UpperCAmelCase				:      Optional[Any]			  =				num_channels
     _UpperCAmelCase				:      Tuple			  =				image_size
     _UpperCAmelCase				:      Dict			  =				width_coefficient
     _UpperCAmelCase				:      List[Any]			  =				depth_coefficient
     _UpperCAmelCase				:      Optional[Any]			  =				depth_divisor
     _UpperCAmelCase				:      Optional[int]			  =				kernel_sizes
     _UpperCAmelCase				:      List[Any]			  =				in_channels
     _UpperCAmelCase				:      Union[str, Any]			  =				out_channels
     _UpperCAmelCase				:      Tuple			  =				depthwise_padding
     _UpperCAmelCase				:      List[str]			  =				strides
     _UpperCAmelCase				:      Tuple			  =				num_block_repeats
     _UpperCAmelCase				:      int			  =				expand_ratios
     _UpperCAmelCase				:      List[Any]			  =				squeeze_expansion_ratio
     _UpperCAmelCase				:      Optional[int]			  =				hidden_act
     _UpperCAmelCase				:      Union[str, Any]			  =				hidden_dim
     _UpperCAmelCase				:      List[Any]			  =				pooling_type
     _UpperCAmelCase				:      Optional[int]			  =				initializer_range
     _UpperCAmelCase				:      List[str]			  =				batch_norm_eps
     _UpperCAmelCase				:      str			  =				batch_norm_momentum
     _UpperCAmelCase				:      List[Any]			  =				dropout_rate
     _UpperCAmelCase				:      Any			  =				drop_connect_rate
     _UpperCAmelCase				:      Optional[Any]			  =				sum(_A) * 4



class 							A_    (						__lowercase			):






 '''simple docstring'''




 _SCREAMING_SNAKE_CASE							:			List[Any] =					version.parse("1.11"			)


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

     """simple docstring"""



     return OrderedDict(
         [
             ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
         ])


 @property
 def  snake_case__				(	self) ->		float:

     """simple docstring"""



     return 1e-5












import unittest

from knapsack import knapsack as k
class 							A_    (						unittest.TestCase			):






 '''simple docstring'''




 def  snake_case__				(	self) ->		Dict:

     """simple docstring"""



     _UpperCAmelCase				:      Optional[int]			  =				0
     _UpperCAmelCase				:      List[Any]			  =				[0]
     _UpperCAmelCase				:      Optional[Any]			  =				[0]
     _UpperCAmelCase				:      Optional[int]			  =				len(_A)
     self.assertEqual(k.knapsack(_A							,  _A							,  _A							,  _A)							,  0)

     _UpperCAmelCase				:      Optional[int]			  =				[60]
     _UpperCAmelCase				:      List[str]			  =				[10]
     _UpperCAmelCase				:      str			  =				len(_A)
     self.assertEqual(k.knapsack(_A							,  _A							,  _A							,  _A)							,  0)


 def  snake_case__				(	self) ->		Union[str, Any]:

     """simple docstring"""



     _UpperCAmelCase				:      Any			  =				3
     _UpperCAmelCase				:      int			  =				[1, 2, 3]
     _UpperCAmelCase				:      List[str]			  =				[3, 2, 1]
     _UpperCAmelCase				:      Union[str, Any]			  =				len(_A)
     self.assertEqual(k.knapsack(_A							,  _A							,  _A							,  _A)							,  5)


 def  snake_case__				(	self) ->		Tuple:

     """simple docstring"""



     _UpperCAmelCase				:      List[str]			  =				50
     _UpperCAmelCase				:      Tuple			  =				[60, 100, 120]
     _UpperCAmelCase				:      Optional[int]			  =				[10, 20, 30]
     _UpperCAmelCase				:      Optional[Any]			  =				len(_A)
     self.assertEqual(k.knapsack(_A							,  _A							,  _A							,  _A)							,  220)


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




