



from math import ceil



def 		lowerCAmelCase__    (					UpperCamelCase_				:       Tuple ,       UpperCamelCase_				:       str	)->  Any:
				A__		 =					list(range(0 ,       __snake_case	)	)

				A__		 =					[item for sublist in list(device_map.values()	) for item in sublist]

				# Duplicate check
				A__		 =					[]
				for i in device_map_blocks:
								if device_map_blocks.count(__snake_case	) > 1 and i not in duplicate_blocks:
												duplicate_blocks.append(__snake_case	)
    # Missing blocks
				A__		 =					[i for i in blocks if i not in device_map_blocks]
				A__		 =					[i for i in device_map_blocks if i not in blocks]

				if len(__snake_case	) != 0:
								raise ValueError(
								    '''Duplicate attention blocks specified in device_map. Attention blocks must be specified to one device.'''
								    ''' These attention blocks were specified more than once: ''' + str(__snake_case	)	)
				if len(__snake_case	) != 0:
								raise ValueError(
								    '''There are attention blocks for this model that are not specified in the device_map. Add these attention '''
								    '''blocks to a device on the device_map: ''' + str(__snake_case	)	)
				if len(__snake_case	) != 0:
								raise ValueError(
								    '''The device_map contains more attention blocks than this model has. Remove these from the device_map:'''
								    + str(__snake_case	)	)



def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[Any] ,       UpperCamelCase_				:       List[Any]	)->  str:
				A__		 =					list(range(__snake_case	)	)
				A__		 =					int(ceil(n_layers / len(__snake_case	)	)	)
				A__		 =					[layers[i : i + n_blocks] for i in range(0 ,       __snake_case ,       __snake_case	)]

				return dict(zip(__snake_case ,       __snake_case	)	)





import numpy as np



def 		lowerCAmelCase__    (					UpperCamelCase_				:       np.array	)->  np.array:
    return 1 / (1 + np.exp(-vector	))



def 		lowerCAmelCase__    (					UpperCamelCase_				:       np.array	)->  np.array:
    return vector * sigmoid(1.702 * vector	)


if __name__ == "__main__":
   import doctest

   doctest.testmod()
