MPSCNNDropout(3)					 MetalPerformanceShaders.framework					  MPSCNNDropout(3)

NAME

       MPSCNNDropout

SYNOPSIS

       #import <MPSCNNDropout.h>

       Inherits MPSCNNKernel.

   Instance Methods
       (nonnull instancetype) - initWithDevice:
       (nullable instancetype) - initWithCoder:device:
       (nonnull instancetype) - initWithDevice:keepProbability:seed:maskStrideInPixels:
       (MPSCNNDropoutGradientState *__nullable) - temporaryResultStateForCommandBuffer:sourceImage:sourceStates:destinationImage:
       (MPSCNNDropoutGradientStateBatch *__nullable) - temporaryResultStateBatchForCommandBuffer:

   Properties
       float keepProbability
       NSUInteger seed
       MTLSize maskStrideInPixels

   Additional Inherited Members
Detailed Description
       This depends on Metal.framework	Dropout is a regularization technique used to prevent neural networks from overfitting during training.
       With probability keepProbability, this filter outputs the input element scaled by 1 / keepProbability. Otherwise, it outputs 0. Each input
       element is kept or dropped independently. The scaling is performed to keep the energy of the output unchanged.

Method Documentation
   - (nullable instancetype) initWithCoder: (NSCoder *__nonnull) aDecoder(nonnull id< MTLDevice >) device
       <NSSecureCoding> support

       Reimplemented from MPSCNNKernel.

   - (nonnull instancetype) initWithDevice: (nonnull id< MTLDevice >) device
       Standard init with default properties per filter type

       Parameters:
	   device The device that the filter will be used on. May not be NULL.

       Returns:
	   A pointer to the newly initialized object. This will fail, returning nil if the device is not supported. Devices must be
	   MTLFeatureSet_iOS_GPUFamily2_v1 or later.

       Reimplemented from MPSCNNKernel.

   - (nonnull instancetype) initWithDevice: (nonnull id< MTLDevice >) device(float) keepProbability(NSUInteger) seed(MTLSize) maskStrideInPixels
       Standard init with default properties per filter type.

       Parameters:
	   device The device that the filter will be used on.
	   keepProbability The probability that each element in the input is kept. The valid range is (0.0f, 1.0f).
	   seed The seed used to generate random numbers.
	   maskStrideInPixels The mask stride in the x, y, and z dimensions, which allows for the broadcasting of mask data. The only valid values
	   are 0 and 1 for each dimension. For no broadcasting, set the values for each dimension to 1. For broadcasting, set desired values to 0.

       Returns:
	   A valid MPSCNNDropout object or nil, if failure.

   - (MPSCNNDropoutGradientStateBatch * __nullable) temporaryResultStateBatchForCommandBuffer: (__nonnull id< MTLCommandBuffer >) commandBuffer
   - (MPSCNNDropoutGradientState * __nullable) temporaryResultStateForCommandBuffer: (__nonnull id< MTLCommandBuffer >) commandBuffer(MPSImage
       *__nonnull) sourceImage(NSArray< MPSState * > *__nullable) sourceStates(MPSImage *__nonnull) dest
Property Documentation
   - keepProbability [read],  [nonatomic],  [assign]
       The probability that each element in the input is kept. The valid range is (0.0f, 1.0f).

   - maskStrideInPixels [read],  [nonatomic],  [assign]
       The mask stride in the x, y, and x dimensions, which allows for the broadcasting the mask data.	The only valid values are 0 and 1 for each
       dimension. For no broadcasting, set the values for each dimension to 1. For broadcasting, set desired values to 0.

   - seed [read],  [nonatomic],  [assign]
       The seed used to generate random numbers.

Author
       Generated automatically by Doxygen for MetalPerformanceShaders.framework from the source code.

Version MetalPerformanceShaders-100				  Thu Feb 8 2018						  MPSCNNDropout(3)