MPSCNNSubtractGradient(3) | MetalPerformanceShaders.framework | MPSCNNSubtractGradient(3) |
MPSCNNSubtractGradient
#import <MPSCNNMath.h>
Inherits MPSCNNArithmeticGradient.
(nonnull instancetype) -
initWithDevice:isSecondarySourceFilter:
This depends on Metal.framework. Specifies the subtraction gradient operator. This arithmetic gradient filter requires the following inputs: gradient image from the previous layer (going backwards) and either the primary or the secondary source image from the forward pass. You will need a separate filter for the primary and secondary source images.
Without broadcasting, the arithmetic subtract gradient operation for the primary source image is a copy operation on the input gradient image (for x - y, d/dx(x - y) = 1). This copy operation can be optimized away by the graph interface.
For the secondary source image, the result is a negation of the gradient image from the previous layer (for x - y, d/dy(x - y) = -1).
Setting the broadcasting parameters results in a reduction operation (sum) across all of the applicable broadcasting dimensions (rows, columns, feature channels, or any combination thereof) to produce the destination image of the size that matches the primary/secondary input images used in the forward pass.
Initialize the subtraction gradient operator.
Parameters:
Returns:
Reimplemented from MPSCNNArithmeticGradient.
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Mon Jul 9 2018 | Version MetalPerformanceShaders-119.3 |