MPSCNNAddGradient(3) MetalPerformanceShaders.framework MPSCNNAddGradient(3)NAME
MPSCNNAddGradient
SYNOPSIS
#import <MPSCNNMath.h>
Inherits MPSCNNArithmeticGradient.
Instance Methods
(nonnull instancetype) - initWithDevice:
Additional Inherited Members
Detailed Description
This depends on Metal.framework. Specifies the addition 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 add gradient operation is a copy operation on the input gradient image. It is the same operation for
both the primary and secondary source images (for x + y, d/dx(x + y) = 1, d/dy(x + y) = 1). This copy operation can be optimized away by
the graph interface.
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.
Method Documentation
- (nonnull instancetype) initWithDevice: (nonnull id< MTLDevice >) device
Initialize the addition gradient operator.
Parameters:
device The device the filter will run on.
Returns:
A valid MPSCNNAddGradient object or nil, if failure.
Reimplemented from MPSCNNArithmeticGradient.
Author
Generated automatically by Doxygen for MetalPerformanceShaders.framework from the source code.
Version MetalPerformanceShaders-100 Thu Feb 8 2018 MPSCNNAddGradient(3)
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MPSCNNMultiplyGradient(3) MetalPerformanceShaders.framework MPSCNNMultiplyGradient(3)NAME
MPSCNNMultiplyGradient
SYNOPSIS
#import <MPSCNNMath.h>
Inherits MPSCNNArithmeticGradient.
Instance Methods
(nonnull instancetype) - initWithDevice:
Additional Inherited Members
Detailed Description
This depends on Metal.framework. Specifies the multiplication 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 multiply gradient operation is an element-wise multiplication operation between the gradient image
from the previous layer (going backwards) and:
o The secondary source image from the forward pass for the primary source filter (for x * y, d/dx(x * y) = y).
o The primary source image from the forward pass for the secondary source filter (for x * y, d/dy(x * y) = x).
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.
Method Documentation
- (nonnull instancetype) initWithDevice: (nonnull id< MTLDevice >) device
Initialize the multiplication gradient operator.
Parameters:
device The device the filter will run on.
Returns:
A valid MPSCNNMultiplyGradient object or nil, if failure.
Reimplemented from MPSCNNArithmeticGradient.
Author
Generated automatically by Doxygen for MetalPerformanceShaders.framework from the source code.
Version MetalPerformanceShaders-100 Thu Feb 8 2018 MPSCNNMultiplyGradient(3)
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t3 1 1 1 1
t4 50 70 80 90
.
.
.
Desired Output :
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