MaxPool3dGradGrad

public final class MaxPool3dGradGrad

Computes second-order gradients of the maxpooling function.

Nested Classes

class

MaxPool3dGradGrad.Options

Optional attributes for MaxPool3dGradGrad

Constants

String

OP_NAME

The name of this op, as known by TensorFlow core engine

Public Methods

Output<T>	asOutput() Returns the symbolic handle of the tensor.
static <T extends TNumber> MaxPool3dGradGrad<T>	create(Scope scope, Operand<T> origInput, Operand<T> origOutput, Operand<T> grad, List<Long> ksize, List<Long> strides, String padding, Options... options) Factory method to create a class wrapping a new MaxPool3dGradGrad operation.
static MaxPool3dGradGrad.Options	dataFormat(String dataFormat)
Output<T>	output() Gradients of gradients w.r.t.

Inherited Methods

From class org.tensorflow.op.RawOp

final boolean	equals(Object obj)
final int	hashCode()
Operation	op() Return this unit of computation as a single Operation.
final String	toString()

From class java.lang.Object

boolean	equals(Object arg0)
final Class<?>	getClass()
int	hashCode()
final void	notify()
final void	notifyAll()
String	toString()
final void	wait(long arg0, int arg1)
final void	wait(long arg0)
final void	wait()

From interface org.tensorflow.op.Op

abstract ExecutionEnvironment	env() Return the execution environment this op was created in.
abstract Operation	op() Return this unit of computation as a single Operation.

From interface org.tensorflow.Operand

abstract Output<T>	asOutput() Returns the symbolic handle of the tensor.
abstract T	asTensor() Returns the tensor at this operand.
abstract Shape	shape() Returns the (possibly partially known) shape of the tensor referred to by the Output of this operand.
abstract Class<T>	type() Returns the tensor type of this operand

From interface org.tensorflow.ndarray.Shaped

abstract int	rank()
abstract Shape	shape()
abstract long	size() Computes and returns the total size of this container, in number of values.

Constants

public static final String OP_NAME

The name of this op, as known by TensorFlow core engine

Constant Value: "MaxPool3DGradGrad"

Public Methods

public Output<T> asOutput ()

Returns the symbolic handle of the tensor.

Inputs to TensorFlow operations are outputs of another TensorFlow operation. This method is used to obtain a symbolic handle that represents the computation of the input.

public static MaxPool3dGradGrad<T> create (Scope scope, Operand<T> origInput, Operand<T> origOutput, Operand<T> grad, List<Long> ksize, List<Long> strides, String padding, Options... options)

Factory method to create a class wrapping a new MaxPool3dGradGrad operation.

Parameters

scope	current scope
origInput	The original input tensor.
origOutput	The original output tensor.
grad	Output backprop of shape `[batch, depth, rows, cols, channels]`.
ksize	1-D tensor of length 5. The size of the window for each dimension of the input tensor. Must have `ksize[0] = ksize[4] = 1`.
strides	1-D tensor of length 5. The stride of the sliding window for each dimension of `input`. Must have `strides[0] = strides[4] = 1`.
padding	The type of padding algorithm to use.
options	carries optional attributes values

Returns

• a new instance of MaxPool3dGradGrad

public static MaxPool3dGradGrad.Options dataFormat (String dataFormat)

Parameters

dataFormat	The data format of the input and output data. With the default format "NDHWC", the data is stored in the order of: [batch, in_depth, in_height, in_width, in_channels]. Alternatively, the format could be "NCDHW", the data storage order is: [batch, in_channels, in_depth, in_height, in_width].

public Output<T> output ()

Gradients of gradients w.r.t. the input to `max_pool`.