org.tensorflow.op.core

Class MaxPoolGradV2<T extends Number>

java.lang.Object

org.tensorflow.op.PrimitiveOp

org.tensorflow.op.core.MaxPoolGradV2<T>

Type Parameters:

T - data type for output() output

All Implemented Interfaces:

Op, Operand<T>

@Operator
public final class MaxPoolGradV2<T extends Number>
extends PrimitiveOp
implements Operand<T>

Computes gradients of the maxpooling function.

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	MaxPoolGradV2.Options Optional attributes for MaxPoolGradV2

Field Summary

Fields inherited from class org.tensorflow.op.PrimitiveOp

operation

Method Summary

Modifier and Type	Method and Description
Output<T>	asOutput() Returns the symbolic handle of a tensor.
static <T extends Number> MaxPoolGradV2<T>	create(Scope scope, Operand<T> origInput, Operand<T> origOutput, Operand<T> grad, Operand<Integer> ksize, Operand<Integer> strides, String padding, MaxPoolGradV2.Options... options) Factory method to create a class to wrap a new MaxPoolGradV2 operation to the graph.
static MaxPoolGradV2.Options	dataFormat(String dataFormat)
Output<T>	output() Gradients w.r.t.

Methods inherited from class org.tensorflow.op.PrimitiveOp

equals, hashCode, toString

Methods inherited from class java.lang.Object

clone, finalize, getClass, notify, notifyAll, wait, wait, wait

Method Detail

create

public static <T extends Number> MaxPoolGradV2<T> create(Scope scope,
                                                         Operand<T> origInput,
                                                         Operand<T> origOutput,
                                                         Operand<T> grad,
                                                         Operand<Integer> ksize,
                                                         Operand<Integer> strides,
                                                         String padding,
                                                         MaxPoolGradV2.Options... options)

Factory method to create a class to wrap a new MaxPoolGradV2 operation to the graph.

Parameters:

scope - current graph scope

origInput - The original input tensor.

origOutput - The original output tensor.

grad - 4-D. Gradients w.r.t. the output of `max_pool`.

ksize - The size of the window for each dimension of the input tensor.

strides - The stride of the sliding window for each dimension of the input tensor.

padding - The type of padding algorithm to use.

options - carries optional attributes values

Returns:

a new instance of MaxPoolGradV2

dataFormat

public static MaxPoolGradV2.Options dataFormat(String dataFormat)

Parameters:

dataFormat - Specify the data format of the input and output data. With the default format "NHWC", the data is stored in the order of: [batch, in_height, in_width, in_channels]. Alternatively, the format could be "NCHW", the data storage order of: [batch, in_channels, in_height, in_width].

output

public Output<T> output()

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

asOutput

public Output<T> asOutput()

Description copied from interface: Operand

Returns the symbolic handle of a 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.

Specified by:

asOutput in interface Operand<T extends Number>

See Also:

OperationBuilder.addInput(Output)