FractionalAvgPool

public final class FractionalAvgPool

Performs fractional average pooling on the input.

Fractional average pooling is similar to Fractional max pooling in the pooling region generation step. The only difference is that after pooling regions are generated, a mean operation is performed instead of a max operation in each pooling region.

Nested Classes

class

FractionalAvgPool.Options

Optional attributes for FractionalAvgPool

Constants

String

OP_NAME

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

Public Methods

Output<TInt64>	colPoolingSequence() column pooling sequence, needed to calculate gradient.
static <T extends TNumber> FractionalAvgPool<T>	create(Scope scope, Operand<T> value, List<Float> poolingRatio, Options... options) Factory method to create a class wrapping a new FractionalAvgPool operation.
static FractionalAvgPool.Options	deterministic(Boolean deterministic)
Output<T>	output() output tensor after fractional avg pooling.
static FractionalAvgPool.Options	overlapping(Boolean overlapping)
static FractionalAvgPool.Options	pseudoRandom(Boolean pseudoRandom)
Output<TInt64>	rowPoolingSequence() row pooling sequence, needed to calculate gradient.
static FractionalAvgPool.Options	seed(Long seed)
static FractionalAvgPool.Options	seed2(Long seed2)

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.

Constants

public static final String OP_NAME

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

Constant Value: "FractionalAvgPool"

Public Methods

public Output<TInt64> colPoolingSequence ()

column pooling sequence, needed to calculate gradient.

public static FractionalAvgPool<T> create (Scope scope, Operand<T> value, List<Float> poolingRatio, Options... options)

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

Parameters

scope	current scope
value	4-D with shape `[batch, height, width, channels]`.
poolingRatio	Pooling ratio for each dimension of `value`, currently only supports row and col dimension and should be >= 1.0. For example, a valid pooling ratio looks like [1.0, 1.44, 1.73, 1.0]. The first and last elements must be 1.0 because we don't allow pooling on batch and channels dimensions. 1.44 and 1.73 are pooling ratio on height and width dimensions respectively.
options	carries optional attributes values

Returns

• a new instance of FractionalAvgPool

public static FractionalAvgPool.Options deterministic (Boolean deterministic)

Parameters

deterministic	When set to True, a fixed pooling region will be used when iterating over a FractionalAvgPool node in the computation graph. Mainly used in unit test to make FractionalAvgPool deterministic.

public Output<T> output ()

output tensor after fractional avg pooling.

public static FractionalAvgPool.Options overlapping (Boolean overlapping)

Parameters

overlapping	When set to True, it means when pooling, the values at the boundary of adjacent pooling cells are used by both cells. For example: `index 0 1 2 3 4` `value 20 5 16 3 7` If the pooling sequence is [0, 2, 4], then 16, at index 2 will be used twice. The result would be [41/3, 26/3] for fractional avg pooling.

public static FractionalAvgPool.Options pseudoRandom (Boolean pseudoRandom)

Parameters

pseudoRandom	When set to True, generates the pooling sequence in a pseudorandom fashion, otherwise, in a random fashion. Check paper [Benjamin Graham, Fractional Max-Pooling](http://arxiv.org/abs/1412.6071) for difference between pseudorandom and random.

public Output<TInt64> rowPoolingSequence ()

row pooling sequence, needed to calculate gradient.

public static FractionalAvgPool.Options seed (Long seed)

Parameters

seed	If either seed or seed2 are set to be non-zero, the random number generator is seeded by the given seed. Otherwise, it is seeded by a random seed.

public static FractionalAvgPool.Options seed2 (Long seed2)

Parameters

seed2	An second seed to avoid seed collision.