Package org.tensorflow.op.math

Class Cumprod<T>

java.lang.Object

org.tensorflow.op.PrimitiveOp

org.tensorflow.op.math.Cumprod<T>

Type Parameters:

T - data type for out() output

All Implemented Interfaces:

Op, Operand<T>

@Operator(group="math")
public final class Cumprod<T>
extends PrimitiveOp
implements Operand<T>

Compute the cumulative product of the tensor `x` along `axis`.

By default, this op performs an inclusive cumprod, which means that the first element of the input is identical to the first element of the output:

 tf.cumprod([a, b, c])  # => [a, a * b, a * b * c]
 

By setting the `exclusive` kwarg to `True`, an exclusive cumprod is performed instead:

 tf.cumprod([a, b, c], exclusive=True)  # => [1, a, a * b]
 

By setting the `reverse` kwarg to `True`, the cumprod is performed in the opposite direction:

 tf.cumprod([a, b, c], reverse=True)  # => [a * b * c, b * c, c]
 

This is more efficient than using separate `tf.reverse` ops.

The `reverse` and `exclusive` kwargs can also be combined:

 tf.cumprod([a, b, c], exclusive=True, reverse=True)  # => [b * c, c, 1]
 

Nested Class Summary

Nested Classes

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

Field Summary

Fields inherited from class org.tensorflow.op.PrimitiveOp

operation

Method Summary

Modifier and Type	Method	Description
Output<T>	asOutput()	Returns the symbolic handle of a tensor.
static <T,U extends java.lang.Number> Cumprod<T>	create(Scope scope, Operand<T> x, Operand<U> axis, Cumprod.Options... options)	Factory method to create a class to wrap a new Cumprod operation to the graph.
static Cumprod.Options	exclusive(java.lang.Boolean exclusive)
Output<T>	out()
static Cumprod.Options	reverse(java.lang.Boolean reverse)

Methods inherited from class java.lang.Object

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

Methods inherited from class org.tensorflow.op.PrimitiveOp

equals, hashCode, toString

Method Detail

create

public static <T,U extends java.lang.Number> Cumprod<T> create(Scope scope,
                                                               Operand<T> x,
                                                               Operand<U> axis,
                                                               Cumprod.Options... options)

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

Parameters:

scope - current graph scope

x - A `Tensor`. Must be one of the following types: `float32`, `float64`, `int64`, `int32`, `uint8`, `uint16`, `int16`, `int8`, `complex64`, `complex128`, `qint8`, `quint8`, `qint32`, `half`.

axis - A `Tensor` of type `int32` (default: 0). Must be in the range `[-rank(x), rank(x))`.

options - carries optional attributes values

Returns:

a new instance of Cumprod

exclusive

public static Cumprod.Options exclusive(java.lang.Boolean exclusive)

Parameters:

exclusive - If `True`, perform exclusive cumprod.

reverse

public static Cumprod.Options reverse(java.lang.Boolean reverse)

Parameters:

reverse - A `bool` (default: False).

out

public Output<T> out()

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>

See Also:

OperationBuilder.addInput(Output)