SparseDenseCwiseAdd

public final class SparseDenseCwiseAdd

Adds up a SparseTensor and a dense Tensor, using these special rules:

(1) Broadcasts the dense side to have the same shape as the sparse side, if eligible; (2) Then, only the dense values pointed to by the indices of the SparseTensor participate in the cwise addition.

By these rules, the result is a logical SparseTensor with exactly the same indices and shape, but possibly with different non-zero values. The output of this Op is the resultant non-zero values.

String OP_NAME The name of this op, as known by TensorFlow core engine
Output<T>
asOutput()
Returns the symbolic handle of the tensor.
static <T extends TType> SparseDenseCwiseAdd<T>
create(Scope scope, Operand<TInt64> spIndices, Operand<T> spValues, Operand<TInt64> spShape, Operand<T> dense)
Factory method to create a class wrapping a new SparseDenseCwiseAdd operation.
Output<T>
output()
1-D.

Inherited Methods

org.tensorflow.op.RawOp
final boolean
equals(Object obj)
final int
Operation
op()
Return this unit of computation as a single Operation.
final String
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()
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.
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
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: "SparseDenseCwiseAdd"

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 SparseDenseCwiseAdd<T> create (Scope scope, Operand<TInt64> spIndices, Operand<T> spValues, Operand<TInt64> spShape, Operand<T> dense)

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

Parameters
scope current scope
spIndices 2-D. `N x R` matrix with the indices of non-empty values in a SparseTensor, possibly not in canonical ordering.
spValues 1-D. `N` non-empty values corresponding to `sp_indices`.
spShape 1-D. Shape of the input SparseTensor.
dense `R`-D. The dense Tensor operand.
Returns
  • a new instance of SparseDenseCwiseAdd

public Output<T> output ()

1-D. The `N` values that are operated on.