Multiply

Multiply  //  Elementwise multiply operation

Description

Produces tensor of the same element type and shape as the two inputs, where the value at each coordinate of output is the product of the values at the corresponding input coordinates.

Inputs

Name

Element Type

Shape

arg0

any

any

arg1

same as arg0

same as arg0

Outputs

Name

Element Type

Shape

output

same as arg0

same as arg0

Mathematical Definition

\[\mathtt{output}_{i_0, \ldots, i_{n-1}} = \mathtt{arg0}_{i_0, \ldots, i_{n-1}} \mathtt{arg1}_{i_0, \ldots, i_{n-1}}\]

Backprop

\[\begin{split}\overline{\mathtt{arg0}} &\leftarrow \Delta\ \mathtt{arg1}\\ \overline{\mathtt{arg1}} &\leftarrow \Delta\ \mathtt{arg0}\end{split}\]

C++ Interface

class Multiply : public ngraph::op::util::BinaryElementwiseArithmetic

Elementwise multiplication operation.

Public Functions

const std::string &description() const

Get the string name for the type of the node, such as Add or Multiply. The class name, must not contain spaces as it is used for codegen.

Return

A const reference to the node’s type name

Multiply()

Constructs a multiplication operation.

Multiply(const Output<Node> &arg0, const Output<Node> &arg1, const AutoBroadcastSpec &autob = AutoBroadcastSpec())

Constructs a multiplication operation.

Parameters
  • arg0: Node that produces the first input tensor.

  • arg1: Node that produces the second input tensor.

  • autob: Auto broadcast specification