org.tensorflow.op.core

Class MatrixTriangularSolve<T>

java.lang.Object

org.tensorflow.op.PrimitiveOp

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

Type Parameters:

T - data type for output() output

All Implemented Interfaces:

Op, Operand<T>

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

Solves systems of linear equations with upper or lower triangular matrices by

backsubstitution.

`matrix` is a tensor of shape `[..., M, M]` whose inner-most 2 dimensions form square matrices. If `lower` is `True` then the strictly upper triangular part of each inner-most matrix is assumed to be zero and not accessed. If `lower` is False then the strictly lower triangular part of each inner-most matrix is assumed to be zero and not accessed. `rhs` is a tensor of shape `[..., M, K]`.

The output is a tensor of shape `[..., M, K]`. If `adjoint` is `True` then the innermost matrices in `output` satisfy matrix equations `matrix[..., :, :] * output[..., :, :] = rhs[..., :, :]`. If `adjoint` is `False` then the strictly then the innermost matrices in `output` satisfy matrix equations `adjoint(matrix[..., i, k]) * output[..., k, j] = rhs[..., i, j]`.

Nested Class Summary

Nested Classes

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

Field Summary

Fields inherited from class org.tensorflow.op.PrimitiveOp

operation

Method Summary

Modifier and Type	Method and Description
static MatrixTriangularSolve.Options	adjoint(Boolean adjoint)
Output<T>	asOutput() Returns the symbolic handle of a tensor.
static <T> MatrixTriangularSolve<T>	create(Scope scope, Operand<T> matrix, Operand<T> rhs, MatrixTriangularSolve.Options... options) Factory method to create a class to wrap a new MatrixTriangularSolve operation to the graph.
static MatrixTriangularSolve.Options	lower(Boolean lower)
Output<T>	output() Shape is `[..., M, K]`.

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> MatrixTriangularSolve<T> create(Scope scope,
                                                  Operand<T> matrix,
                                                  Operand<T> rhs,
                                                  MatrixTriangularSolve.Options... options)

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

Parameters:

scope - current graph scope

matrix - Shape is `[..., M, M]`.

rhs - Shape is `[..., M, K]`.

options - carries optional attributes values

Returns:

a new instance of MatrixTriangularSolve

lower

public static MatrixTriangularSolve.Options lower(Boolean lower)

Parameters:

lower - Boolean indicating whether the innermost matrices in `matrix` are lower or upper triangular.

adjoint

public static MatrixTriangularSolve.Options adjoint(Boolean adjoint)

Parameters:

adjoint - Boolean indicating whether to solve with `matrix` or its (block-wise) adjoint.

output

public Output<T> output()

Shape is `[..., M, K]`.

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)