SelfAdjointEig

public final class SelfAdjointEig

Computes the eigen decomposition of one or more square self-adjoint matrices.

Computes the eigenvalues and (optionally) eigenvectors of each inner matrix in `input` such that `input[..., :, :] = v[..., :, :] * diag(e[..., :])`. The eigenvalues are sorted in non-decreasing order. 

# a is a tensor.
 # e is a tensor of eigenvalues.
 # v is a tensor of eigenvectors.
 e, v = self_adjoint_eig(a)
 e = self_adjoint_eig(a, compute_v=False)

Nested Classes

class SelfAdjointEig.Options Optional attributes for SelfAdjointEig  

Constants

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

Public Methods

static SelfAdjointEig.Options
computeV(Boolean computeV)
static <T extends TType> SelfAdjointEig<T>
create(Scope scope, Operand<T> input, Options... options)
Factory method to create a class wrapping a new SelfAdjointEig operation.
Output<T>
e()
Eigenvalues.
Output<T>
v()
Eigenvectors.

Inherited Methods

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()
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.

Constants

public static final String OP_NAME

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

Constant Value: "SelfAdjointEigV2"

Public Methods

public static SelfAdjointEig.Options computeV (Boolean computeV)

Parameters
computeV If `True` then eigenvectors will be computed and returned in `v`. Otherwise, only the eigenvalues will be computed.

public static SelfAdjointEig<T> create (Scope scope, Operand<T> input, Options... options)

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

Parameters
scope current scope
input `Tensor` input of shape `[N, N]`.
options carries optional attributes values
Returns
  • a new instance of SelfAdjointEig

public Output<T> e ()

Eigenvalues. Shape is `[N]`.

public Output<T> v ()

Eigenvectors. Shape is `[N, N]`.