TopK

public final class TopK

Finds values and indices of the `k` largest elements for the last dimension.

If the input is a vector (rank-1), finds the `k` largest entries in the vector and outputs their values and indices as vectors. Thus `values[j]` is the `j`-th largest entry in `input`, and its index is `indices[j]`.

For matrices (resp. higher rank input), computes the top `k` entries in each row (resp. vector along the last dimension). Thus,

values.shape = indices.shape = input.shape[:-1] + [k]

If two elements are equal, the lower-index element appears first.

Nested Classes

class

TopK.Options

Optional attributes for TopK

Constants

String

OP_NAME

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

Public Methods

static <T extends TNumber> TopK<T>	create(Scope scope, Operand<T> input, Operand<TInt32> k, Options... options) Factory method to create a class wrapping a new TopK operation.
Output<TInt32>	indices() The indices of `values` within the last dimension of `input`.
static TopK.Options	sorted(Boolean sorted)
Output<T>	values() The `k` largest elements along each last dimensional slice.

Inherited Methods

From class 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()

From class java.lang.Object

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()

From interface 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: "TopKV2"

Public Methods

public static TopK<T> create (Scope scope, Operand<T> input, Operand<TInt32> k, Options... options)

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

Parameters

scope	current scope
input	1-D or higher with last dimension at least `k`.
k	0-D. Number of top elements to look for along the last dimension (along each row for matrices).
options	carries optional attributes values

Returns

• a new instance of TopK

public Output<TInt32> indices ()

The indices of `values` within the last dimension of `input`.

public static TopK.Options sorted (Boolean sorted)

Parameters

sorted	If true the resulting `k` elements will be sorted by the values in descending order.

public Output<T> values ()

The `k` largest elements along each last dimensional slice.