BoostedTreesExampleDebugOutputs

public final class BoostedTreesExampleDebugOutputs

Debugging/model interpretability outputs for each example.

It traverses all the trees and computes debug metrics for individual examples, such as getting split feature ids and logits after each split along the decision path used to compute directional feature contributions.

Constants

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

Public Methods

Output<TString>	asOutput() Returns the symbolic handle of the tensor.
static BoostedTreesExampleDebugOutputs	create(Scope scope, Operand<?> treeEnsembleHandle, Iterable<Operand<TInt32>> bucketizedFeatures, Long logitsDimension) Factory method to create a class wrapping a new BoostedTreesExampleDebugOutputs operation.
Output<TString>	examplesDebugOutputsSerialized() Output rank 1 Tensor containing a proto serialized as a string for each example.

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`.

From interface org.tensorflow.Operand

abstract Output<TString>	asOutput() Returns the symbolic handle of the tensor.
abstract TString	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<TString>	type() Returns the tensor type of this operand

From interface 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: "BoostedTreesExampleDebugOutputs"

Public Methods

public Output<TString> 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 BoostedTreesExampleDebugOutputs create (Scope scope, Operand<?> treeEnsembleHandle, Iterable<Operand<TInt32>> bucketizedFeatures, Long logitsDimension)

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

Parameters

scope	current scope
bucketizedFeatures	A list of rank 1 Tensors containing bucket id for each feature.
logitsDimension	scalar, dimension of the logits, to be used for constructing the protos in examples_debug_outputs_serialized.

Returns

a new instance of BoostedTreesExampleDebugOutputs

public Output<TString> examplesDebugOutputsSerialized ()

Output rank 1 Tensor containing a proto serialized as a string for each example.