org.tensorflow.op.core

Class BoostedTreesExampleDebugOutputs

java.lang.Object

org.tensorflow.op.PrimitiveOp

org.tensorflow.op.core.BoostedTreesExampleDebugOutputs

All Implemented Interfaces:

Op, Operand<String>

public final class BoostedTreesExampleDebugOutputs
extends PrimitiveOp
implements Operand<String>

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.

Field Summary

Fields inherited from class org.tensorflow.op.PrimitiveOp

operation

Method Summary

Modifier and Type	Method and Description
Output<String>	asOutput() Returns the symbolic handle of a tensor.
static BoostedTreesExampleDebugOutputs	create(Scope scope, Operand<?> treeEnsembleHandle, Iterable<Operand<Integer>> bucketizedFeatures, Long logitsDimension) Factory method to create a class to wrap a new BoostedTreesExampleDebugOutputs operation to the graph.
Output<String>	examplesDebugOutputsSerialized() Output rank 1 Tensor containing a proto serialized as a string for each example.

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 BoostedTreesExampleDebugOutputs create(Scope scope,
                                                     Operand<?> treeEnsembleHandle,
                                                     Iterable<Operand<Integer>> bucketizedFeatures,
                                                     Long logitsDimension)

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

Parameters:

scope - current graph scope

treeEnsembleHandle -

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

examplesDebugOutputsSerialized

public Output<String> examplesDebugOutputsSerialized()

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

asOutput

public Output<String> 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<String>

See Also:

OperationBuilder.addInput(Output)