ai.djl.training.evaluator.IndexEvaluator Maven / Gradle / Ivy
The newest version!
/*
* Copyright 2021 Amazon.com, Inc. or its affiliates. All Rights Reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance
* with the License. A copy of the License is located at
*
* http://aws.amazon.com/apache2.0/
*
* or in the "license" file accompanying this file. This file is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES
* OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions
* and limitations under the License.
*/
package ai.djl.training.evaluator;
import ai.djl.ndarray.NDArray;
import ai.djl.ndarray.NDList;
/**
* A wrapper for an {@link Evaluator} that evaluates on only a particular {@link NDArray} in the
* predictions and/or labels {@link NDList}s.
*/
public class IndexEvaluator extends Evaluator {
private Evaluator evaluator;
private Integer predictionsIndex;
private Integer labelsIndex;
/**
* Constructs an {@link IndexEvaluator} with the same index for both predictions and labels.
*
* @param evaluator the base evaluator
* @param index the index for both predictions and labels
*/
public IndexEvaluator(Evaluator evaluator, int index) {
this(evaluator, index, index);
}
/**
* Constructs an {@link IndexEvaluator}.
*
* @param evaluator the base evaluator
* @param predictionsIndex the predictions index
* @param labelsIndex the labels index
*/
public IndexEvaluator(Evaluator evaluator, Integer predictionsIndex, Integer labelsIndex) {
super(evaluator.getName());
this.evaluator = evaluator;
this.predictionsIndex = predictionsIndex;
this.labelsIndex = labelsIndex;
}
/** {@inheritDoc} */
@Override
public NDArray evaluate(NDList labels, NDList predictions) {
return evaluator.evaluate(getLabels(labels), getPredictions(predictions));
}
/** {@inheritDoc} */
@Override
public void addAccumulator(String key) {
evaluator.addAccumulator(key);
}
/** {@inheritDoc} */
@Override
public void updateAccumulator(String key, NDList labels, NDList predictions) {
evaluator.updateAccumulator(key, getLabels(labels), getPredictions(predictions));
}
/** {@inheritDoc} */
@Override
public void updateAccumulators(String[] keys, NDList labels, NDList predictions) {
evaluator.updateAccumulators(keys, getLabels(labels), getPredictions(predictions));
}
/** {@inheritDoc} */
@Override
public void resetAccumulator(String key) {
evaluator.resetAccumulator(key);
}
/** {@inheritDoc} */
@Override
public float getAccumulator(String key) {
return evaluator.getAccumulator(key);
}
private NDList getPredictions(NDList predictions) {
if (predictionsIndex == null) {
return predictions;
}
return new NDList(predictions.get(predictionsIndex));
}
private NDList getLabels(NDList labels) {
if (labelsIndex == null) {
return labels;
}
return new NDList(labels.get(labelsIndex));
}
}