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Apache Ignite® is a Distributed Database For High-Performance Computing With In-Memory Speed.
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License 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 org.apache.ignite.ml.dataset.feature;
import java.io.Serializable;
/**
* Bucket meta-information for feature histogram.
*/
public class BucketMeta implements Serializable {
/** Feature meta. */
private final FeatureMeta featureMeta;
/** Bucket size. */
private double bucketSize;
/** Min value of feature. */
private double minVal;
/**
* Creates an instance of BucketMeta.
*
* @param featureMeta Feature meta.
*/
public BucketMeta(FeatureMeta featureMeta) {
this.featureMeta = featureMeta;
}
/**
* Returns bucket id for feature value.
*
* @param val Value.
* @return bucket id.
*/
public int getBucketId(Double val) {
if(featureMeta.isCategoricalFeature())
return (int) Math.rint(val);
return (int) Math.rint((val - minVal) / bucketSize);
}
/**
* Returns mean value by bucket id.
*
* @param bucketId Bucket id.
* @return mean value of feature.
*/
public double bucketIdToValue(int bucketId) {
if(featureMeta.isCategoricalFeature())
return (double) bucketId;
return minVal + (bucketId + 0.5) * bucketSize;
}
/**
* @param minVal Min value.
*/
public void setMinVal(double minVal) {
this.minVal = minVal;
}
/**
* @param bucketSize Bucket size.
*/
public void setBucketSize(double bucketSize) {
this.bucketSize = bucketSize;
}
/** */
public FeatureMeta getFeatureMeta() {
return featureMeta;
}
}
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