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Scalable machine learning libraries
/**
* 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.mahout.clustering.iterator;
import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.mahout.clustering.AbstractCluster;
import org.apache.mahout.clustering.Model;
import org.apache.mahout.common.ClassUtils;
import org.apache.mahout.common.distance.DistanceMeasure;
import org.apache.mahout.math.Vector;
import org.apache.mahout.math.VectorWritable;
public class DistanceMeasureCluster extends AbstractCluster {
private DistanceMeasure measure;
public DistanceMeasureCluster(Vector point, int id, DistanceMeasure measure) {
super(point, id);
this.measure = measure;
}
public DistanceMeasureCluster() {
}
@Override
public void configure(Configuration job) {
if (measure != null) {
measure.configure(job);
}
}
@Override
public void readFields(DataInput in) throws IOException {
String dm = in.readUTF();
this.measure = ClassUtils.instantiateAs(dm, DistanceMeasure.class);
super.readFields(in);
}
@Override
public void write(DataOutput out) throws IOException {
out.writeUTF(measure.getClass().getName());
super.write(out);
}
@Override
public double pdf(VectorWritable vw) {
return 1 / (1 + measure.distance(vw.get(), getCenter()));
}
@Override
public Model sampleFromPosterior() {
return new DistanceMeasureCluster(getCenter(), getId(), measure);
}
public DistanceMeasure getMeasure() {
return measure;
}
/**
* @param measure
* the measure to set
*/
public void setMeasure(DistanceMeasure measure) {
this.measure = measure;
}
@Override
public String getIdentifier() {
return "DMC:" + getId();
}
}
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