/*
* 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.streaming.tools;
import com.google.common.base.Function;
import com.google.common.base.Preconditions;
import com.google.common.collect.Iterables;
import org.apache.mahout.clustering.iterator.ClusterWritable;
import org.apache.mahout.clustering.streaming.mapreduce.CentroidWritable;
import org.apache.mahout.math.Centroid;
import org.apache.mahout.math.Vector;
import org.apache.mahout.math.VectorWritable;
public class IOUtils {
private IOUtils() {}
/**
* Converts CentroidWritable values in a sequence file into Centroids lazily.
* @param dirIterable the source iterable (comes from a SequenceFileDirIterable).
* @return an Iterable<Centroid> with the converted vectors.
*/
public static Iterable<Centroid> getCentroidsFromCentroidWritableIterable(
Iterable<CentroidWritable> dirIterable) {
return Iterables.transform(dirIterable, new Function<CentroidWritable, Centroid>() {
@Override
public Centroid apply(CentroidWritable input) {
Preconditions.checkNotNull(input);
return input.getCentroid().clone();
}
});
}
/**
* Converts CentroidWritable values in a sequence file into Centroids lazily.
* @param dirIterable the source iterable (comes from a SequenceFileDirIterable).
* @return an Iterable<Centroid> with the converted vectors.
*/
public static Iterable<Centroid> getCentroidsFromClusterWritableIterable(Iterable<ClusterWritable> dirIterable) {
return Iterables.transform(dirIterable, new Function<ClusterWritable, Centroid>() {
int numClusters = 0;
@Override
public Centroid apply(ClusterWritable input) {
Preconditions.checkNotNull(input);
return new Centroid(numClusters++, input.getValue().getCenter().clone(),
input.getValue().getTotalObservations());
}
});
}
/**
* Converts VectorWritable values in a sequence file into Vectors lazily.
* @param dirIterable the source iterable (comes from a SequenceFileDirIterable).
* @return an Iterable<Vector> with the converted vectors.
*/
public static Iterable<Vector> getVectorsFromVectorWritableIterable(Iterable<VectorWritable> dirIterable) {
return Iterables.transform(dirIterable, new Function<VectorWritable, Vector>() {
@Override
public Vector apply(VectorWritable input) {
Preconditions.checkNotNull(input);
return input.get().clone();
}
});
}
}