org.apache.mahout.clustering.streaming.tools.IOUtils.java Source code

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Here is the source code for org.apache.mahout.clustering.streaming.tools.IOUtils.java

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/*
 * 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();
            }
        });
    }
}