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Facilities for evaluating recommender algorithms.
/*
* LensKit, an open source recommender systems toolkit.
* Copyright 2010-2014 LensKit Contributors. See CONTRIBUTORS.md.
* Work on LensKit has been funded by the National Science Foundation under
* grants IIS 05-34939, 08-08692, 08-12148, and 10-17697.
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU Lesser General Public License as
* published by the Free Software Foundation; either version 2.1 of the
* License, or (at your option) any later version.
*
* This program is distributed in the hope that it will be useful, but WITHOUT
* ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
* FOR A PARTICULAR PURPOSE. See the GNU General Public License for more
* details.
*
* You should have received a copy of the GNU General Public License along with
* this program; if not, write to the Free Software Foundation, Inc., 51
* Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
*/
package org.lenskit.eval.crossfold;
import com.google.common.collect.Lists;
import org.apache.commons.lang3.builder.ToStringBuilder;
import org.apache.commons.lang3.builder.ToStringStyle;
import org.lenskit.data.dao.DataAccessObject;
import org.lenskit.data.entities.EntityType;
import org.lenskit.data.ratings.Rating;
import org.lenskit.util.io.ObjectStream;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.io.IOException;
import java.util.Collections;
import java.util.List;
/**
* Partition ratings into outputs.
*/
class EntityPartitionCrossfoldMethod implements CrossfoldMethod {
private static final Logger logger = LoggerFactory.getLogger(EntityPartitionCrossfoldMethod.class);
@Override
public void crossfold(DataAccessObject input, CrossfoldOutput output, EntityType type) throws IOException {
final int count = output.getCount();
logger.info("splitting {} data from {} to {} partitions by ratings", type, input, count);
// make a list ourselves so we can shuffle it, makeList lists are immutable
List ratings;
try (ObjectStream stream = input.query(type).asType(Rating.class).stream()) {
ratings = Lists.newArrayList(stream);
}
Collections.shuffle(ratings);
final int n = ratings.size();
for (int i = 0; i < n; i++) {
for (int f = 0; f < count; f++) {
int foldNum = i % count;
if (f == foldNum) {
output.getTestWriter(f).writeRating(ratings.get(i));
} else {
output.getTrainWriter(f).writeRating(ratings.get(i));
}
}
}
}
@Override
public String toString() {
return new ToStringBuilder(this, ToStringStyle.SHORT_PREFIX_STYLE)
.toString();
}
@Override
public boolean equals(Object obj) {
if (obj == this) {
return true;
} else if (obj instanceof EntityPartitionCrossfoldMethod) {
return true;
} else {
return false;
}
}
@Override
public int hashCode() {
return 0;
}
}
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