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Advanced rating prediction support for LensKit.
/*
* 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.predict;
import it.unimi.dsi.fastutil.longs.Long2ObjectMap;
import it.unimi.dsi.fastutil.longs.Long2ObjectOpenHashMap;
import it.unimi.dsi.fastutil.longs.LongSortedSet;
import org.grouplens.lenskit.collections.LongUtils;
import org.lenskit.data.dao.UserEventDAO;
import org.lenskit.data.ratings.Rating;
import org.lenskit.api.Result;
import org.lenskit.api.ResultMap;
import org.lenskit.basic.AbstractRatingPredictor;
import org.lenskit.basic.FallbackItemScorer;
import org.lenskit.results.Results;
import javax.annotation.Nonnull;
import javax.inject.Inject;
import java.util.Collection;
import java.util.List;
/**
* Use a user's existing ratings as predictions. This rating predictor
* returns the user's rating as a prediction for all items the user has rated,
* and returns no prediction for items the user has rated. It is useful in
* conjunction with a {@link FallbackItemScorer} to return a user's rating
* when it is known.
*
* @see RatingPredictorItemScorer
* @since 2.2
*/
public class KnownRatingRatingPredictor extends AbstractRatingPredictor {
private final UserEventDAO dao;
@Inject
public KnownRatingRatingPredictor(UserEventDAO uedao) {
this.dao = uedao;
}
@Nonnull
@Override
public ResultMap predictWithDetails(long user, @Nonnull Collection items) {
List ratings = dao.getEventsForUser(user, Rating.class);
if (ratings == null) {
return Results.newResultMap();
}
LongSortedSet wantedItems = LongUtils.packedSet(items);
Long2ObjectMap results = new Long2ObjectOpenHashMap<>();
for (Rating r: ratings) {
long item = r.getItemId();
if (wantedItems.contains(r.getItemId())) {
if (r.hasValue()) {
results.put(item, Results.create(item, r.getValue()));
} else {
results.remove(item);
}
}
}
return Results.newResultMap(results.values());
}
}
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