/**
* Copyright 2012 plista GmbH (http://www.plista.com/)
*
* Licensed 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.plista.kornakapi.core.recommender;
import org.apache.mahout.cf.taste.common.Refreshable;
import org.apache.mahout.cf.taste.common.TasteException;
import org.apache.mahout.cf.taste.impl.common.FastIDSet;
import org.apache.mahout.cf.taste.impl.common.LongPrimitiveIterator;
import org.apache.mahout.cf.taste.model.DataModel;
import org.apache.mahout.cf.taste.model.PreferenceArray;
import org.apache.mahout.cf.taste.recommender.CandidateItemsStrategy;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.util.Collection;
/** a {@link CandidateItemsStrategy} that will cache all itemIDs in memory */
public class CachingAllUnknownItemsCandidateItemsStrategy implements CandidateItemsStrategy {
private DataModel dataModel;
private FastIDSet allItemIDs;
private static final Logger log = LoggerFactory.getLogger(CachingAllUnknownItemsCandidateItemsStrategy.class);
public CachingAllUnknownItemsCandidateItemsStrategy(DataModel dataModel) throws TasteException {
this.dataModel = dataModel;
allItemIDs = loadAllItemIDs(dataModel);
}
@Override
public FastIDSet getCandidateItems(long userID, PreferenceArray preferencesFromUser, DataModel dataModel)
throws TasteException {
FastIDSet possibleItemIDs = allItemIDs.clone();
possibleItemIDs.removeAll(preferencesFromUser.getIDs());
return possibleItemIDs;
}
private FastIDSet loadAllItemIDs(DataModel dataModel) throws TasteException {
int numItems = dataModel.getNumItems();
log.info("Loading {} itemIDs into memory", numItems);
FastIDSet collectedItemIDs = new FastIDSet(dataModel.getNumItems());
LongPrimitiveIterator allItemIDsIterator = dataModel.getItemIDs();
while (allItemIDsIterator.hasNext()) {
collectedItemIDs.add(allItemIDsIterator.next());
}
return collectedItemIDs;
}
@Override
public void refresh(Collection<Refreshable> alreadyRefreshed) {
try {
allItemIDs = loadAllItemIDs(dataModel);
} catch (TasteException e) {
throw new RuntimeException("Unable to reload itemIDs from DataModel", e);
}
}
}