/** * 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.cf.taste.example.kddcup.track1.svd; import com.google.common.collect.Lists; 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.impl.model.GenericPreference; import org.apache.mahout.cf.taste.model.DataModel; import org.apache.mahout.cf.taste.model.Preference; import java.util.List; /** * can be used to drop {@link DataModel}s into {@link ParallelArraysSGDFactorizer} */ public class DataModelFactorizablePreferences implements FactorizablePreferences { private final FastIDSet userIDs; private final FastIDSet itemIDs; private final List<Preference> preferences; private final float minPreference; private final float maxPreference; public DataModelFactorizablePreferences(DataModel dataModel) { minPreference = dataModel.getMinPreference(); maxPreference = dataModel.getMaxPreference(); try { userIDs = new FastIDSet(dataModel.getNumUsers()); itemIDs = new FastIDSet(dataModel.getNumItems()); preferences = Lists.newArrayList(); LongPrimitiveIterator userIDsIterator = dataModel.getUserIDs(); while (userIDsIterator.hasNext()) { long userID = userIDsIterator.nextLong(); userIDs.add(userID); for (Preference preference : dataModel.getPreferencesFromUser(userID)) { itemIDs.add(preference.getItemID()); preferences.add(new GenericPreference(userID, preference.getItemID(), preference.getValue())); } } } catch (TasteException te) { throw new IllegalStateException("Unable to create factorizable preferences!", te); } } @Override public LongPrimitiveIterator getUserIDs() { return userIDs.iterator(); } @Override public LongPrimitiveIterator getItemIDs() { return itemIDs.iterator(); } @Override public Iterable<Preference> getPreferences() { return preferences; } @Override public float getMinPreference() { return minPreference; } @Override public float getMaxPreference() { return maxPreference; } @Override public int numUsers() { return userIDs.size(); } @Override public int numItems() { return itemIDs.size(); } @Override public int numPreferences() { return preferences.size(); } }