/* * 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.netflix; import java.io.File; import java.io.IOException; import java.util.Collection; import java.util.List; import java.util.NoSuchElementException; import com.google.common.base.Preconditions; import com.google.common.collect.Lists; import org.apache.mahout.cf.taste.common.Refreshable; import org.apache.mahout.cf.taste.common.TasteException; import org.apache.mahout.cf.taste.impl.common.AbstractLongPrimitiveIterator; 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.GenericItemPreferenceArray; 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 org.apache.mahout.cf.taste.model.PreferenceArray; import org.apache.mahout.common.iterator.FileLineIterable; public final class NetflixFileDataModel implements DataModel { private final File dataDirectory; public NetflixFileDataModel(File dataDirectory) { Preconditions.checkArgument(dataDirectory != null && dataDirectory.exists() && dataDirectory.isDirectory(), "%s is not a directory", dataDirectory); this.dataDirectory = dataDirectory; } @Override public LongPrimitiveIterator getUserIDs() { throw new UnsupportedOperationException(); // TODO } @Override public PreferenceArray getPreferencesFromUser(long id) { throw new UnsupportedOperationException(); // TODO } @Override public LongPrimitiveIterator getItemIDs() { return new MovieIDIterator(); } @Override public FastIDSet getItemIDsFromUser(long userID) { throw new UnsupportedOperationException(); // TODO } @Override public Float getPreferenceValue(long userID, long itemID) { throw new UnsupportedOperationException(); // TODO } @Override public Long getPreferenceTime(long userID, long itemID) { throw new UnsupportedOperationException(); // TODO } @Override public PreferenceArray getPreferencesForItem(long itemID) throws TasteException { StringBuilder itemIDPadded = new StringBuilder(5); itemIDPadded.append(itemID); while (itemIDPadded.length() < 5) { itemIDPadded.insert(0, '0'); } List<Preference> prefs = Lists.newArrayList(); File movieFile = new File(new File(dataDirectory, "training_set"), "mv_00" + itemIDPadded + ".txt"); try { for (String line : new FileLineIterable(movieFile, true)) { int firstComma = line.indexOf(','); Integer userID = Integer.valueOf(line.substring(0, firstComma)); int secondComma = line.indexOf(',', firstComma + 1); float rating = Float.parseFloat(line.substring(firstComma + 1, secondComma)); prefs.add(new GenericPreference(userID, itemID, rating)); } } catch (IOException ioe) { throw new TasteException(ioe); } return new GenericItemPreferenceArray(prefs); } @Override public int getNumItems() { return MovieIDIterator.COUNT; } /** * @throws UnsupportedOperationException */ @Override public int getNumUsers() { throw new UnsupportedOperationException(); } /** * @throws UnsupportedOperationException */ @Override public int getNumUsersWithPreferenceFor(long itemID) { throw new UnsupportedOperationException(); } @Override public int getNumUsersWithPreferenceFor(long itemID1, long itemID2) { throw new UnsupportedOperationException(); } /** * @throws UnsupportedOperationException */ @Override public void setPreference(long userID, long itemID, float value) { throw new UnsupportedOperationException(); } /** * @throws UnsupportedOperationException */ @Override public void removePreference(long userID, long itemID) { throw new UnsupportedOperationException(); } @Override public void refresh(Collection<Refreshable> alreadyRefreshed) { // do nothing } @Override public boolean hasPreferenceValues() { return true; } @Override public float getMaxPreference() { return 0.0f; // TODO } @Override public float getMinPreference() { return 0.0f; // TODO } @Override public String toString() { return "NetflixFileDataModel"; } private static final class MovieIDIterator extends AbstractLongPrimitiveIterator { static final int COUNT = 17770; private int next = 1; @Override public long nextLong() { if (next <= COUNT) { return next++; } throw new NoSuchElementException(); } @Override public long peek() { if (next <= COUNT) { return next; } throw new NoSuchElementException(); } @Override public boolean hasNext() { return next <= COUNT; } @Override public void remove() { throw new UnsupportedOperationException(); } @Override public void skip(int n) { next += n; } } }