@SuppressWarnings("deprecation")
@Before
public void setup() throws RecommenderBuildException {
List<Rating> rs = new ArrayList<Rating>();
rs.add(Rating.create(1, 6, 4));
rs.add(Rating.create(2, 6, 2));
rs.add(Rating.create(1, 7, 3));
rs.add(Rating.create(2, 7, 2));
rs.add(Rating.create(3, 7, 5));
rs.add(Rating.create(4, 7, 2));
rs.add(Rating.create(1, 8, 3));
rs.add(Rating.create(2, 8, 4));
rs.add(Rating.create(3, 8, 3));
rs.add(Rating.create(4, 8, 2));
rs.add(Rating.create(5, 8, 3));
rs.add(Rating.create(6, 8, 2));
rs.add(Rating.create(1, 9, 3));
rs.add(Rating.create(3, 9, 4));
EventCollectionDAO dao = new EventCollectionDAO(rs);
LenskitConfiguration config = new LenskitConfiguration();
config.bind(EventDAO.class).to(dao);
config.bind(ItemScorer.class).to(ItemItemScorer.class);
// this is the default
config.bind(UserVectorNormalizer.class).to(DefaultUserVectorNormalizer.class);
config.bind(VectorNormalizer.class).to(IdentityVectorNormalizer.class);
LenskitRecommenderEngine engine = LenskitRecommenderEngine.build(config);
session = engine.createRecommender();
recommender = session.getItemRecommender();
}
@Test
public void testSnapshot() throws RecommenderBuildException {
List<Rating> rs = new ArrayList<Rating>();
rs.add(Ratings.make(1, 5, 2));
rs.add(Ratings.make(1, 7, 4));
rs.add(Ratings.make(8, 4, 5));
rs.add(Ratings.make(8, 5, 4));
EventDAO dao = EventCollectionDAO.create(rs);
LenskitConfiguration config = new LenskitConfiguration();
config.bind(EventDAO.class).to(dao);
config.bind(ItemScorer.class).to(UserUserItemScorer.class);
config.bind(NeighborFinder.class).to(SnapshotNeighborFinder.class);
LenskitRecommenderEngine engine = LenskitRecommenderEngine.build(config);
Recommender rec = engine.createRecommender();
assertThat(rec.getItemScorer(), instanceOf(UserUserItemScorer.class));
assertThat(rec.getItemRecommender(), instanceOf(TopNItemRecommender.class));
RatingPredictor pred = rec.getRatingPredictor();
assertThat(pred, instanceOf(SimpleRatingPredictor.class));
Recommender rec2 = engine.createRecommender();
assertThat(rec2.getItemScorer(), not(sameInstance(rec.getItemScorer())));
}
@Override
public LenskitConfiguration getConfiguration() {
LenskitConfiguration config = new LenskitConfiguration();
Provider<BinaryRatingDAO> provider = Providers.fromSupplier(packedDao, BinaryRatingDAO.class);
config.bind(BinaryRatingDAO.class).toProvider(provider);
PreferenceDomain dom = getPreferenceDomain();
if (dom != null) {
config.addComponent(dom);
}
return config;
}
@SuppressWarnings("deprecation")
@Before
public void setup() throws RecommenderBuildException {
List<Rating> rs = new ArrayList<Rating>();
rs.add(Ratings.make(1, 5, 2));
rs.add(Ratings.make(1, 7, 4));
rs.add(Ratings.make(8, 4, 5));
rs.add(Ratings.make(8, 5, 4));
EventDAO dao = new EventCollectionDAO(rs);
LenskitConfiguration config = new LenskitConfiguration();
config.bind(EventDAO.class).to(dao);
config.bind(ItemScorer.class).to(UserUserItemScorer.class);
config.bind(NeighborFinder.class).to(LiveNeighborFinder.class);
engine = LenskitRecommenderEngine.build(config);
}
/**
* Create the LensKit recommender configuration for <b>unweighted</b> user profile creation.
*
* @return The LensKit recommender configuration.
*/
@SuppressWarnings("unchecked")
public static LenskitConfiguration configureRecommender() {
LenskitConfiguration config = new LenskitConfiguration();
// configure the rating data source
config.bind(EventDAO.class).to(MOOCRatingDAO.class);
config.set(RatingFile.class).to(new File("data/ratings.csv"));
// use custom item and user DAOs
// specify item DAO implementation with tags
config.bind(ItemDAO.class).to(CSVItemTagDAO.class);
// specify tag file
config.set(TagFile.class).to(new File("data/movie-tags.csv"));
// and title file
config.set(TitleFile.class).to(new File("data/movie-titles.csv"));
// our user DAO can look up by user name
config.bind(UserDAO.class).to(MOOCUserDAO.class);
config.set(UserFile.class).to(new File("data/users.csv"));
// use the TF-IDF scorer you will implement to score items
config.bind(ItemScorer.class).to(TFIDFItemScorer.class);
return config;
}