Github user myui commented on a diff in the pull request: https://github.com/apache/incubator-hivemall/pull/167#discussion_r226578495 --- Diff: core/src/main/java/hivemall/mf/CofactorModel.java --- @@ -0,0 +1,715 @@ +/* + * 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 hivemall.mf; + +import hivemall.annotations.VisibleForTesting; +import hivemall.fm.Feature; +import hivemall.utils.lang.Preconditions; +import hivemall.utils.math.MathUtils; +import it.unimi.dsi.fastutil.objects.Object2DoubleArrayMap; +import it.unimi.dsi.fastutil.objects.Object2DoubleMap; +import org.apache.commons.math3.linear.ArrayRealVector; +import org.apache.commons.math3.linear.Array2DRowRealMatrix; +import org.apache.commons.math3.linear.RealMatrix; +import org.apache.commons.math3.linear.RealVector; +import org.apache.commons.math3.linear.SingularValueDecomposition; +import org.apache.hadoop.hive.ql.metadata.HiveException; + +import javax.annotation.Nonnegative; +import javax.annotation.Nonnull; +import javax.annotation.Nullable; +import java.util.ArrayList; +import java.util.HashMap; +import java.util.List; +import java.util.Map; +import java.util.Random; + + +public class CofactorModel { + + public enum RankInitScheme { + random /* default */, gaussian; + --- End diff -- please remove unnessesary line breaks.
---