/* * 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.fm; import java.util.Arrays; import javax.annotation.Nonnull; import org.apache.hadoop.hive.ql.metadata.HiveException; public final class FMArrayModel extends FactorizationMachineModel { private final int _p; // LEARNING PARAMS private final float[] _w; private final float[][] _V; public FMArrayModel(@Nonnull FMHyperParameters params) { super(params); this._p = params.numFeatures; this._w = new float[params.numFeatures + 1]; this._V = new float[params.numFeatures][]; } @Override protected int getMinIndex() { return 1; } @Override protected int getMaxIndex() { return _p - 1; } @Override public int getSize() { return _p; } @Override public float getW0() { return _w[0]; } @Override protected void setW0(float nextW0) { _w[0] = nextW0; } @Override protected float getW(int i) { assert (i >= 1) : i; return _w[i]; } @Override public float getW(@Nonnull final Feature x) { int i = x.getFeatureIndex(); assert (i >= 0) : i; return _w[i]; } @Override protected void setW(@Nonnull Feature x, float nextWi) { int i = x.getFeatureIndex(); assert (i >= 0) : i; _w[i] = nextWi; } @Override protected float[] getV(int i, boolean init) { if (i < 1 || i > _p) { throw new IllegalArgumentException("Index i should be in range [1," + _p + "]: " + i); } final int idx = i - 1; float[] v = _V[idx]; if (v == null && init) { v = initV(); _V[idx] = v; } return v; } @Override public float getV(@Nonnull final Feature x, int f) { final int i = x.getFeatureIndex(); float[] v = getV(i, true); return v[f]; } @Override protected void setV(@Nonnull Feature x, int f, float nextVif) { final int i = x.getFeatureIndex(); float[] v = getV(i, true); v[f] = nextVif; } @Override public void check(@Nonnull Feature[] x) throws HiveException { for (Feature e : x) { if (e != null && e.getFeatureIndex() < 1) { throw new HiveException("Index of x should be greater than or equals to 1: " + Arrays.toString(x)); } } } }