/* * 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.h2obindings.ops; import org.apache.mahout.math.Matrix; import org.apache.mahout.math.Vector; import org.apache.mahout.math.DiagonalMatrix; import org.apache.mahout.h2obindings.drm.H2OBCast; import org.apache.mahout.h2obindings.drm.H2ODrm; import water.MRTask; import water.fvec.Frame; import water.fvec.Vec; import water.fvec.Chunk; import water.fvec.NewChunk; /** * Multiple DRM with in-core Matrix */ public class TimesRightMatrix { /** * Multiply a DRM with an in-core Matrix to create a new DRM. * * @param drmA DRM representing matrix A. * @param B in-core Mahout Matrix. * @return new DRM containing drmA times B. */ public static H2ODrm exec(H2ODrm drmA, Matrix B) { Frame A = drmA.frame; Vec keys = drmA.keys; Frame AinCoreB = null; if (B instanceof DiagonalMatrix) { AinCoreB = execDiagonal(A, B.viewDiagonal()); } else { AinCoreB = execCommon(A, B); } return new H2ODrm(AinCoreB, keys); } /** * Multiply Frame A with in-core diagonal Matrix (whose diagonal Vector is d) * * A.numCols() == d.size() */ private static Frame execDiagonal(final Frame A, Vector d) { final H2OBCast<Vector> bd = new H2OBCast<Vector>(d); return new MRTask() { public void map(Chunk chks[], NewChunk ncs[]) { Vector D = bd.value(); int chunkSize = chks[0].len(); for (int c = 0; c < ncs.length; c++) { for (int r = 0; r < chunkSize; r++) { double v = (chks[c].atd(r) * D.getQuick(c)); ncs[c].addNum(v); } } } }.doAll(d.size(), A).outputFrame(null, null); } /** * Multiply Frame A with in-core Matrix b * * A.numCols() == b.rowSize() */ private static Frame execCommon(final Frame A, Matrix b) { final H2OBCast<Matrix> bb = new H2OBCast<Matrix>(b); return new MRTask() { public void map(Chunk chks[], NewChunk ncs[]) { Matrix B = bb.value(); int chunkSize = chks[0].len(); for (int c = 0; c < ncs.length; c++) { for (int r = 0; r < chunkSize; r++) { double v = 0; for (int i = 0; i < chks.length; i++) { v += (chks[i].atd(r) * B.getQuick(i, c)); } ncs[c].addNum(v); } } } }.doAll(b.columnSize(), A).outputFrame(null, null); } }