/* * 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.h2obindings.H2OHelper; import org.apache.mahout.h2obindings.drm.H2ODrm; import water.MRTask; import water.fvec.Frame; import water.fvec.Vec; import water.fvec.Chunk; /** * Calculate A'B */ public class AtB { /** * Perform A'B operation on two DRMs to create a new DRM. * * @param drmA DRM representing matrix A. * @param drmB DRM representing matrix B. * @return new DRM containing A'B. */ public static H2ODrm exec(H2ODrm drmA, H2ODrm drmB) { final Frame A = drmA.frame; final Frame B = drmB.frame; // First create an empty frame of the required dimensions Frame AtB = H2OHelper.emptyFrame(A.numCols(), B.numCols(), -1, -1); // Execute MRTask on the new Frame, and fill each cell (initially 0) by // computing appropriate values from A and B. // // chks.length == B.numCols() new MRTask() { public void map(Chunk chks[]) { int chunkSize = chks[0].len(); long start = chks[0].start(); long A_rows = A.numRows(); Vec A_vecs[] = A.vecs(); Vec B_vecs[] = B.vecs(); for (int c = 0; c < chks.length; c++) { for (int r = 0; r < chunkSize; r++) { double v = 0; for (long i = 0; i < A_rows; i++) { v += (A_vecs[(int)(start + r)].at(i) * B_vecs[c].at(i)); } chks[c].set(r, v); } } } }.doAll(AtB); // AtB is NOT similarly partitioned as A, drop labels return new H2ODrm(AtB); } }