| #------------------------------------------------------------- |
| # |
| # 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. |
| # |
| #------------------------------------------------------------- |
| |
| # JUnit test class: dml.test.integration.applications.GNMFTest.java |
| # command line invocation assuming $GNMF_HOME is set to the home of the R script |
| # Rscript $GNMF_HOME/GNMF.R $GNMF_HOME/in/ 3 $GNMF_HOME/expected/ |
| args <- commandArgs(TRUE) |
| library(Matrix) |
| |
| V = readMM(paste(args[1], "v.mtx", sep="")); |
| W = readMM(paste(args[1], "w.mtx", sep="")); |
| H = readMM(paste(args[1], "h.mtx", sep="")); |
| max_iteration = as.integer(args[2]); |
| i = 0; |
| |
| Eps = 10^-8; |
| |
| while(i < max_iteration) { |
| H = H * ((t(W) %*% V) / (((t(W) %*% W) %*% H)+Eps)) ; |
| W = W * ((V %*% t(H)) / ((W %*% (H %*% t(H)))+Eps)); |
| i = i + 1; |
| } |
| |
| writeMM(as(W, "CsparseMatrix"), paste(args[3], "w", sep="")); |
| writeMM(as(H, "CsparseMatrix"), paste(args[3], "h", sep="")); |