| /* |
| * 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.sysds.test.functions.indexing; |
| |
| import java.util.HashMap; |
| |
| import org.junit.Test; |
| import org.apache.sysds.api.DMLScript; |
| import org.apache.sysds.common.Types.ExecMode; |
| import org.apache.sysds.hops.LeftIndexingOp; |
| import org.apache.sysds.hops.LeftIndexingOp.LeftIndexingMethod; |
| import org.apache.sysds.lops.LopProperties.ExecType; |
| import org.apache.sysds.runtime.matrix.data.MatrixValue.CellIndex; |
| import org.apache.sysds.test.AutomatedTestBase; |
| import org.apache.sysds.test.TestConfiguration; |
| import org.apache.sysds.test.TestUtils; |
| |
| public class LeftIndexingTest extends AutomatedTestBase |
| { |
| |
| private final static String TEST_DIR = "functions/indexing/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + LeftIndexingTest.class.getSimpleName() + "/"; |
| |
| private final static double epsilon=0.0000000001; |
| private final static int rows = 1279; |
| private final static int cols = 1050; |
| private final static int min=0; |
| private final static int max=100; |
| |
| @Override |
| public void setUp() { |
| addTestConfiguration("LeftIndexingTest", new TestConfiguration(TEST_CLASS_DIR, "LeftIndexingTest", |
| new String[] {"AB", "AC", "AD"})); |
| } |
| |
| @Test |
| public void testMapLeftIndexingSP() { |
| runTestLeftIndexing(ExecType.SPARK, LeftIndexingMethod.SP_MLEFTINDEX_R); |
| } |
| |
| @Test |
| public void testGeneralLeftIndexingSP() { |
| runTestLeftIndexing(ExecType.SPARK, LeftIndexingMethod.SP_GLEFTINDEX); |
| } |
| |
| private void runTestLeftIndexing(ExecType et, LeftIndexingOp.LeftIndexingMethod indexingMethod) { |
| |
| boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG; |
| ExecMode oldRTP = rtplatform; |
| TestConfiguration config = getTestConfiguration("LeftIndexingTest"); |
| try |
| { |
| if(indexingMethod != null) { |
| LeftIndexingOp.FORCED_LEFT_INDEXING = indexingMethod; |
| } |
| |
| if(et == ExecType.SPARK) { |
| rtplatform = ExecMode.SPARK; |
| } |
| else { |
| // rtplatform = (et==ExecType.MR)? ExecMode.HADOOP : ExecMode.SINGLE_NODE; |
| rtplatform = ExecMode.HYBRID; |
| } |
| if( rtplatform == ExecMode.SPARK ) |
| DMLScript.USE_LOCAL_SPARK_CONFIG = true; |
| |
| |
| config.addVariable("rows", rows); |
| config.addVariable("cols", cols); |
| |
| long rowstart=816, rowend=1229, colstart=967, colend=1009; |
| // long rowstart=2, rowend=4, colstart=9, colend=10; |
| /* |
| Random rand=new Random(System.currentTimeMillis()); |
| rowstart=(long)(rand.nextDouble()*((double)rows))+1; |
| rowend=(long)(rand.nextDouble()*((double)(rows-rowstart+1)))+rowstart; |
| colstart=(long)(rand.nextDouble()*((double)cols))+1; |
| colend=(long)(rand.nextDouble()*((double)(cols-colstart+1)))+colstart; |
| */ |
| config.addVariable("rowstart", rowstart); |
| config.addVariable("rowend", rowend); |
| config.addVariable("colstart", colstart); |
| config.addVariable("colend", colend); |
| loadTestConfiguration(config); |
| |
| /* This is for running the junit test the new way, i.e., construct the arguments directly */ |
| String LI_HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = LI_HOME + "LeftIndexingTest" + ".dml"; |
| programArgs = new String[]{"-args", input("A"), |
| Long.toString(rows), Long.toString(cols), |
| Long.toString(rowstart), Long.toString(rowend), |
| Long.toString(colstart), Long.toString(colend), |
| output("AB"), output("AC"), output("AD"), |
| input("B"), input("C"), input("D"), |
| Long.toString(rowend-rowstart+1), |
| Long.toString(colend-colstart+1), |
| Long.toString(cols-colstart+1)}; |
| |
| fullRScriptName = LI_HOME + "LeftIndexingTest" + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + |
| inputDir() + " " + rowstart + " " + rowend + " " + colstart + " " + colend + " " + expectedDir(); |
| |
| double sparsity=1.0;//rand.nextDouble(); |
| double[][] A = getRandomMatrix(rows, cols, min, max, sparsity, System.currentTimeMillis()); |
| writeInputMatrix("A", A, true); |
| |
| sparsity=0.1;//rand.nextDouble(); |
| double[][] B = getRandomMatrix((int)(rowend-rowstart+1), (int)(colend-colstart+1), min, max, sparsity, System.currentTimeMillis()); |
| writeInputMatrix("B", B, true); |
| |
| sparsity=0.5;//rand.nextDouble(); |
| double[][] C = getRandomMatrix((int)(rowend), (int)(cols-colstart+1), min, max, sparsity, System.currentTimeMillis()); |
| writeInputMatrix("C", C, true); |
| |
| sparsity=0.01;//rand.nextDouble(); |
| double[][] D = getRandomMatrix(rows, (int)(colend-colstart+1), min, max, sparsity, System.currentTimeMillis()); |
| writeInputMatrix("D", D, true); |
| |
| /* |
| * Expected number of jobs: |
| * Reblock - 1 job |
| * While loop iteration - 10 jobs |
| * Final output write - 1 job |
| */ |
| //boolean exceptionExpected = false; |
| //int expectedNumberOfJobs = 12; |
| //runTest(exceptionExpected, null, expectedNumberOfJobs); |
| boolean exceptionExpected = false; |
| int expectedNumberOfJobs = -1; |
| runTest(true, exceptionExpected, null, expectedNumberOfJobs); |
| } |
| finally |
| { |
| rtplatform = oldRTP; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| LeftIndexingOp.FORCED_LEFT_INDEXING = null; |
| } |
| |
| runRScript(true); |
| //disableOutAndExpectedDeletion(); |
| |
| for(String file: config.getOutputFiles()) |
| { |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir(file); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromExpectedDir(file); |
| // System.out.println(file+"-DML: "+dmlfile); |
| // System.out.println(file+"-R: "+rfile); |
| TestUtils.compareMatrices(dmlfile, rfile, epsilon, file+"-DML", file+"-R"); |
| } |
| } |
| } |
| |