blob: 207b6b39333effb26aada1cf4f91a91cadf6a3bf [file] [log] [blame]
/*
* 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.applications;
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.lops.LopProperties.ExecType;
import org.apache.sysds.runtime.controlprogram.ParForProgramBlock.PExecMode;
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 ParForCorrelationTest extends AutomatedTestBase
{
private final static String TEST_NAME = "parfor_corr";
private final static String TEST_DIR = "applications/parfor/";
private final static String TEST_CLASS_DIR = TEST_DIR + ParForCorrelationTest.class.getSimpleName() + "/";
private final static double eps = 1e-10;
private final static int rows = 3578;
private final static int cols1 = 20; // # of columns in each vector
private final static double minVal=0; // minimum value in each vector
private final static double maxVal=1000; // maximum value in each vector
@Override
public void setUp() {
addTestConfiguration(TEST_NAME,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME, new String[] { "Rout" }) );
}
@Test
public void testForCorrleationSerialSerialCP() {
runParForCorrelationTest(false, PExecMode.LOCAL, PExecMode.LOCAL, ExecType.CP, false, false, false);
}
@Test
public void testParForCorrleationLocalLocalCP() {
runParForCorrelationTest(true, PExecMode.LOCAL, PExecMode.LOCAL, ExecType.CP, false, false, false);
}
@Test
public void testParForCorrleationLocalLocalCPWithStats() {
runParForCorrelationTest(true, PExecMode.LOCAL, PExecMode.LOCAL, ExecType.CP, false, false, true);
}
@Test
public void testParForCorrleationLocalRemoteCP() {
runParForCorrelationTest(true, PExecMode.LOCAL, PExecMode.REMOTE_SPARK, ExecType.CP, false, false, false);
}
@Test
public void testParForCorrleationRemoteLocalCP() {
runParForCorrelationTest(true, PExecMode.REMOTE_SPARK, PExecMode.LOCAL, ExecType.CP, false, false, false);
}
@Test
public void testParForCorrleationRemoteLocalCPWithStats() {
runParForCorrelationTest(true, PExecMode.REMOTE_SPARK, PExecMode.LOCAL, ExecType.CP, false, false, true);
}
@Test
public void testParForCorrleationDefaultCP()
{
runParForCorrelationTest(true, null, null, ExecType.CP, false, false, false);
}
private void runParForCorrelationTest( boolean parallel, PExecMode outer, PExecMode inner, ExecType instType, boolean profile, boolean debug, boolean statistics )
{
//inst exec type, influenced via rows
ExecMode oldPlatform = rtplatform;
rtplatform = ExecMode.HYBRID;
int cols = cols1;
//script
int scriptNum = -1;
if( parallel )
{
if( inner == PExecMode.REMOTE_SPARK ) scriptNum=2;
else if( outer == PExecMode.REMOTE_SPARK ) scriptNum=3;
else if( outer == PExecMode.LOCAL ) scriptNum=1;
else if( profile ) scriptNum=5; //optimized with profile
else if( debug ) scriptNum=6; //optimized with profile
else scriptNum=4; //optimized
}
else
{
scriptNum = 0;
}
TestConfiguration config = getTestConfiguration(TEST_NAME);
config.addVariable("rows", rows);
config.addVariable("cols", cols);
loadTestConfiguration(config);
boolean oldStatistics = DMLScript.STATISTICS;
/* This is for running the junit test the new way, i.e., construct the arguments directly */
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + TEST_NAME + scriptNum + ".dml";
if( statistics ){
programArgs = new String[]{ "-stats", "-args",
input("V"), Integer.toString(rows), Integer.toString(cols), output("PearsonR") };
}
else {
programArgs = new String[]{ "-args",
input("V"), Integer.toString(rows), Integer.toString(cols), output("PearsonR") };
}
fullRScriptName = HOME + TEST_NAME + ".R";
rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + expectedDir();
long seed = System.nanoTime();
double[][] V = getRandomMatrix(rows, cols, minVal, maxVal, 1.0, seed);
writeInputMatrix("V", V, true);
try {
boolean exceptionExpected = false;
runTest(true, exceptionExpected, null, -1);
runRScript(true);
}
finally {
DMLScript.STATISTICS = oldStatistics;
rtplatform = oldPlatform;
}
//compare matrices
HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("PearsonR");
HashMap<CellIndex, Double> rfile = readRMatrixFromExpectedDir("Rout");
TestUtils.compareMatrices(dmlfile, rfile, eps, "PearsonR-DML", "PearsonR-R");
}
}