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* 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
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package org.apache.sysds.test.functions.recompile;
import java.util.HashMap;
import org.junit.Test;
import org.apache.sysds.common.Types.ExecMode;
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 RewriteComplexMapMultChainTest extends AutomatedTestBase
{
private final static String TEST_NAME1 = "rewrite_mapmultchain1";
private final static String TEST_NAME2 = "rewrite_mapmultchain2";
private final static String TEST_DIR = "functions/recompile/";
private final static String TEST_CLASS_DIR = TEST_DIR +
RewriteComplexMapMultChainTest.class.getSimpleName() + "/";
private final static int rows = 1974;
private final static int cols = 45;
private final static int cols2a = 1;
private final static int cols2b = 3;
private final static double sparsity = 0.7;
private final static double eps = 0.0000001;
@Override
public void setUp()
{
addTestConfiguration( TEST_NAME1,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "HV" }) );
addTestConfiguration( TEST_NAME2,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] { "HV" }) );
}
@Test
public void testRewriteExpr1SingleColumnCP() {
runRewriteMapMultChain(TEST_NAME1, true, ExecType.CP);
}
@Test
public void testRewriteExpr1MultiColumnCP() {
runRewriteMapMultChain(TEST_NAME1, false, ExecType.CP);
}
@Test
public void testRewriteExpr2SingleColumnCP() {
runRewriteMapMultChain(TEST_NAME2, true, ExecType.CP);
}
@Test
public void testRewriteExpr2MultiColumnCP() {
runRewriteMapMultChain(TEST_NAME2, false, ExecType.CP);
}
private void runRewriteMapMultChain( String TEST_NAME, boolean singleCol, ExecType et ) {
ExecMode platformOld = rtplatform;
try
{
TestConfiguration config = getTestConfiguration(TEST_NAME);
loadTestConfiguration(config);
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + TEST_NAME + ".dml";
programArgs = new String[]{"-args",
input("X"), input("P"), input("v"), output("HV") };
fullRScriptName = HOME + TEST_NAME + ".R";
rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + expectedDir();
rtplatform = ExecMode.HYBRID;
//generate input data
double[][] X = getRandomMatrix(rows, cols, 0, 1, sparsity, 7);
writeInputMatrixWithMTD("X", X, true);
double[][] P = getRandomMatrix(rows, singleCol?cols2a:cols2b, 0, 1, sparsity, 3);
writeInputMatrixWithMTD("P", P, true);
double[][] v = getRandomMatrix(cols, singleCol?cols2a:cols2b, 0, 1, 1.0, 21);
writeInputMatrixWithMTD("v", v, true);
//run test
runTest(true, false, null, -1);
runRScript(true);
//compare matrices
HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("HV");
HashMap<CellIndex, Double> rfile = readRMatrixFromExpectedDir("HV");
TestUtils.compareMatrices(dmlfile, rfile, eps, "DML", "R");
//check expected number of compiled and executed Spark jobs
int expectedNumCompiled = (et==ExecType.CP)?3:(singleCol?4:6); //mapmultchain if single column
int expectedNumExecuted = (et==ExecType.CP)?0:(singleCol?4:6); //mapmultchain if single column
checkNumCompiledSparkInst(expectedNumCompiled);
checkNumExecutedSparkInst(expectedNumExecuted);
}
finally {
rtplatform = platformOld;
}
}
}