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/*
* 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");
}
}
}