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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
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package org.apache.sysds.test.functions.unary.matrix;
import org.junit.Test;
import org.apache.sysds.api.DMLScript;
import org.apache.sysds.common.Types.ExecMode;
import org.apache.sysds.runtime.meta.MatrixCharacteristics;
import org.apache.sysds.test.AutomatedTestBase;
import org.apache.sysds.test.TestConfiguration;
public class QRSolverTest extends AutomatedTestBase
{
private final static String TEST_NAME = "QRsolve";
private final static String TEST_DIR = "functions/unary/matrix/";
private static final String TEST_CLASS_DIR = TEST_DIR + QRSolverTest.class.getSimpleName() + "/";
private final static int rows = 1500;
private final static int cols = 50;
private final static double sparsity = 0.7;
@Override
public void setUp()
{
addTestConfiguration(TEST_NAME,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME, new String[] { "x" }) );
// *** GENERATE data ONCE, and use it FOR ALL tests involving w/ different platforms
// Therefore, data generation is done in setUp() method.
TestConfiguration config = getAndLoadTestConfiguration(TEST_NAME);
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + TEST_NAME + ".dml";
programArgs = new String[]{"-args", input("A"), input("y"),
output(config.getOutputFiles()[0]) };
fullRScriptName = HOME + TEST_NAME + ".R";
rCmd = "Rscript" + " " + fullRScriptName + " " + input("A.mtx") + " " +
input("y.mtx") + " " + expected(config.getOutputFiles()[0]);
double[][] A = getRandomMatrix(rows, cols, 0, 1, sparsity, 10);
MatrixCharacteristics mc = new MatrixCharacteristics(rows, cols, -1, -1);
writeInputMatrixWithMTD("A", A, true, mc);
double[][] y = getRandomMatrix(rows, 1, 0, 1, 1.0, 11);
mc.set(rows, 1, -1, -1);
writeInputMatrixWithMTD("y", y, true, mc);
}
@Test
public void testQRSolveCP() {
runTestQRSolve( ExecMode.SINGLE_NODE );
}
@Test
public void testQRSolveSP() {
runTestQRSolve( ExecMode.SPARK );
}
@Test
public void testQRSolveHybrid() {
runTestQRSolve( ExecMode.HYBRID );
}
private void runTestQRSolve( ExecMode rt)
{
ExecMode rtold = rtplatform;
rtplatform = rt;
boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG;
if( rtplatform == ExecMode.SPARK )
DMLScript.USE_LOCAL_SPARK_CONFIG = true;
try {
boolean exceptionExpected = false;
runTest(true, exceptionExpected, null, -1);
runRScript(true);
compareResultsWithR(1e-5);
}
finally {
DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
rtplatform = rtold;
}
}
}