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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.codegen;
import java.io.File;
import java.util.HashMap;
import org.junit.Assert;
import org.junit.Test;
import org.apache.sysds.common.Types.ExecMode;
import org.apache.sysds.hops.OptimizerUtils;
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 SumProductChainTest extends AutomatedTestBase
{
private static final String TEST_NAME1 = "SumProductChain";
private static final String TEST_NAME2 = "SumAdditionChain";
private static final String TEST_DIR = "functions/codegen/";
private static final String TEST_CLASS_DIR = TEST_DIR + SumProductChainTest.class.getSimpleName() + "/";
private final static String TEST_CONF = "SystemDS-config-codegen.xml";
private final static File TEST_CONF_FILE = new File(SCRIPT_DIR + TEST_DIR, TEST_CONF);
private static final int rows = 1191;
private static final int cols1 = 1;
private static final int cols2 = 31;
private static final double sparsity1 = 0.9;
private static final double sparsity2 = 0.09;
private static final double eps = Math.pow(10, -10);
@Override
public void setUp() {
TestUtils.clearAssertionInformation();
addTestConfiguration( TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "R" }) );
addTestConfiguration( TEST_NAME2, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] { "R" }) );
}
@Test
public void testSumProductVectorsDense() {
testSumProductChain( TEST_NAME1, true, false, false, ExecType.CP );
}
@Test
public void testSumProductVectorsSparse() {
testSumProductChain( TEST_NAME1, true, true, false, ExecType.CP );
}
@Test
public void testSumProductMatrixDense() {
testSumProductChain( TEST_NAME1, false, false, false, ExecType.CP );
}
@Test
public void testSumProductMatrixSparse() {
testSumProductChain( TEST_NAME1, false, true, false, ExecType.CP );
}
@Test
public void testSumAdditionVectorsDense() {
testSumProductChain( TEST_NAME2, true, false, false, ExecType.CP );
}
@Test
public void testSumAdditionVectorsSparse() {
testSumProductChain( TEST_NAME2, true, true, false, ExecType.CP );
}
@Test
public void testSumAdditionMatrixDense() {
testSumProductChain( TEST_NAME2, false, false, false, ExecType.CP );
}
@Test
public void testSumAdditionMatrixSparse() {
testSumProductChain( TEST_NAME2, false, true, false, ExecType.CP );
}
private void testSumProductChain(String testname, boolean vectors, boolean sparse, boolean rewrites, ExecType instType)
{
boolean oldRewrites = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION;
ExecMode platformOld = setExecMode(instType);
try
{
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites;
TestConfiguration config = getTestConfiguration(testname);
loadTestConfiguration(config);
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + testname + ".dml";
programArgs = new String[]{"hops", "-stats",
"-args", input("X"), output("R") };
fullRScriptName = HOME + testname + ".R";
rCmd = getRCmd(inputDir(), expectedDir());
//generate input data
int cols = vectors ? cols1 : cols2;
double sparsity = sparse ? sparsity2 : sparsity1;
double[][] X = getRandomMatrix(rows, cols, -1, 1, sparsity, 7);
writeInputMatrixWithMTD("X", X, true);
//run tests
runTest(true, false, null, -1);
runRScript(true);
//compare matrices
HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("R");
HashMap<CellIndex, Double> rfile = readRMatrixFromFS("R");
TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R");
if( vectors || !sparse )
Assert.assertTrue(heavyHittersContainsSubString("spoofCell")
|| heavyHittersContainsSubString("sp_spoofCell"));
}
finally {
resetExecMode(platformOld);
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = oldRewrites;
OptimizerUtils.ALLOW_AUTO_VECTORIZATION = true;
OptimizerUtils.ALLOW_OPERATOR_FUSION = true;
}
}
/**
* Override default configuration with custom test configuration to ensure
* scratch space and local temporary directory locations are also updated.
*/
@Override
protected File getConfigTemplateFile() {
// Instrumentation in this test's output log to show custom configuration file used for template.
System.out.println("This test case overrides default configuration with " + TEST_CONF_FILE.getPath());
return TEST_CONF_FILE;
}
}