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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.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 SparseSideInputTest extends AutomatedTestBase
{
private static final String TEST_NAME = "SparseSideInput";
private static final String TEST_NAME1 = TEST_NAME+"1"; //row sum(X/rowSums(X)+Y)
private static final String TEST_NAME2 = TEST_NAME+"2"; //cell sum(abs(X^2)+Y)
private static final String TEST_NAME3 = TEST_NAME+"3"; //magg sum(X^2), sum(X+Y)
private static final String TEST_NAME4 = TEST_NAME+"4"; //outer sum((X!=0) * (U %*% t(V) - Y))
private static final String TEST_DIR = "functions/codegen/";
private static final String TEST_CLASS_DIR = TEST_DIR + SparseSideInputTest.class.getSimpleName() + "/";
private static String TEST_CONF1 = "SystemDS-config-codegen.xml";
private static String TEST_CONF2 = "SystemDS-config-codegen-compress.xml";
private static String TEST_CONF = TEST_CONF1;
private static final int rows = 1798;
private static final int cols = 784;
private static final double sparsity = 0.1;
private static final double eps = Math.pow(10, -7);
@Override
public void setUp() {
TestUtils.clearAssertionInformation();
for(int i=1; i<=4; i++)
addTestConfiguration( TEST_NAME+i, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME+i, new String[] { String.valueOf(i) }) );
}
@Test
public void testCodegenRowULASparseSideInputCP() {
testCodegenIntegration( TEST_NAME1, false, ExecType.CP );
}
@Test
public void testCodegenRowCLASparseSideInputCP() {
testCodegenIntegration( TEST_NAME1, true, ExecType.CP );
}
@Test
public void testCodegenRowULASparseSideInputSP() {
testCodegenIntegration( TEST_NAME1, false, ExecType.SPARK );
}
@Test
public void testCodegenRowCLASparseSideInputSP() {
testCodegenIntegration( TEST_NAME1, true, ExecType.SPARK );
}
@Test
public void testCodegenCellULASparseSideInputCP() {
testCodegenIntegration( TEST_NAME2, false, ExecType.CP );
}
@Test
public void testCodegenCellCLASparseSideInputCP() {
testCodegenIntegration( TEST_NAME2, true, ExecType.CP );
}
@Test
public void testCodegenCellULASparseSideInputSP() {
testCodegenIntegration( TEST_NAME2, false, ExecType.SPARK );
}
@Test
public void testCodegenCellCLASparseSideInputSP() {
testCodegenIntegration( TEST_NAME2, true, ExecType.SPARK );
}
@Test
public void testCodegenMaggULASparseSideInputCP() {
testCodegenIntegration( TEST_NAME3, false, ExecType.CP );
}
@Test
public void testCodegenMaggCLASparseSideInputCP() {
testCodegenIntegration( TEST_NAME3, true, ExecType.CP );
}
@Test
public void testCodegenMaggULASparseSideInputSP() {
testCodegenIntegration( TEST_NAME3, false, ExecType.SPARK );
}
@Test
public void testCodegenMaggCLASparseSideInputSP() {
testCodegenIntegration( TEST_NAME3, true, ExecType.SPARK );
}
@Test
public void testCodegenOuterULASparseSideInputCP() {
testCodegenIntegration( TEST_NAME4, false, ExecType.CP );
}
@Test
public void testCodegenOuterCLASparseSideInputCP() {
testCodegenIntegration( TEST_NAME4, true, ExecType.CP );
}
@Test
public void testCodegenOuterULASparseSideInputSP() {
testCodegenIntegration( TEST_NAME4, false, ExecType.SPARK );
}
@Test
public void testCodegenOuterCLASparseSideInputSP() {
testCodegenIntegration( TEST_NAME4, true, ExecType.SPARK );
}
private void testCodegenIntegration( String testname, boolean compress, ExecType instType )
{
boolean oldFlag = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION;
ExecMode platformOld = setExecMode(instType);
try
{
TEST_CONF = compress ? TEST_CONF2 : TEST_CONF1;
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = false;
TestConfiguration config = getTestConfiguration(testname);
loadTestConfiguration(config);
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + testname + ".dml";
programArgs = new String[]{"-stats", "-args",
input("X"), input("Y"), output("R") };
fullRScriptName = HOME + testname + ".R";
rCmd = getRCmd(inputDir(), expectedDir());
//generate inputs
double[][] X = getRandomMatrix(rows, cols, 0, 1, sparsity, 7);
double[][] Y = getRandomMatrix(rows, cols, 0, 1, sparsity, 3);
writeInputMatrixWithMTD("X", X, true);
writeInputMatrixWithMTD("Y", Y, true);
//run dml and r scripts
runTest(true, false, null, -1);
runRScript(true);
//compare matrices
HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("R");
HashMap<CellIndex, Double> rfile = readRMatrixFromExpectedDir("R");
TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R");
Assert.assertTrue(heavyHittersContainsSubString("spoof")
|| heavyHittersContainsSubString("sp_spoof"));
}
finally {
resetExecMode(platformOld);
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = oldFlag;
OptimizerUtils.ALLOW_AUTO_VECTORIZATION = true;
OptimizerUtils.ALLOW_OPERATOR_FUSION = true;
TEST_CONF = TEST_CONF2;
}
}
@Override
protected File getConfigTemplateFile() {
// Instrumentation in this test's output log to show custom configuration file used for template.
File f = new File(SCRIPT_DIR + TEST_DIR, TEST_CONF);
System.out.println("This test case overrides default configuration with " + f.getPath());
return f;
}
}