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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.rewrite;
import java.util.HashMap;
import org.junit.Assert;
import org.junit.Test;
import org.apache.sysds.hops.OptimizerUtils;
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;
import org.apache.sysds.utils.Statistics;
/**
* Regression test for function recompile-once issue with literal replacement.
*
*/
public class RewriteSimplifyRowColSumMVMultTest extends AutomatedTestBase
{
private static final String TEST_NAME1 = "RewriteRowSumsMVMult";
private static final String TEST_NAME2 = "RewriteRowSumsMVMult";
private static final String TEST_DIR = "functions/rewrite/";
private static final String TEST_CLASS_DIR = TEST_DIR + RewriteSimplifyRowColSumMVMultTest.class.getSimpleName() + "/";
private static final int rows = 1234;
private static final int cols = 567;
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 testMultiScalarToBinaryNoRewrite() {
testRewriteRowColSumsMVMult( TEST_NAME1, false );
}
@Test
public void testMultiScalarToBinaryRewrite() {
testRewriteRowColSumsMVMult( TEST_NAME1, true );
}
@Test
public void testMultiBinaryToScalarNoRewrite() {
testRewriteRowColSumsMVMult( TEST_NAME2, false );
}
@Test
public void testMultiBinaryToScalarRewrite() {
testRewriteRowColSumsMVMult( TEST_NAME2, true );
}
private void testRewriteRowColSumsMVMult( String testname, boolean rewrites )
{
boolean oldFlag = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION;
try
{
TestConfiguration config = getTestConfiguration(testname);
loadTestConfiguration(config);
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + testname + ".dml";
programArgs = new String[]{ "-stats","-args", input("X"), output("R") };
fullRScriptName = HOME + testname + ".R";
rCmd = getRCmd(inputDir(), expectedDir());
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites;
double[][] X = getRandomMatrix(rows, cols, -1, 1, 0.56d, 7);
writeInputMatrixWithMTD("X", X, true);
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");
//check matrix mult existence
String gpuBa = "gpu_ba+*";
String ba = "ba+*";
boolean isMatmultPresent = Statistics.getCPHeavyHitterOpCodes().contains(ba) || Statistics.getCPHeavyHitterOpCodes().contains(gpuBa);
Assert.assertTrue( isMatmultPresent == rewrites );
}
finally {
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = oldFlag;
}
}
}