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* Licensed to the Apache Software Foundation (ASF) under one
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* 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
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* 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.rewrite;
import java.util.HashMap;
import org.junit.Assert;
import org.junit.Test;
import org.apache.sysds.api.DMLScript;
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;
import org.apache.sysds.utils.Statistics;
public class RewriteHoistingLoopInvariantOpsTest extends AutomatedTestBase
{
private static final String TEST_NAME1 = "RewriteCodeMotionFor";
private static final String TEST_NAME2 = "RewriteCodeMotionWhile";
private static final String TEST_DIR = "functions/rewrite/";
private static final String TEST_CLASS_DIR = TEST_DIR + RewriteHoistingLoopInvariantOpsTest.class.getSimpleName() + "/";
private static final int rows = 265;
private static final int cols = 132;
private static final int iters = 10;
private static final double sparsity = 0.1;
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 testCodeMotionForCP() {
testRewriteCodeMotion(TEST_NAME1, false, ExecType.CP);
}
@Test
public void testCodeMotionForRewriteCP() {
testRewriteCodeMotion(TEST_NAME1, true, ExecType.CP);
}
@Test
public void testCodeMotionWhileCP() {
testRewriteCodeMotion(TEST_NAME2, false, ExecType.CP);
}
@Test
public void testCodeMotionWhileRewriteCP() {
testRewriteCodeMotion(TEST_NAME2, true, ExecType.CP);
}
private void testRewriteCodeMotion(String testname, boolean rewrites, ExecType et)
{
ExecMode platformOld = rtplatform;
switch( et ){
case SPARK: rtplatform = ExecMode.SPARK; break;
default: rtplatform = ExecMode.HYBRID; break;
}
boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG;
if( rtplatform == ExecMode.SPARK || rtplatform == ExecMode.HYBRID )
DMLScript.USE_LOCAL_SPARK_CONFIG = true;
boolean rewritesOld = OptimizerUtils.ALLOW_CODE_MOTION;
OptimizerUtils.ALLOW_CODE_MOTION = rewrites;
try
{
TestConfiguration config = getTestConfiguration(testname);
loadTestConfiguration(config);
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + testname + ".dml";
programArgs = new String[] { "-explain", "hops", "-stats", "-args",
input("X"), String.valueOf(iters), output("R") };
fullRScriptName = HOME + testname + ".R";
rCmd = getRCmd(inputDir(), String.valueOf(iters), expectedDir());
double[][] X = getRandomMatrix(rows, cols, -1, 1, sparsity, 7);
writeInputMatrixWithMTD("X", X, true);
//execute 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");
//check applied code motion rewrites (moved sum and - from 10 to 1)
Assert.assertEquals(rewrites?1:10, Statistics.getCPHeavyHitterCount("uak+"));
Assert.assertEquals(rewrites?1:10, Statistics.getCPHeavyHitterCount("-"));
}
finally {
OptimizerUtils.ALLOW_CODE_MOTION = rewritesOld;
rtplatform = platformOld;
DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
}
}
}