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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.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;
/**
* Regression test for function recompile-once issue with literal replacement.
*
*/
public class RewriteFuseBinaryOpChainTest extends AutomatedTestBase
{
private static final String TEST_NAME1 = "RewriteFuseBinaryOpChainTest1"; //+* (X+s*Y)
private static final String TEST_NAME2 = "RewriteFuseBinaryOpChainTest2"; //-* (X-s*Y)
private static final String TEST_NAME3 = "RewriteFuseBinaryOpChainTest3"; //+* (s*Y+X)
private static final String TEST_NAME4 = "RewriteFuseBinaryOpChainTest4"; //outer(X, s*Y, "+") not applied
private static final String TEST_NAME5 = "RewriteFuseBinaryOpChainTest5"; //2 quantiles
private static final String TEST_DIR = "functions/rewrite/";
private static final String TEST_CLASS_DIR = TEST_DIR + RewriteFuseBinaryOpChainTest.class.getSimpleName() + "/";
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" }) );
addTestConfiguration( TEST_NAME3, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3, new String[] { "R" }) );
addTestConfiguration( TEST_NAME4, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4, new String[] { "R" }) );
addTestConfiguration( TEST_NAME5, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME5, new String[] { "R" }) );
}
@Test
public void testFuseBinaryPlusNoRewriteCP() {
testFuseBinaryChain( TEST_NAME1, false, ExecType.CP );
}
@Test
public void testFuseBinaryPlusRewriteCP() {
testFuseBinaryChain( TEST_NAME1, true, ExecType.CP);
}
@Test
public void testFuseBinaryMinusNoRewriteCP() {
testFuseBinaryChain( TEST_NAME2, false, ExecType.CP );
}
@Test
public void testFuseBinaryMinusRewriteCP() {
testFuseBinaryChain( TEST_NAME2, true, ExecType.CP );
}
@Test
public void testFuseBinaryPlus2NoRewriteCP() {
testFuseBinaryChain( TEST_NAME3, false, ExecType.CP );
}
@Test
public void testFuseBinaryPlus2RewriteCP() {
testFuseBinaryChain( TEST_NAME3, true, ExecType.CP );
}
@Test
public void testFuseBinaryPlusNoRewriteSP() {
testFuseBinaryChain( TEST_NAME1, false, ExecType.SPARK );
}
@Test
public void testFuseBinaryPlusRewriteSP() {
testFuseBinaryChain( TEST_NAME1, true, ExecType.SPARK );
}
@Test
public void testFuseBinaryMinusNoRewriteSP() {
testFuseBinaryChain( TEST_NAME2, false, ExecType.SPARK );
}
@Test
public void testFuseBinaryMinusRewriteSP() {
testFuseBinaryChain( TEST_NAME2, true, ExecType.SPARK );
}
@Test
public void testFuseBinaryPlus2NoRewriteSP() {
testFuseBinaryChain( TEST_NAME3, false, ExecType.SPARK );
}
@Test
public void testFuseBinaryPlus2RewriteSP() {
testFuseBinaryChain( TEST_NAME3, true, ExecType.SPARK );
}
//negative tests
@Test
public void testOuterBinaryPlusNoRewriteCP() {
testFuseBinaryChain( TEST_NAME4, false, ExecType.CP );
}
@Test
public void testOuterBinaryPlusRewriteCP() {
testFuseBinaryChain( TEST_NAME4, true, ExecType.CP);
}
@Test
public void testQuantilesNoRewriteCP() {
testFuseBinaryChain(TEST_NAME5, false, ExecType.CP );
}
@Test
public void testQuantilesRewriteCP() {
testFuseBinaryChain(TEST_NAME5, true, ExecType.CP);
}
private void testFuseBinaryChain( String testname, boolean rewrites, ExecType instType )
{
ExecMode platformOld = rtplatform;
switch( instType ){
case SPARK: rtplatform = ExecMode.SPARK; break;
default: rtplatform = ExecMode.HYBRID; break;
}
boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG;
if( rtplatform == ExecMode.SPARK )
DMLScript.USE_LOCAL_SPARK_CONFIG = true;
boolean rewritesOld = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION;
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites;
try
{
TestConfiguration config = getTestConfiguration(testname);
loadTestConfiguration(config);
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + testname + ".dml";
programArgs = new String[]{"-explain", "-stats","-args", output("S") };
fullRScriptName = HOME + testname + ".R";
rCmd = getRCmd(inputDir(), expectedDir());
runTest(true, false, null, -1);
runRScript(true);
//compare matrices
HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("S");
HashMap<CellIndex, Double> rfile = readRMatrixFromFS("S");
Assert.assertTrue(TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"));
if( testname.equals(TEST_NAME5) ) {
//check for common subexpression elimination at lop level (independent of rewrites)
Assert.assertTrue(Statistics.getCPHeavyHitterCount("qsort") == 1);
}
}
finally {
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewritesOld;
rtplatform = platformOld;
DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
}
}
}