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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.instructions.Instruction;
import org.apache.sysds.runtime.matrix.data.MatrixValue.CellIndex;
import org.apache.sysds.runtime.meta.MatrixCharacteristics;
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 RewriteIfElseTest extends AutomatedTestBase
{
private static final String TEST_NAME1 = "RewriteIfElseScalar";
private static final String TEST_NAME2 = "RewriteIfElseMatrix";
private static final String TEST_DIR = "functions/rewrite/";
private static final String TEST_CLASS_DIR = TEST_DIR + RewriteIfElseTest.class.getSimpleName() + "/";
private static final int rows = 10;
private static final int cols = 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 testIfElseScalarTrueNoRewritesCP() {
testRewriteIfElse(TEST_NAME1, true, false, ExecType.CP);
}
@Test
public void testIfElseScalarFalseNoRewritesCP() {
testRewriteIfElse(TEST_NAME1, false, false, ExecType.CP);
}
@Test
public void testIfElseScalarTrueRewritesCP() {
testRewriteIfElse(TEST_NAME1, true, true, ExecType.CP);
}
@Test
public void testIfElseScalarFalseRewritesCP() {
testRewriteIfElse(TEST_NAME1, false, true, ExecType.CP);
}
@Test
public void testIfElseMatrixTrueNoRewritesCP() {
testRewriteIfElse(TEST_NAME2, true, false, ExecType.CP);
}
@Test
public void testIfElseMatrixFalseNoRewritesCP() {
testRewriteIfElse(TEST_NAME2, false, false, ExecType.CP);
}
@Test
public void testIfElseMatrixTrueRewritesCP() {
testRewriteIfElse(TEST_NAME2, true, true, ExecType.CP);
}
@Test
public void testIfElseMatrixFalseRewritesCP() {
testRewriteIfElse(TEST_NAME2, false, true, ExecType.CP);
}
@Test
public void testIfElseScalarTrueNoRewritesSP() {
testRewriteIfElse(TEST_NAME1, true, false, ExecType.SPARK);
}
@Test
public void testIfElseScalarFalseNoRewritesSP() {
testRewriteIfElse(TEST_NAME1, false, false, ExecType.SPARK);
}
@Test
public void testIfElseScalarTrueRewritesSP() {
testRewriteIfElse(TEST_NAME1, true, true, ExecType.SPARK);
}
@Test
public void testIfElseScalarFalseRewritesSP() {
testRewriteIfElse(TEST_NAME1, false, true, ExecType.SPARK);
}
@Test
public void testIfElseMatrixTrueNoRewritesSP() {
testRewriteIfElse(TEST_NAME2, true, false, ExecType.SPARK);
}
@Test
public void testIfElseMatrixFalseNoRewritesSP() {
testRewriteIfElse(TEST_NAME2, false, false, ExecType.SPARK);
}
@Test
public void testIfElseMatrixTrueRewritesSP() {
testRewriteIfElse(TEST_NAME2, true, true, ExecType.SPARK);
}
@Test
public void testIfElseMatrixFalseRewritesSP() {
testRewriteIfElse(TEST_NAME2, false, true, ExecType.SPARK);
}
private void testRewriteIfElse(String testname, boolean pred, 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_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", "hops", "-stats", "-args",
testname.equals(TEST_NAME1) ? String.valueOf(pred).toUpperCase() : input("X"), output("R") };
fullRScriptName = HOME + testname + ".R";
rCmd = getRCmd(testname.equals(TEST_NAME1) ? String.valueOf(pred).toUpperCase() : inputDir(), expectedDir());
if( testname.equals(TEST_NAME2) ) {
double val = pred ? 1 : 0;
double[][] X = getRandomMatrix(rows, cols, val, val, 1.0, 7);
writeInputMatrixWithMTD("X", X, true,
new MatrixCharacteristics(10,10,1000,pred?100:0));
}
//execute tests
runTest(true, false, null, -1);
runRScript(true);
//compare matrices
HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("R");
HashMap<CellIndex, Double> rfile = readRMatrixFromFS("R");
Assert.assertTrue(TestUtils.compareMatrices(dmlfile, rfile, Math.pow(10,-10), "Stat-DML", "Stat-R"));
//check for presence of power operator, if we did a rewrite
if( rewrites ) {
String opcode = et==ExecType.SPARK ? Instruction.SP_INST_PREFIX + "rand" : "rand";
Assert.assertTrue(heavyHittersContainsString(opcode) && Statistics.getCPHeavyHitterCount(opcode)==1);
}
}
finally {
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewritesOld;
rtplatform = platformOld;
DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
}
}
}