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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.recompile;
import org.junit.Assert;
import org.junit.Test;
import org.apache.sysds.hops.OptimizerUtils;
import org.apache.sysds.common.Types.FileFormat;
import org.apache.sysds.common.Types.ValueType;
import org.apache.sysds.runtime.matrix.data.MatrixBlock;
import org.apache.sysds.runtime.meta.MatrixCharacteristics;
import org.apache.sysds.runtime.util.DataConverter;
import org.apache.sysds.runtime.util.HDFSTool;
import org.apache.sysds.test.AutomatedTestBase;
import org.apache.sysds.test.TestConfiguration;
import org.apache.sysds.test.TestUtils;
import org.apache.sysds.utils.Statistics;
/**
* This test ensures that recursive functions are not marked for recompile-once
* during IPA because this could potentially lead to incorrect plans that cause
* OOMs or even incorrect results.
*
*/
public class RecursiveFunctionRecompileTest extends AutomatedTestBase
{
private final static String TEST_DIR = "functions/recompile/";
private final static String TEST_NAME1 = "recursive_func_direct";
private final static String TEST_NAME2 = "recursive_func_indirect";
private final static String TEST_NAME3 = "recursive_func_indirect2";
private final static String TEST_NAME4 = "recursive_func_none";
private final static String TEST_CLASS_DIR = TEST_DIR +
RecursiveFunctionRecompileTest.class.getSimpleName() + "/";
private final static long rows = 5000;
private final static long cols = 10000;
private final static double sparsity = 0.00001d;
private final static double val = 7.0;
@Override
public void setUp() {
TestUtils.clearAssertionInformation();
addTestConfiguration(TEST_NAME1,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "Rout" }) );
addTestConfiguration(TEST_NAME2,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] { "Rout" }) );
addTestConfiguration(TEST_NAME3,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3, new String[] { "Rout" }) );
addTestConfiguration(TEST_NAME4,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4, new String[] { "Rout" }) );
}
@Test
public void testDirectRecursionRecompileIPA() {
runRecompileTest(TEST_NAME1, true);
}
@Test
public void testIndirectRecursionRecompileIPA() {
runRecompileTest(TEST_NAME2, true);
}
@Test
public void testIndirect2RecursionRecompileIPA() {
runRecompileTest(TEST_NAME3, true);
}
@Test
public void testNoRecursionRecompileIPA() {
runRecompileTest(TEST_NAME4, true);
}
@Test
public void testDirectRecursionRecompileNoIPA() {
runRecompileTest(TEST_NAME1, false);
}
@Test
public void testIndirectRecursionRecompileNoIPA() {
runRecompileTest(TEST_NAME2, false);
}
@Test
public void testIndirect2RecursionRecompileNoIPA() {
runRecompileTest(TEST_NAME3, false);
}
@Test
public void testNoRecursionRecompileNoIPA() {
runRecompileTest(TEST_NAME4, false);
}
private void runRecompileTest( String testname, boolean IPA )
{
boolean oldFlagIPA = OptimizerUtils.ALLOW_INTER_PROCEDURAL_ANALYSIS;
try
{
TestConfiguration config = getTestConfiguration(testname);
loadTestConfiguration(config);
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + testname + ".dml";
programArgs = new String[]{"-stats","-args",
input("V"), Double.toString(val), output("R") };
OptimizerUtils.ALLOW_INTER_PROCEDURAL_ANALYSIS = IPA;
//generate sparse input data
MatrixBlock mb = MatrixBlock.randOperations((int)rows, (int)cols, sparsity, 0, 1, "uniform", 732);
MatrixCharacteristics mc = new MatrixCharacteristics(rows,cols,OptimizerUtils.DEFAULT_BLOCKSIZE,(long)(rows*cols*sparsity));
DataConverter.writeMatrixToHDFS(mb, input("V"), FileFormat.TEXT, mc);
HDFSTool.writeMetaDataFile(input("V.mtd"), ValueType.FP64, mc, FileFormat.TEXT);
//run test
runTest(true, false, null, -1);
//check number of recompiled functions (recompile_once is not applicable for recursive functions
//because the single recompilation on entry would implicitly change the remaining plan of the caller;
//if not not handled correctly, TEST_NAME1 and TEST_NAME2 would have show with IPA 1111 function recompilations.
Assert.assertEquals(testname.equals(TEST_NAME4) && IPA ? 1 : 0, Statistics.getFunRecompiles());
}
catch(Exception ex) {
ex.printStackTrace();
Assert.fail("Failed to run test: "+ex.getMessage());
}
finally {
OptimizerUtils.ALLOW_INTER_PROCEDURAL_ANALYSIS = oldFlagIPA;
}
}
}