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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
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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.lineage;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import org.apache.sysds.common.Types.ExecMode;
import org.apache.sysds.hops.recompile.Recompiler;
import org.apache.sysds.runtime.controlprogram.caching.CacheStatistics;
import org.apache.sysds.runtime.lineage.Lineage;
import org.apache.sysds.runtime.lineage.LineageCacheConfig.ReuseCacheType;
import org.apache.sysds.runtime.matrix.data.MatrixValue;
import org.apache.sysds.test.TestConfiguration;
import org.apache.sysds.test.TestUtils;
import org.apache.sysds.utils.Statistics;
import org.junit.Assert;
import org.junit.Test;
public class PartialReuseTest extends LineageBase {
protected static final String TEST_DIR = "functions/lineage/";
protected static final String TEST_NAME1 = "PartialReuse1";
protected String TEST_CLASS_DIR = TEST_DIR + PartialReuseTest.class.getSimpleName() + "/";
@Override
public void setUp() {
TestUtils.clearAssertionInformation();
addTestConfiguration(TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1));
}
@Test
public void testLineageTrace1CP() {
//test partial reuse in CP (i.e., w/o reuse-aware recompilation)
testLineageTraceReuse(TEST_NAME1, ExecMode.SINGLE_NODE);
}
@Test
public void testLineageTrace1Hybrid() {
//test partial reuse in Hybrid (i.e., w/ reuse-aware recompilation)
testLineageTraceReuse(TEST_NAME1, ExecMode.HYBRID);
}
public void testLineageTraceReuse(String testname, ExecMode et) {
ExecMode execModeOld = setExecMode(et);
try {
getAndLoadTestConfiguration(testname);
fullDMLScriptName = getScript();
// Without lineage-based reuse enabled
List<String> proArgs = new ArrayList<>();
proArgs.add("-stats");
proArgs.add("-lineage");
proArgs.add("-args");
proArgs.add(output("X"));
programArgs = proArgs.toArray(new String[proArgs.size()]);
Lineage.resetInternalState();
runTest(true, EXCEPTION_NOT_EXPECTED, null, -1);
HashMap<MatrixValue.CellIndex, Double> X_orig = readDMLMatrixFromHDFS("X");
// With lineage-based reuse enabled
proArgs.clear();
proArgs.add("-stats");
proArgs.add("-lineage");
proArgs.add(ReuseCacheType.REUSE_HYBRID.name().toLowerCase());
proArgs.add("-args");
proArgs.add(output("X"));
programArgs = proArgs.toArray(new String[proArgs.size()]);
Lineage.resetInternalState();
Lineage.setLinReuseFull();
runTest(true, EXCEPTION_NOT_EXPECTED, null, -1);
HashMap<MatrixValue.CellIndex, Double> X_reused = readDMLMatrixFromHDFS("X");
Lineage.setLinReuseNone();
//compare matrices
TestUtils.compareMatrices(X_orig, X_reused, 1e-6, "Origin", "Reused");
//check no evictions (previously buffer pool leak)
Assert.assertEquals(0, CacheStatistics.getFSWrites());
//if compiler assisted reuse check for the introduced appends (3x per iteration)
if( et == ExecMode.HYBRID )
Assert.assertEquals(900, Statistics.getCPHeavyHitterCount("append"));
}
finally {
resetExecMode(execModeOld);
Recompiler.reinitRecompiler();
}
}
}