| /* |
| * 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.lineage; |
| |
| import org.junit.Test; |
| import org.apache.sysds.common.Types; |
| import org.apache.sysds.hops.OptimizerUtils; |
| import org.apache.sysds.hops.recompile.Recompiler; |
| import org.apache.sysds.runtime.controlprogram.caching.MatrixObject; |
| import org.apache.sysds.runtime.instructions.cp.Data; |
| import org.apache.sysds.runtime.lineage.Lineage; |
| import org.apache.sysds.runtime.lineage.LineageRecomputeUtils; |
| import org.apache.sysds.runtime.matrix.data.MatrixBlock; |
| 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 java.util.ArrayList; |
| import java.util.HashMap; |
| import java.util.List; |
| |
| public class LineageTraceDedupTest extends AutomatedTestBase |
| { |
| protected static final String TEST_DIR = "functions/lineage/"; |
| protected static final String TEST_NAME = "LineageTraceDedup"; |
| protected static final String TEST_NAME1 = "LineageTraceDedup1"; |
| protected static final String TEST_NAME10 = "LineageTraceDedup10"; |
| protected static final String TEST_NAME2 = "LineageTraceDedup2"; |
| protected static final String TEST_NAME3 = "LineageTraceDedup3"; |
| protected static final String TEST_NAME4 = "LineageTraceDedup4"; |
| protected static final String TEST_NAME5 = "LineageTraceDedup5"; |
| protected static final String TEST_NAME6 = "LineageTraceDedup6"; |
| protected static final String TEST_NAME7 = "LineageTraceDedup7"; //nested if-else branches |
| protected static final String TEST_NAME8 = "LineageTraceDedup8"; //while loop |
| protected static final String TEST_NAME9 = "LineageTraceDedup9"; //while loop w/ if |
| protected static final String TEST_NAME11 = "LineageTraceDedup11"; //mini-batch |
| |
| protected String TEST_CLASS_DIR = TEST_DIR + LineageTraceDedupTest.class.getSimpleName() + "/"; |
| |
| protected static final int numRecords = 10; |
| protected static final int numFeatures = 5; |
| |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| for(int i=1; i<=11; i++) |
| addTestConfiguration(TEST_NAME+i, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME+i)); |
| } |
| |
| @Test |
| public void testLineageTrace1() { |
| testLineageTrace(TEST_NAME1); |
| } |
| |
| @Test |
| public void testLineageTrace10() { |
| testLineageTrace(TEST_NAME10); |
| } |
| |
| @Test |
| public void testLineageTrace2() { |
| testLineageTrace(TEST_NAME2); |
| } |
| |
| @Test |
| public void testLineageTrace3() { |
| testLineageTrace(TEST_NAME3); |
| } |
| |
| @Test |
| public void testLineageTrace4() { |
| testLineageTrace(TEST_NAME4); |
| } |
| |
| @Test |
| public void testLineageTrace5() { |
| testLineageTrace(TEST_NAME5); |
| } |
| |
| @Test |
| public void testLineageTrace6() { |
| testLineageTrace(TEST_NAME6); |
| } |
| |
| @Test |
| public void testLineageTrace7() { |
| testLineageTrace(TEST_NAME7); |
| } |
| |
| @Test |
| public void testLineageTrace8() { |
| testLineageTrace(TEST_NAME8); |
| } |
| |
| @Test |
| public void testLineageTrace9() { |
| testLineageTrace(TEST_NAME9); |
| } |
| |
| @Test |
| public void testLineageTrace11() { |
| testLineageTrace(TEST_NAME11); |
| } |
| |
| public void testLineageTrace(String testname) { |
| boolean old_simplification = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION; |
| boolean old_sum_product = OptimizerUtils.ALLOW_SUM_PRODUCT_REWRITES; |
| Types.ExecMode old_rtplatform = AutomatedTestBase.rtplatform; |
| |
| try { |
| System.out.println("------------ BEGIN " + testname + "------------"); |
| |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = false; |
| OptimizerUtils.ALLOW_SUM_PRODUCT_REWRITES = false; |
| AutomatedTestBase.rtplatform = Types.ExecMode.SINGLE_NODE; |
| |
| getAndLoadTestConfiguration(testname); |
| fullDMLScriptName = getScript(); |
| List<String> proArgs; |
| |
| // w/o lineage deduplication |
| proArgs = new ArrayList<>(); |
| proArgs.add("-stats"); |
| proArgs.add("-lineage"); |
| proArgs.add("dedup"); |
| proArgs.add("-args"); |
| proArgs.add(output("R")); |
| programArgs = proArgs.toArray(new String[proArgs.size()]); |
| |
| Lineage.resetInternalState(); |
| runTest(true, EXCEPTION_NOT_EXPECTED, null, -1); |
| |
| //deserialize, generate program and execute |
| String Rtrace = readDMLLineageFromHDFS("R"); |
| String RDedupPatches = readDMLLineageDedupFromHDFS("R"); |
| Data ret = LineageRecomputeUtils.parseNComputeLineageTrace(Rtrace, RDedupPatches); |
| |
| //match the original and recomputed results |
| HashMap<CellIndex, Double> orig = readDMLMatrixFromHDFS("R"); |
| MatrixBlock recomputed = ((MatrixObject)ret).acquireReadAndRelease(); |
| TestUtils.compareMatrices(orig, recomputed, 1e-6); |
| } |
| finally { |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = old_simplification; |
| OptimizerUtils.ALLOW_SUM_PRODUCT_REWRITES = old_sum_product; |
| AutomatedTestBase.rtplatform = old_rtplatform; |
| Recompiler.reinitRecompiler(); |
| } |
| } |
| } |