| /* |
| * 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 java.util.ArrayList; |
| import java.util.HashMap; |
| import java.util.List; |
| |
| import org.apache.sysds.hops.OptimizerUtils; |
| import org.apache.sysds.hops.recompile.Recompiler; |
| 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.junit.Test; |
| |
| public class LineageTraceFrameTest extends LineageBase { |
| protected static final String TEST_DIR = "functions/lineage/"; |
| protected static final String TEST_NAME = "LineageTraceFrame"; |
| protected String TEST_CLASS_DIR = TEST_DIR + LineageTraceFrameTest.class.getSimpleName() + "/"; |
| private final static String DATASET = SCRIPT_DIR +"functions/transform/input/EEG.csv"; |
| private final static int TEST_VARIANTS = 5; |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| for (int i=1; i<=TEST_VARIANTS; i++) |
| addTestConfiguration(TEST_NAME+i, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME+i)); |
| } |
| |
| @Test |
| public void testReuse() { |
| // Read a frame and cast to matrix. |
| testLineageTrace(TEST_NAME+"1"); |
| } |
| |
| @Test |
| public void testConvertReuse() { |
| // Create a random matrix, convert to frame, reconvert to matrix |
| testLineageTrace(TEST_NAME+"2"); |
| } |
| |
| @Test |
| public void testOutlierByIQR() { |
| // Read a frame, cast to matrix, call outlierByIQR in a loop. |
| testLineageTrace(TEST_NAME+"3"); |
| } |
| |
| // @Test |
| // public void testTransform() { |
| // // Read a frame, call transformencode and then transformdecode. |
| // // This tests lineage tracing of frame operations |
| // testLineageTrace(TEST_NAME+"4"); |
| // } |
| |
| @Test |
| public void testRightIndex() { |
| // Indexing on frame. |
| // This tests if lineage cache can gracefully ignore frames. |
| testLineageTrace(TEST_NAME+"5"); |
| } |
| |
| public void testLineageTrace(String testname) { |
| boolean old_simplification = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION; |
| boolean old_sum_product = OptimizerUtils.ALLOW_SUM_PRODUCT_REWRITES; |
| |
| try { |
| LOG.debug("------------ BEGIN " + testname + "------------"); |
| |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = false; |
| OptimizerUtils.ALLOW_SUM_PRODUCT_REWRITES = false; |
| |
| getAndLoadTestConfiguration(testname); |
| fullDMLScriptName = getScript(); |
| |
| // Without lineage-based reuse enabled |
| List<String> proArgs = new ArrayList<>(); |
| proArgs.add("-stats"); |
| proArgs.add("-args"); |
| proArgs.add(DATASET); |
| 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 = readDMLMatrixFromOutputDir("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(DATASET); |
| 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 = readDMLMatrixFromOutputDir("X"); |
| Lineage.setLinReuseNone(); |
| |
| TestUtils.compareMatrices(X_orig, X_reused, 1e-6, "Origin", "Reused"); |
| } |
| finally { |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = old_simplification; |
| OptimizerUtils.ALLOW_SUM_PRODUCT_REWRITES = old_sum_product; |
| Recompiler.reinitRecompiler(); |
| } |
| } |
| } |