| /* |
| * 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.junit.Test; |
| import org.apache.sysds.runtime.controlprogram.caching.MatrixObject; |
| import org.apache.sysds.runtime.instructions.cp.Data; |
| import org.apache.sysds.runtime.instructions.cp.ScalarObject; |
| 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; |
| |
| public class LineageTraceExecTest extends AutomatedTestBase { |
| |
| protected static final String TEST_DIR = "functions/lineage/"; |
| protected static final String TEST_NAME1 = "LineageTraceExec1"; //rand - matrix result |
| protected static final String TEST_NAME2 = "LineageTraceExec2"; //rand - scalar result |
| protected static final String TEST_NAME3 = "LineageTraceExec3"; //read - matrix result |
| protected static final String TEST_NAME4 = "LineageTraceExec4"; //rand - matrix result - unspecified seed |
| protected static final String TEST_NAME5 = "LineageTraceExec5"; //rand - scalar result - unspecified seed |
| protected static final String TEST_NAME6 = "LineageTraceExec6"; //nary rbind |
| |
| protected String TEST_CLASS_DIR = TEST_DIR + LineageTraceExecTest.class.getSimpleName() + "/"; |
| |
| protected static final int numRecords = 10; |
| protected static final int numFeatures = 5; |
| |
| public LineageTraceExecTest() { |
| |
| } |
| |
| @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"}) ); |
| addTestConfiguration( TEST_NAME3, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3, new String[] {"R"}) ); |
| addTestConfiguration( TEST_NAME4, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4, new String[] {"R"}) ); |
| addTestConfiguration( TEST_NAME5, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME5, new String[] {"R"}) ); |
| addTestConfiguration( TEST_NAME6, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME6, new String[] {"R"}) ); |
| } |
| |
| @Test |
| public void testLineageTraceExec1() { |
| testLineageTraceExec(TEST_NAME1); |
| } |
| |
| @Test |
| public void testLineageTraceExec2() { |
| testLineageTraceExec(TEST_NAME2); |
| } |
| |
| @Test |
| public void testLineageTraceExec3() { |
| testLineageTraceExec(TEST_NAME3); |
| } |
| |
| @Test |
| public void testLineageTraceExec4() { |
| testLineageTraceExec(TEST_NAME4); |
| } |
| |
| @Test |
| public void testLineageTraceExec5() { |
| testLineageTraceExec(TEST_NAME5); |
| } |
| |
| @Test |
| public void testLineageTraceExec6() { |
| testLineageTraceExec(TEST_NAME6); |
| } |
| |
| private void testLineageTraceExec(String testname) { |
| System.out.println("------------ BEGIN " + testname + "------------"); |
| |
| getAndLoadTestConfiguration(testname); |
| List<String> proArgs = new ArrayList<>(); |
| |
| proArgs.add("-lineage"); |
| proArgs.add("-args"); |
| proArgs.add(input("X")); |
| proArgs.add(output("R")); |
| proArgs.add(String.valueOf(numRecords)); |
| proArgs.add(String.valueOf(numFeatures)); |
| programArgs = proArgs.toArray(new String[proArgs.size()]); |
| fullDMLScriptName = getScript(); |
| |
| if( testname.equals(TEST_NAME3) || testname.equals(TEST_NAME6) ) { |
| double[][] X = getRandomMatrix(numRecords, numFeatures, 0, 1, 0.8, -1); |
| writeInputMatrixWithMTD("X", X, true); |
| } |
| |
| Lineage.resetInternalState(); |
| //run the test |
| runTest(true, EXCEPTION_NOT_EXPECTED, null, -1); |
| |
| //get lineage and generate program |
| String Rtrace = readDMLLineageFromHDFS("R"); |
| Data ret = LineageRecomputeUtils.parseNComputeLineageTrace(Rtrace, null); |
| |
| if( testname.equals(TEST_NAME2) || testname.equals(TEST_NAME5)) { |
| double val1 = readDMLScalarFromHDFS("R").get(new CellIndex(1,1)); |
| double val2 = ((ScalarObject)ret).getDoubleValue(); |
| TestUtils.compareScalars(val1, val2, 1e-6); |
| } |
| else { |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("R"); |
| MatrixBlock tmp = ((MatrixObject)ret).acquireReadAndRelease(); |
| TestUtils.compareMatrices(dmlfile, tmp, 1e-6); |
| } |
| } |
| } |