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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.lineage;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
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.TestConfiguration;
import org.apache.sysds.test.TestUtils;
import org.junit.Test;
public class LineageTraceExecTest extends LineageBase {
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) {
LOG.debug("------------ 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);
}
}
}