| /* |
| * 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.misc; |
| |
| import java.util.HashMap; |
| |
| import org.apache.sysds.api.DMLScript; |
| import org.apache.sysds.common.Types.ExecMode; |
| import org.apache.sysds.lops.LopProperties.ExecType; |
| import org.apache.sysds.runtime.DMLRuntimeException; |
| import org.apache.sysds.runtime.matrix.data.MatrixValue.CellIndex; |
| import org.apache.sysds.runtime.meta.MatrixCharacteristics; |
| import org.apache.sysds.test.AutomatedTestBase; |
| import org.apache.sysds.test.TestConfiguration; |
| import org.apache.sysds.test.TestUtils; |
| import org.junit.Test; |
| |
| /** |
| * |
| */ |
| public class OuterTableExpandTest extends AutomatedTestBase |
| { |
| private final static String TEST_NAME1 = "OuterExpandTest"; |
| private final static String TEST_NAME2 = "TableExpandTest"; |
| |
| private final static String TEST_DIR = "functions/misc/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + OuterTableExpandTest.class.getSimpleName() + "/"; |
| private final static double eps = 1e-8; |
| |
| private final static int rows = 5191; |
| private final static int cols2 = 1212; |
| |
| private final static double sparsity1 = 1.0; //dense |
| private final static double sparsity2 = 0.1; //sparse |
| |
| @Override |
| public void setUp() |
| { |
| TestUtils.clearAssertionInformation(); |
| addTestConfiguration(TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "C" })); |
| addTestConfiguration(TEST_NAME2, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] { "C" })); |
| } |
| |
| // outer tests ---------------- |
| |
| @Test |
| public void testOuterDenseLeftCP() { |
| runOuterTest(false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testOuterSparseLeftCP() { |
| runOuterTest(true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testOuterDenseRightCP() { |
| runOuterTest(false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testOuterSparseRightCP() { |
| runOuterTest(true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testOuterDenseLeftSP() { |
| runOuterTest(false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testOuterSparseLeftSP() { |
| runOuterTest(true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testOuterDenseRightSP() { |
| runOuterTest(false, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testOuterSparseRightSP() { |
| runOuterTest(true, false, ExecType.SPARK); |
| } |
| |
| // table tests ---------------- |
| |
| @Test |
| public void testTableDenseLeftCP() { |
| runTableTest(false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTableSparseLeftCP() { |
| runTableTest(true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTableDenseRightCP() { |
| runTableTest(false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTableSparseRightCP() { |
| runTableTest(true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTableDenseLeftSP() { |
| runTableTest(false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTableSparseLeftSP() { |
| runTableTest(true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTableDenseRightSP() { |
| runTableTest(false, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTableSparseRightSP() { |
| runTableTest(true, false, ExecType.SPARK); |
| } |
| |
| |
| /** |
| * |
| * @param sparse |
| * @param left |
| * @param instType |
| */ |
| private void runOuterTest( boolean sparse, boolean left, ExecType instType) |
| { |
| runOuterTableTest(TEST_NAME1, sparse, left, instType); |
| } |
| |
| private void runTableTest( boolean sparse, boolean left, ExecType instType) |
| { |
| runOuterTableTest(TEST_NAME2, sparse, left, instType); |
| } |
| |
| private void runOuterTableTest( String testname, boolean sparse, boolean left, ExecType instType) |
| { |
| //rtplatform for MR |
| ExecMode platformOld = rtplatform; |
| switch( instType ){ |
| case SPARK: rtplatform = ExecMode.SPARK; break; |
| default: rtplatform = ExecMode.HYBRID; break; |
| } |
| |
| boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG; |
| if( rtplatform == ExecMode.SPARK ) |
| DMLScript.USE_LOCAL_SPARK_CONFIG = true; |
| |
| try |
| { |
| String TEST_NAME = testname; |
| TestConfiguration config = getTestConfiguration(TEST_NAME); |
| loadTestConfiguration(config); |
| |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + TEST_NAME + ".dml"; |
| programArgs = new String[]{"-explain","-args", |
| input("A"), String.valueOf(cols2), String.valueOf(left).toUpperCase(), output("C")}; |
| |
| fullRScriptName = HOME + TEST_NAME +".R"; |
| rCmd = getRCmd(inputDir(), Integer.toString(cols2), |
| String.valueOf(left).toUpperCase(), expectedDir()); |
| |
| //generate actual datasets |
| double sparsity = sparse?sparsity2:sparsity1; |
| double[][] A = TestUtils.round(getRandomMatrix(rows, 1, 1, cols2, sparsity, 235)); |
| writeInputMatrixWithMTD("A", A, true); |
| |
| //run the testcase (expect exceptions for table w/ 0s) |
| boolean exceptionExpected = testname.equals(TEST_NAME2) && sparsity < 1.0; |
| runTest(true, exceptionExpected, DMLRuntimeException.class, -1); |
| runRScript(true); |
| |
| if( !exceptionExpected ) { |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("C"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("C"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| |
| //check meta data |
| checkDMLMetaDataFile("C", new MatrixCharacteristics(left?rows:cols2,left?cols2:rows,1,1)); |
| } |
| } |
| finally |
| { |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| } |
| } |
| |
| } |