| /* |
| * 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.binary.matrix_full_other; |
| |
| import java.io.IOException; |
| import java.util.HashMap; |
| |
| import org.junit.AfterClass; |
| import org.junit.BeforeClass; |
| import org.junit.Test; |
| import org.apache.sysds.common.Types.ExecMode; |
| import org.apache.sysds.common.Types.FileFormat; |
| import org.apache.sysds.lops.LopProperties.ExecType; |
| import org.apache.sysds.common.Types.DataType; |
| import org.apache.sysds.common.Types.ValueType; |
| import org.apache.sysds.runtime.matrix.data.MatrixValue.CellIndex; |
| import org.apache.sysds.runtime.meta.MatrixCharacteristics; |
| import org.apache.sysds.runtime.util.HDFSTool; |
| import org.apache.sysds.test.AutomatedTestBase; |
| import org.apache.sysds.test.TestConfiguration; |
| import org.apache.sysds.test.TestUtils; |
| |
| public class FullMinMaxComparisonTest extends AutomatedTestBase |
| { |
| |
| private final static String TEST_NAME_R = "FullMinMaxComparison"; |
| private final static String TEST_NAME1 = "FullMinMaxComparison1"; |
| private final static String TEST_NAME2 = "FullMinMaxComparison2"; |
| private final static String TEST_NAME3 = "FullMinMaxComparison3"; |
| private final static String TEST_NAME4 = "FullMinMaxComparison4"; |
| |
| private final static String TEST_DIR = "functions/binary/matrix_full_other/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + FullMinMaxComparisonTest.class.getSimpleName() + "/"; |
| private final static double eps = 1e-10; |
| |
| private final static int rows = 1782; |
| private final static int cols = 34; |
| private final static double sparsity1 = 0.7; |
| private final static double sparsity2 = 0.1; |
| |
| private enum OpType{ |
| MIN, |
| MAX |
| } |
| |
| |
| @Override |
| public void setUp() |
| { |
| 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"})); |
| addTestConfiguration(TEST_NAME3,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3,new String[]{"C"})); |
| addTestConfiguration(TEST_NAME4,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4,new String[]{"C"})); |
| if (TEST_CACHE_ENABLED) { |
| setOutAndExpectedDeletionDisabled(true); |
| } |
| } |
| |
| @BeforeClass |
| public static void init() |
| { |
| TestUtils.clearDirectory(TEST_DATA_DIR + TEST_CLASS_DIR); |
| } |
| |
| @AfterClass |
| public static void cleanUp() |
| { |
| if (TEST_CACHE_ENABLED) { |
| TestUtils.clearDirectory(TEST_DATA_DIR + TEST_CLASS_DIR); |
| } |
| } |
| |
| @Test |
| public void testMinMatrixDenseMatrixDenseCP() |
| { |
| runMinMaxComparisonTest(OpType.MIN, DataType.MATRIX, DataType.MATRIX, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMinMatrixDenseMatrixSparseCP() |
| { |
| runMinMaxComparisonTest(OpType.MIN, DataType.MATRIX, DataType.MATRIX, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testMinMatrixSparseMatrixDenseCP() |
| { |
| runMinMaxComparisonTest(OpType.MIN, DataType.MATRIX, DataType.MATRIX, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMinMatrixSparseMatrixSparseCP() |
| { |
| runMinMaxComparisonTest(OpType.MIN, DataType.MATRIX, DataType.MATRIX, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testMinMatrixDenseScalarCP() |
| { |
| runMinMaxComparisonTest(OpType.MIN, DataType.MATRIX, DataType.SCALAR, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMinMatrixSparseScalarCP() |
| { |
| runMinMaxComparisonTest(OpType.MIN, DataType.MATRIX, DataType.SCALAR, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMinScalarMatrixDenseCP() |
| { |
| runMinMaxComparisonTest(OpType.MIN, DataType.SCALAR, DataType.MATRIX, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMinScalarMatrixSparseCP() |
| { |
| runMinMaxComparisonTest(OpType.MIN, DataType.SCALAR, DataType.MATRIX, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testMinScalarScalarCP() |
| { |
| runMinMaxComparisonTest(OpType.MIN, DataType.SCALAR, DataType.SCALAR, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMaxMatrixDenseMatrixDenseCP() |
| { |
| runMinMaxComparisonTest(OpType.MAX, DataType.MATRIX, DataType.MATRIX, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMaxMatrixDenseMatrixSparseCP() |
| { |
| runMinMaxComparisonTest(OpType.MAX, DataType.MATRIX, DataType.MATRIX, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testMaxMatrixSparseMatrixDenseCP() |
| { |
| runMinMaxComparisonTest(OpType.MAX, DataType.MATRIX, DataType.MATRIX, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMaxMatrixSparseMatrixSparseCP() |
| { |
| runMinMaxComparisonTest(OpType.MAX, DataType.MATRIX, DataType.MATRIX, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testMaxMatrixDenseScalarCP() |
| { |
| runMinMaxComparisonTest(OpType.MAX, DataType.MATRIX, DataType.SCALAR, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMaxMatrixSparseScalarCP() |
| { |
| runMinMaxComparisonTest(OpType.MAX, DataType.MATRIX, DataType.SCALAR, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMaxScalarMatrixDenseCP() |
| { |
| runMinMaxComparisonTest(OpType.MAX, DataType.SCALAR, DataType.MATRIX, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testMaxScalarMatrixSparseCP() |
| { |
| runMinMaxComparisonTest(OpType.MAX, DataType.SCALAR, DataType.MATRIX, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testMaxScalarScalarCP() |
| { |
| runMinMaxComparisonTest(OpType.MAX, DataType.SCALAR, DataType.SCALAR, false, false, ExecType.CP); |
| } |
| |
| private void runMinMaxComparisonTest( OpType type, DataType dtM1, DataType dtM2, boolean sparseM1, boolean sparseM2, ExecType instType) |
| { |
| //rtplatform for MR |
| ExecMode platformOld = rtplatform; |
| rtplatform = ExecMode.HYBRID; |
| |
| //get the testname |
| String TEST_NAME = null; |
| int minFlag = (type==OpType.MIN)?1:0; |
| boolean s1Flag = (dtM1==DataType.SCALAR); |
| boolean s2Flag = (dtM2==DataType.SCALAR); |
| |
| if( s1Flag && s2Flag ) |
| TEST_NAME = TEST_NAME4; |
| else if( s1Flag ) |
| TEST_NAME = TEST_NAME2; |
| else if( s2Flag ) |
| TEST_NAME = TEST_NAME3; |
| else |
| TEST_NAME = TEST_NAME1; |
| |
| String TEST_CACHE_DIR = ""; |
| if (TEST_CACHE_ENABLED) |
| { |
| int mrows1 = (dtM1==DataType.MATRIX)? rows:1; |
| int mrows2 = (dtM2==DataType.MATRIX)? rows:1; |
| |
| double sparsityLeft = sparseM1?sparsity2:sparsity1; |
| double sparsityRight = sparseM2?sparsity2:sparsity1; |
| |
| TEST_CACHE_DIR = minFlag + "_" + mrows1 + "_" + mrows2 + "_" + sparsityLeft + "_" + sparsityRight + "/"; |
| } |
| |
| try |
| { |
| TestConfiguration config = getTestConfiguration(TEST_NAME); |
| loadTestConfiguration(config, TEST_CACHE_DIR); |
| |
| // This is for running the junit test the new way, i.e., construct the arguments directly |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + TEST_NAME + ".dml"; |
| programArgs = new String[]{"-explain","-args", input("A"), input("B"), |
| Integer.toString(minFlag), output("C") }; |
| |
| fullRScriptName = HOME + TEST_NAME_R + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + minFlag + " " + expectedDir(); |
| |
| //generate actual dataset |
| int mrows1 = (dtM1==DataType.MATRIX)? rows:1; |
| int mcols1 = (dtM1==DataType.MATRIX)? cols:1; |
| int mrows2 = (dtM2==DataType.MATRIX)? rows:1; |
| int mcols2 = (dtM2==DataType.MATRIX)? cols:1; |
| double[][] A = getRandomMatrix(mrows1, mcols1, -1, 1, sparseM1?sparsity2:sparsity1, 7); |
| writeInputMatrix("A", A, true); |
| MatrixCharacteristics mc1 = new MatrixCharacteristics(mrows1,mcols1,1000,1000); |
| HDFSTool.writeMetaDataFile(input("A.mtd"), ValueType.FP64, mc1, FileFormat.TEXT); |
| |
| double[][] B = getRandomMatrix(mrows2, mcols2, -1, 1, sparseM2?sparsity2:sparsity1, 3); |
| writeInputMatrix("B", B, true); |
| MatrixCharacteristics mc2 = new MatrixCharacteristics(mrows2,mcols2,1000,1000); |
| HDFSTool.writeMetaDataFile(input("B.mtd"), ValueType.FP64, mc2, FileFormat.TEXT); |
| |
| //run test |
| |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("C"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("C"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| } |
| catch (IOException e) |
| { |
| e.printStackTrace(); |
| throw new RuntimeException(e); |
| } |
| finally |
| { |
| rtplatform = platformOld; |
| } |
| } |
| } |