| /* |
| * 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.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.lops.LopProperties.ExecType; |
| 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; |
| |
| /** |
| * The main purpose of this test is to verify the internal optimization |
| * regarding sparse-safeness of logical operations for various input |
| * combinations. (logical operations not sparse-safe in general, but for certain |
| * instance involving 0 scalar they are). |
| * |
| * Furthermore, it is used to test all combinations of matrix-scalar, |
| * scalar-matrix logical operations in all execution types. |
| * |
| */ |
| public class FullLogicalScalarRightTest extends AutomatedTestBase |
| { |
| |
| private final static String TEST_NAME1 = "LogicalScalarRightTest"; |
| private final static String TEST_DIR = "functions/binary/matrix_full_other/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + FullLogicalScalarRightTest.class.getSimpleName() + "/"; |
| private final static double eps = 1e-10; |
| |
| private final static int rows1 = 1072; |
| private final static int cols1 = 1009; |
| |
| private final static double sparsity1 = 0.7; |
| private final static double sparsity2 = 0.1; |
| |
| public enum Type{ |
| GREATER, |
| LESS, |
| EQUALS, |
| NOT_EQUALS, |
| GREATER_EQUALS, |
| LESS_EQUALS, |
| } |
| |
| |
| @Override |
| public void setUp() |
| { |
| addTestConfiguration( TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "B" }) ); |
| 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 testLogicalGreaterZeroDenseCP() |
| { |
| runLogicalTest(Type.GREATER, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalLessZeroDenseCP() |
| { |
| runLogicalTest(Type.LESS, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalEqualsZeroDenseCP() |
| { |
| runLogicalTest(Type.EQUALS, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalNotEqualsZeroDenseCP() |
| { |
| runLogicalTest(Type.NOT_EQUALS, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalGreaterEqualsZeroDenseCP() |
| { |
| runLogicalTest(Type.GREATER_EQUALS, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalLessEqualsZeroDenseCP() |
| { |
| runLogicalTest(Type.LESS_EQUALS, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalGreaterNonZeroDenseCP() |
| { |
| runLogicalTest(Type.GREATER, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalLessNonZeroDenseCP() |
| { |
| runLogicalTest(Type.LESS, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalEqualsNonZeroDenseCP() |
| { |
| runLogicalTest(Type.EQUALS, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalNotEqualsNonZeroDenseCP() |
| { |
| runLogicalTest(Type.NOT_EQUALS, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalGreaterEqualsNonZeroDenseCP() |
| { |
| runLogicalTest(Type.GREATER_EQUALS, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalLessEqualsNonZeroDenseCP() |
| { |
| runLogicalTest(Type.LESS_EQUALS, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalGreaterZeroSparseCP() |
| { |
| runLogicalTest(Type.GREATER, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalLessZeroSparseCP() |
| { |
| runLogicalTest(Type.LESS, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalEqualsZeroSparseCP() |
| { |
| runLogicalTest(Type.EQUALS, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalNotEqualsZeroSparseCP() |
| { |
| runLogicalTest(Type.NOT_EQUALS, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalGreaterEqualsZeroSparseCP() |
| { |
| runLogicalTest(Type.GREATER_EQUALS, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalLessEqualsZeroSparseCP() |
| { |
| runLogicalTest(Type.LESS_EQUALS, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalGreaterNonZeroSparseCP() |
| { |
| runLogicalTest(Type.GREATER, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalLessNonZeroSparseCP() |
| { |
| runLogicalTest(Type.LESS, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalEqualsNonZeroSparseCP() |
| { |
| runLogicalTest(Type.EQUALS, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalNotEqualsNonZeroSparseCP() |
| { |
| runLogicalTest(Type.NOT_EQUALS, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalGreaterEqualsNonZeroSparseCP() |
| { |
| runLogicalTest(Type.GREATER_EQUALS, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testLogicalLessEqualsNonZeroSparseCP() |
| { |
| runLogicalTest(Type.LESS_EQUALS, false, true, ExecType.CP); |
| } |
| |
| private void runLogicalTest( Type type, boolean zero, boolean sparse, ExecType et ) |
| { |
| String TEST_NAME = TEST_NAME1; |
| int rows = rows1; |
| int cols = cols1; |
| double sparsity = sparse ? sparsity2 : sparsity1; |
| double constant = zero ? 0 : 0.5; |
| |
| String TEST_CACHE_DIR = ""; |
| if (TEST_CACHE_ENABLED) { |
| TEST_CACHE_DIR = type.ordinal() + "_" + constant + "_" + sparsity + "/"; |
| } |
| |
| //rtplatform for MR |
| ExecMode platformOld = rtplatform; |
| rtplatform = ExecMode.HYBRID; |
| |
| 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[]{"-args", input("A"), |
| Integer.toString(type.ordinal()), Double.toString(constant), output("B") }; |
| |
| fullRScriptName = HOME + TEST_NAME + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + |
| type.ordinal() + " " + constant + " " + expectedDir(); |
| |
| //generate actual dataset |
| double[][] A = getRandomMatrix(rows, cols, -1, 1, sparsity, 7); |
| writeInputMatrixWithMTD("A", A, true); |
| |
| //run tests |
| |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("B"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("B"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| } |
| finally |
| { |
| rtplatform = platformOld; |
| } |
| } |
| } |