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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.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 FullLogicalScalarLeftTest extends AutomatedTestBase
{
private final static String TEST_NAME1 = "LogicalScalarLeftTest";
private final static String TEST_DIR = "functions/binary/matrix_full_other/";
private final static String TEST_CLASS_DIR = TEST_DIR + FullLogicalScalarLeftTest.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,
}
@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);
}
}
@Override
public void setUp()
{
addTestConfiguration( TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "B" }) );
if (TEST_CACHE_ENABLED) {
setOutAndExpectedDeletionDisabled(true);
}
}
@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[]{"-explain","-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
setOutputBuffering(false);
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;
}
}
}