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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.api.DMLScript;
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 various input combinations for
* matrix-scalar logical operations that internally translate to binary operations.
*
*/
public class FullLogicalMatrixTest extends AutomatedTestBase
{
private final static String TEST_NAME1 = "LogicalMatrixTest";
private final static String TEST_DIR = "functions/binary/matrix_full_other/";
private final static String TEST_CLASS_DIR = TEST_DIR + FullLogicalMatrixTest.class.getSimpleName() + "/";
private final static double eps = 1e-10;
private final static int rows1 = 1183;
private final static int cols1 = 1032;
private final static double sparsity1 = 0.7;
private final static double sparsity2 = 0.01;
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[] { "C" }) );
TestUtils.clearAssertionInformation();
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 testLogicalGreaterDenseDenseCP()
{
runLogicalTest(Type.GREATER, false, false, ExecType.CP);
}
@Test
public void testLogicalGreaterDenseSparseCP()
{
runLogicalTest(Type.GREATER, false, true, ExecType.CP);
}
@Test
public void testLogicalGreaterSparseDenseCP()
{
runLogicalTest(Type.GREATER, true, false, ExecType.CP);
}
@Test
public void testLogicalGreaterSparseSparseCP()
{
runLogicalTest(Type.GREATER, true, true, ExecType.CP);
}
@Test
public void testLogicalGreaterEqualsDenseDenseCP()
{
runLogicalTest(Type.GREATER_EQUALS, false, false, ExecType.CP);
}
@Test
public void testLogicalGreaterEqualsDenseSparseCP()
{
runLogicalTest(Type.GREATER_EQUALS, false, true, ExecType.CP);
}
@Test
public void testLogicalGreaterEqualsSparseDenseCP()
{
runLogicalTest(Type.GREATER_EQUALS, true, false, ExecType.CP);
}
@Test
public void testLogicalGreaterEqualsSparseSparseCP()
{
runLogicalTest(Type.GREATER_EQUALS, true, true, ExecType.CP);
}
@Test
public void testLogicalEqualsDenseDenseCP()
{
runLogicalTest(Type.EQUALS, false, false, ExecType.CP);
}
@Test
public void testLogicalEqualsDenseSparseCP()
{
runLogicalTest(Type.EQUALS, false, true, ExecType.CP);
}
@Test
public void testLogicalEqualsSparseDenseCP()
{
runLogicalTest(Type.EQUALS, true, false, ExecType.CP);
}
@Test
public void testLogicalEqualsSparseSparseCP()
{
runLogicalTest(Type.EQUALS, true, true, ExecType.CP);
}
@Test
public void testLogicalNotEqualsDenseDenseCP()
{
runLogicalTest(Type.NOT_EQUALS, false, false, ExecType.CP);
}
@Test
public void testLogicalNotEqualsDenseSparseCP()
{
runLogicalTest(Type.NOT_EQUALS, false, true, ExecType.CP);
}
@Test
public void testLogicalNotEqualsSparseDenseCP()
{
runLogicalTest(Type.NOT_EQUALS, true, false, ExecType.CP);
}
@Test
public void testLogicalNotEqualsSparseSparseCP()
{
runLogicalTest(Type.NOT_EQUALS, true, true, ExecType.CP);
}
@Test
public void testLogicalLessDenseDenseCP()
{
runLogicalTest(Type.LESS, false, false, ExecType.CP);
}
@Test
public void testLogicalLessDenseSparseCP()
{
runLogicalTest(Type.LESS, false, true, ExecType.CP);
}
@Test
public void testLogicalLessSparseDenseCP()
{
runLogicalTest(Type.LESS, true, false, ExecType.CP);
}
@Test
public void testLogicalLessSparseSparseCP()
{
runLogicalTest(Type.LESS, true, true, ExecType.CP);
}
@Test
public void testLogicalLessEqualsDenseDenseCP()
{
runLogicalTest(Type.LESS_EQUALS, false, false, ExecType.CP);
}
@Test
public void testLogicalLessEqualsDenseSparseCP()
{
runLogicalTest(Type.LESS_EQUALS, false, true, ExecType.CP);
}
@Test
public void testLogicalLessEqualsSparseDenseCP()
{
runLogicalTest(Type.LESS_EQUALS, true, false, ExecType.CP);
}
@Test
public void testLogicalLessEqualsSparseSparseCP()
{
runLogicalTest(Type.LESS_EQUALS, true, true, ExecType.CP);
}
// ------------------------
@Test
public void testLogicalGreaterDenseDenseSP()
{
runLogicalTest(Type.GREATER, false, false, ExecType.SPARK);
}
@Test
public void testLogicalGreaterDenseSparseSP()
{
runLogicalTest(Type.GREATER, false, true, ExecType.SPARK);
}
@Test
public void testLogicalGreaterSparseDenseSP()
{
runLogicalTest(Type.GREATER, true, false, ExecType.SPARK);
}
@Test
public void testLogicalGreaterSparseSparseSP()
{
runLogicalTest(Type.GREATER, true, true, ExecType.SPARK);
}
@Test
public void testLogicalGreaterEqualsDenseDenseSP()
{
runLogicalTest(Type.GREATER_EQUALS, false, false, ExecType.SPARK);
}
@Test
public void testLogicalGreaterEqualsDenseSparseSP()
{
runLogicalTest(Type.GREATER_EQUALS, false, true, ExecType.SPARK);
}
@Test
public void testLogicalGreaterEqualsSparseDenseSP()
{
runLogicalTest(Type.GREATER_EQUALS, true, false, ExecType.SPARK);
}
@Test
public void testLogicalGreaterEqualsSparseSparseSP()
{
runLogicalTest(Type.GREATER_EQUALS, true, true, ExecType.SPARK);
}
@Test
public void testLogicalEqualsDenseDenseSP()
{
runLogicalTest(Type.EQUALS, false, false, ExecType.SPARK);
}
@Test
public void testLogicalEqualsDenseSparseSP()
{
runLogicalTest(Type.EQUALS, false, true, ExecType.SPARK);
}
@Test
public void testLogicalEqualsSparseDenseSP()
{
runLogicalTest(Type.EQUALS, true, false, ExecType.SPARK);
}
@Test
public void testLogicalEqualsSparseSparseSP()
{
runLogicalTest(Type.EQUALS, true, true, ExecType.SPARK);
}
@Test
public void testLogicalNotEqualsDenseDenseSP()
{
runLogicalTest(Type.NOT_EQUALS, false, false, ExecType.SPARK);
}
@Test
public void testLogicalNotEqualsDenseSparseSP()
{
runLogicalTest(Type.NOT_EQUALS, false, true, ExecType.SPARK);
}
@Test
public void testLogicalNotEqualsSparseDenseSP()
{
runLogicalTest(Type.NOT_EQUALS, true, false, ExecType.SPARK);
}
@Test
public void testLogicalNotEqualsSparseSparseSP()
{
runLogicalTest(Type.NOT_EQUALS, true, true, ExecType.SPARK);
}
@Test
public void testLogicalLessDenseDenseSP()
{
runLogicalTest(Type.LESS, false, false, ExecType.SPARK);
}
@Test
public void testLogicalLessDenseSparseSP()
{
runLogicalTest(Type.LESS, false, true, ExecType.SPARK);
}
@Test
public void testLogicalLessSparseDenseSP()
{
runLogicalTest(Type.LESS, true, false, ExecType.SPARK);
}
@Test
public void testLogicalLessSparseSparseSP()
{
runLogicalTest(Type.LESS, true, true, ExecType.SPARK);
}
@Test
public void testLogicalLessEqualsDenseDenseSP()
{
runLogicalTest(Type.LESS_EQUALS, false, false, ExecType.SPARK);
}
@Test
public void testLogicalLessEqualsDenseSparseSP()
{
runLogicalTest(Type.LESS_EQUALS, false, true, ExecType.SPARK);
}
@Test
public void testLogicalLessEqualsSparseDenseSP()
{
runLogicalTest(Type.LESS_EQUALS, true, false, ExecType.SPARK);
}
@Test
public void testLogicalLessEqualsSparseSparseSP()
{
runLogicalTest(Type.LESS_EQUALS, true, true, ExecType.SPARK);
}
// ----------------------
private void runLogicalTest( Type type, boolean sp1, boolean sp2, ExecType et )
{
String TEST_NAME = TEST_NAME1;
int rows = rows1;
int cols = cols1;
ExecMode platformOld = rtplatform;
switch( et ){
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;
double sparsityLeft = sp1 ? sparsity2 : sparsity1;
double sparsityRight = sp2 ? sparsity2 : sparsity1;
String TEST_CACHE_DIR = "";
if (TEST_CACHE_ENABLED) {
TEST_CACHE_DIR = type.ordinal() + "_" + rows + "_" + cols + "_" + 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[]{"-args", input("A"), input("B"),
Integer.toString(type.ordinal()), output("C") };
fullRScriptName = HOME + TEST_NAME + ".R";
rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + type.ordinal() + " " + expectedDir();
//generate actual dataset
double[][] A = getRandomMatrix(rows, cols, -10, 10, sparsityLeft, 7);
writeInputMatrixWithMTD("A", A, true);
double[][] B = getRandomMatrix(rows, cols, -15, 15, sparsityRight, 3);
writeInputMatrixWithMTD("B", B, true);
//run tests
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");
}
finally
{
rtplatform = platformOld;
DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
}
}
}