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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.lops.MMTSJ.MMTSJType;
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;
public class FullMatrixMultiplicationTransposeSelfTest extends AutomatedTestBase
{
private final static String TEST_NAME1 = "TransposeSelfMatrixMultiplication1";
private final static String TEST_NAME2 = "TransposeSelfMatrixMultiplication2";
private final static String TEST_DIR = "functions/binary/matrix_full_other/";
private final static String TEST_CLASS_DIR = TEST_DIR + FullMatrixMultiplicationTransposeSelfTest.class.getSimpleName() + "/";
private final static double eps = 1e-10;
//for CP
private final static int rows1 = 1100;
private final static int cols1 = 300;
//for Spark
private final static int rows2 = 2500;
private final static int cols2 = 750;
private final static double sparsity1 = 0.7;
private final static double sparsity2 = 0.1;
@Override
public void setUp()
{
addTestConfiguration(
TEST_NAME1,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1,
new String[] { "B" }) );
addTestConfiguration(
TEST_NAME2,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2,
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 testMMLeftDenseCP() {
runTransposeSelfMatrixMultiplicationTest(MMTSJType.LEFT, ExecType.CP, false);
}
@Test
public void testMMRightDenseCP() {
runTransposeSelfMatrixMultiplicationTest(MMTSJType.RIGHT, ExecType.CP, false);
}
@Test
public void testMMLeftSparseCP() {
runTransposeSelfMatrixMultiplicationTest(MMTSJType.LEFT, ExecType.CP, true);
}
@Test
public void testMMRightSparseCP() {
runTransposeSelfMatrixMultiplicationTest(MMTSJType.RIGHT, ExecType.CP, true);
}
@Test
public void testVVLeftDenseCP() {
runTransposeSelfVectorMultiplicationTest(MMTSJType.LEFT, ExecType.CP, false);
}
@Test
public void testVVRightDenseCP() {
runTransposeSelfVectorMultiplicationTest(MMTSJType.RIGHT, ExecType.CP, false);
}
@Test
public void testVVLeftSparseCP() {
runTransposeSelfVectorMultiplicationTest(MMTSJType.LEFT, ExecType.CP, true);
}
@Test
public void testVVRightSparseCP() {
runTransposeSelfVectorMultiplicationTest(MMTSJType.RIGHT, ExecType.CP, true);
}
private void runTransposeSelfMatrixMultiplicationTest( MMTSJType type, ExecType instType, boolean sparse )
{
//setup exec type, rows, cols
int rows = -1, cols = -1;
String TEST_NAME = null;
if( type == MMTSJType.LEFT ) {
if( instType == ExecType.CP ) {
rows = rows1;
cols = cols1;
}
else { //if type MR
rows = rows2;
cols = cols2;
}
TEST_NAME = TEST_NAME1;
}
else {
if( instType == ExecType.CP ) {
rows = cols1;
cols = rows1;
}
else { //if type MR
rows = cols2;
cols = rows2;
}
TEST_NAME = TEST_NAME2;
}
double sparsity = sparse ? sparsity2 : sparsity1;
String TEST_CACHE_DIR = "";
if (TEST_CACHE_ENABLED) {
TEST_CACHE_DIR = rows + "_" + cols + "_" + 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[]{"-stats","-args", input("A"),
Integer.toString(rows), Integer.toString(cols), output("B") };
fullRScriptName = HOME + TEST_NAME + ".R";
rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + expectedDir();
//generate actual dataset
double[][] A = getRandomMatrix(rows, cols, 0, 1, sparsity, 7);
writeInputMatrix("A", A, true);
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;
}
}
private void runTransposeSelfVectorMultiplicationTest( MMTSJType type, ExecType instType, boolean sparse )
{
//setup exec type, rows, cols
int rows = -1, cols = -1;
String TEST_NAME = null;
if( type == MMTSJType.LEFT ) {
if( instType == ExecType.CP ) {
rows = rows1;
cols = 1;
}
else { //if type MR
rows = rows2;
cols = 1;
}
TEST_NAME = TEST_NAME1;
}
else {
if( instType == ExecType.CP ) {
rows = 1;
cols = rows1;
}
else { //if type MR
rows = 1;
cols = rows2;
}
TEST_NAME = TEST_NAME2;
}
double sparsity = sparse ? sparsity2 : sparsity1;
String TEST_CACHE_DIR = "";
if (TEST_CACHE_ENABLED) {
TEST_CACHE_DIR = rows + "_" + cols + "_" + 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(rows), Integer.toString(cols), output("B") };
fullRScriptName = HOME + TEST_NAME + ".R";
rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + expectedDir();
//generate actual dataset
double[][] A = getRandomMatrix(rows, cols, 0, 1, sparsity, 7);
writeInputMatrix("A", A, true);
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;
}
}
}