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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.aggregate;
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.hops.OptimizerUtils;
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;
public class RowColProdsAggregateTest extends AutomatedTestBase
{
private final static String TEST_NAME1 = "RowProds";
private final static String TEST_NAME2 = "ColProds";
private final static String TEST_DIR = "functions/aggregate/";
private static final String TEST_CLASS_DIR = TEST_DIR + RowColProdsAggregateTest.class.getSimpleName() + "/";
private final static double eps = 1e-10;
private final static int dim1 = 1079;
private final static int dim2 = 15;
private final static double sparsity1 = 0.1;
private final static double sparsity2 = 1.0; //otherwise 0 output
@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 testRowProdsDenseMatrixCP() {
runProdsAggregateTest(TEST_NAME1, false, true, ExecType.CP);
}
@Test
public void testRowProdsSparseMatrixCP() {
runProdsAggregateTest(TEST_NAME1, true, true, ExecType.CP);
}
@Test
public void testRowProdsDenseMatrixSP() {
runProdsAggregateTest(TEST_NAME1, false, true, ExecType.SPARK);
}
@Test
public void testRowProdsSparseMatrixSP() {
runProdsAggregateTest(TEST_NAME1, true, true, ExecType.SPARK);
}
@Test
public void testColProdsDenseMatrixCP() {
runProdsAggregateTest(TEST_NAME2, false, true, ExecType.CP);
}
@Test
public void testColProdsSparseMatrixCP() {
runProdsAggregateTest(TEST_NAME2, true, true, ExecType.CP);
}
@Test
public void testColProdsDenseMatrixSP() {
runProdsAggregateTest(TEST_NAME2, false, true, ExecType.SPARK);
}
@Test
public void testColProdsSparseMatrixSP() {
runProdsAggregateTest(TEST_NAME2, true, true, ExecType.SPARK);
}
private void runProdsAggregateTest(String TEST_NAME, boolean sparse, boolean rewrites, ExecType instType)
{
ExecMode platformOld = rtplatform;
switch( instType ){
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;
boolean oldRewritesFlag = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION;
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites;
try
{
double sparsity = (sparse) ? sparsity1 : sparsity2;
TestConfiguration config = getTestConfiguration(TEST_NAME);
String TEST_CACHE_DIR = "";
if (TEST_CACHE_ENABLED) {
TEST_CACHE_DIR = TEST_NAME + "_" + sparsity + "/";
}
loadTestConfiguration(config, TEST_CACHE_DIR);
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + TEST_NAME + ".dml";
programArgs = new String[]{"-explain", "-args", input("A"), output("B") };
fullRScriptName = HOME + TEST_NAME + ".R";
rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + expectedDir();
int rows = TEST_NAME.equals(TEST_NAME1) ? dim1 : dim2;
int cols = TEST_NAME.equals(TEST_NAME1) ? dim2 : dim1;
double[][] A = getRandomMatrix(rows, cols, 0.9, 1, sparsity, 1234);
writeInputMatrixWithMTD("A", A, true);
runTest(true, false, null, -1);
runRScript(true);
//compare matrices
HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("B");
HashMap<CellIndex, Double> rfile = readRMatrixFromExpectedDir("B");
TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R");
}
finally {
rtplatform = platformOld;
DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = oldRewritesFlag;
}
}
}