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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.append;
import java.util.HashMap;
import org.junit.Assert;
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.instructions.Instruction;
import org.apache.sysds.runtime.matrix.data.MatrixValue.CellIndex;
import org.apache.sysds.runtime.meta.MatrixCharacteristics;
import org.apache.sysds.test.AutomatedTestBase;
import org.apache.sysds.test.TestConfiguration;
import org.apache.sysds.test.TestUtils;
import org.apache.sysds.utils.Statistics;
public class RBindCBindMatrixTest extends AutomatedTestBase
{
private final static String TEST_NAME1 = "RBindMatrixTest"; //basic rbind test
private final static String TEST_NAME2 = "RBindCBindMatrixTest"; //cbind rewritten to rbind
private final static String TEST_DIR = "functions/append/";
private final static String TEST_CLASS_DIR = TEST_DIR + RBindCBindMatrixTest.class.getSimpleName() + "/";
private final static double epsilon=0.0000000001;
private final static int min=1;
private final static int max=100;
private final static int rows1 = 1059;
private final static int rows2 = 1010;
private final static int cols = 73; //single block
private final static double sparsity1 = 0.45;
private final static double sparsity2 = 0.01;
@Override
public void setUp() {
TestUtils.clearAssertionInformation();
addTestConfiguration(TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] {"C"}));
addTestConfiguration(TEST_NAME2, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] {"C"}));
}
@Test
public void testRBindDenseCP() {
runRBindTest(TEST_NAME1, false, ExecType.CP);
}
@Test
public void testRBindSparseCP() {
runRBindTest(TEST_NAME1, true, ExecType.CP);
}
@Test
public void testCBindDenseCP() {
runRBindTest(TEST_NAME2, false, ExecType.CP);
}
@Test
public void testCBindSparseCP() {
runRBindTest(TEST_NAME2, true, ExecType.CP);
}
@Test
public void testRBindDenseSP() {
runRBindTest(TEST_NAME1, false, ExecType.SPARK);
}
@Test
public void testRBindSparseSP() {
runRBindTest(TEST_NAME1, true, ExecType.SPARK);
}
@Test
public void testCBindDenseSP() {
runRBindTest(TEST_NAME2, false, ExecType.SPARK);
}
@Test
public void testCBindSparseSP() {
runRBindTest(TEST_NAME2, true, ExecType.SPARK);
}
public void runRBindTest(String testname, boolean sparse, ExecType et)
{
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;
String TEST_NAME = testname;
TestConfiguration config = getTestConfiguration(TEST_NAME);
loadTestConfiguration(config);
double sparsity = (sparse) ? sparsity2 : sparsity1;
try
{
String RI_HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = RI_HOME + TEST_NAME + ".dml";
//stats required for opcode checks
programArgs = new String[]{"-stats","-args", input("A"), input("B"), output("C") };
fullRScriptName = RI_HOME + TEST_NAME + ".R";
rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " "+ expectedDir();
double[][] A = getRandomMatrix(rows1, cols, min, max, sparsity, 823);
writeInputMatrixWithMTD("A", A, true);
double[][] B= getRandomMatrix(rows2, cols, min, max, sparsity, 923);
writeInputMatrixWithMTD("B", B, true);
runTest(true, false, null, -1);
runRScript(true);
//compare results
HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("C");
HashMap<CellIndex, Double> rfile = readRMatrixFromFS("C");
TestUtils.compareMatrices(dmlfile, rfile, epsilon, "DML", "R");
//check dml output meta data
checkDMLMetaDataFile("C", new MatrixCharacteristics(rows1+rows2,cols,1,1));
//check applied rewrite t(cbind(t(A),t(B)) --> rbind(A,B)
if( testname.equals(TEST_NAME2) ){
String opcode = ((et==ExecType.SPARK)?Instruction.SP_INST_PREFIX:"")+"r'";
Assert.assertTrue("Rewrite not applied", !Statistics.getCPHeavyHitterOpCodes().contains(opcode) );
}
}
finally
{
//reset execution platform
rtplatform = platformOld;
DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
}
}
}