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* Licensed to the Apache Software Foundation (ASF) under one
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* 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
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* KIND, either express or implied. See the License for the
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package org.apache.sysds.test.functions.federated.io;
import java.util.Arrays;
import java.util.Collection;
import org.apache.sysds.api.DMLScript;
import org.apache.sysds.common.Types;
import org.apache.sysds.runtime.controlprogram.caching.MatrixObject;
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.test.functions.federated.FederatedTestObjectConstructor;
import org.junit.Assert;
import org.junit.Test;
import org.junit.runner.RunWith;
import org.junit.runners.Parameterized;
@RunWith(value = Parameterized.class)
@net.jcip.annotations.NotThreadSafe
public class FederatedReaderTest extends AutomatedTestBase {
// private static final Log LOG = LogFactory.getLog(FederatedReaderTest.class.getName());
private final static String TEST_DIR = "functions/federated/io/";
private final static String TEST_NAME = "FederatedReaderTest";
private final static String TEST_CLASS_DIR = TEST_DIR + FederatedReaderTest.class.getSimpleName() + "/";
private final static int blocksize = 1024;
@Parameterized.Parameter()
public int rows;
@Parameterized.Parameter(1)
public int cols;
@Parameterized.Parameter(2)
public boolean rowPartitioned;
@Parameterized.Parameter(3)
public int fedCount;
@Override
public void setUp() {
TestUtils.clearAssertionInformation();
addTestConfiguration(TEST_NAME, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME));
}
@Parameterized.Parameters
public static Collection<Object[]> data() {
// number of rows or cols has to be >= number of federated locations.
return Arrays.asList(new Object[][] {{10, 13, true, 2},});
}
@Test
public void federatedSinglenodeRead() {
federatedRead(Types.ExecMode.SINGLE_NODE);
}
public void federatedRead(Types.ExecMode execMode) {
boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG;
Types.ExecMode platformOld = rtplatform;
rtplatform = execMode;
if(rtplatform == Types.ExecMode.SPARK) {
DMLScript.USE_LOCAL_SPARK_CONFIG = true;
}
getAndLoadTestConfiguration(TEST_NAME);
String HOME = SCRIPT_DIR + TEST_DIR;
// write input matrices
int halfRows = rows / 2;
long[][] begins = new long[][] {new long[] {0, 0}, new long[] {halfRows, 0}};
long[][] ends = new long[][] {new long[] {halfRows, cols}, new long[] {rows, cols}};
// We have two matrices handled by a single federated worker
double[][] X1 = getRandomMatrix(halfRows, cols, 0, 1, 1, 42);
double[][] X2 = getRandomMatrix(halfRows, cols, 0, 1, 1, 1340);
writeInputMatrixWithMTD("X1", X1, false, new MatrixCharacteristics(halfRows, cols, blocksize, halfRows * cols));
writeInputMatrixWithMTD("X2", X2, false, new MatrixCharacteristics(halfRows, cols, blocksize, halfRows * cols));
// empty script name because we don't execute any script, just start the worker
fullDMLScriptName = "";
int port1 = getRandomAvailablePort();
int port2 = getRandomAvailablePort();
Thread t1 = startLocalFedWorkerThread(port1);
Thread t2 = startLocalFedWorkerThread(port2);
String host = "localhost";
MatrixObject fed = FederatedTestObjectConstructor.constructFederatedInput(rows,
cols,
blocksize,
host,
begins,
ends,
new int[] {port1, port2},
new String[] {input("X1"), input("X2")},
input("X.json"));
writeInputFederatedWithMTD("X.json", fed, null);
try {
// Run reference dml script with normal matrix
fullDMLScriptName = HOME + TEST_NAME + (rowPartitioned ? "Row" : "Col") + "Reference.dml";
programArgs = new String[] {"-args", input("X1"), input("X2")};
String refOut = runTest(null).toString();
// Run federated
fullDMLScriptName = HOME + TEST_NAME + ".dml";
programArgs = new String[] {"-args", input("X.json")};
String out = runTest(null).toString();
// Verify output
Assert.assertEquals(refOut.split("\n")[0], out.split("\n")[0]);
}
catch(Exception e) {
e.printStackTrace();
Assert.assertTrue(false);
}
TestUtils.shutdownThreads(t1, t2);
rtplatform = platformOld;
DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
}
}