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* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
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*
* http://www.apache.org/licenses/LICENSE-2.0
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* Unless required by applicable law or agreed to in writing,
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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.meta.MatrixCharacteristics;
import org.apache.sysds.test.AutomatedTestBase;
import org.apache.sysds.test.TestConfiguration;
import org.apache.sysds.test.TestUtils;
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 FederatedWriterTest extends AutomatedTestBase {
// private static final Log LOG = LogFactory.getLog(FederatedWriterTest.class.getName());
private final static String TEST_DIR = "functions/federated/";
private final static String TEST_NAME = "FederatedWriterTest";
private final static String TEST_CLASS_DIR = TEST_DIR + FederatedWriterTest.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 federatedSinglenodeWrite() {
federatedWrite(Types.ExecMode.SINGLE_NODE);
}
public void federatedWrite(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);
// write input matrices
int halfRows = rows / 2;
// 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);
try {
// Run reader and write a federated json to enable the rest of the test
fullDMLScriptName = SCRIPT_DIR + "functions/federated/io/FederatedReaderTestCreate.dml";
programArgs = new String[] {"-stats", "-explain", "-args", input("X1"), input("X2"), port1 + "", port2 + "",
input("X.json")};
// String writer = runTest(null).toString();
runTest(null);
// LOG.error(writer);
// LOG.error("Writing Done");
// Run reference dml script with normal matrix
fullDMLScriptName = SCRIPT_DIR + "functions/federated/io/FederatedReaderTest.dml";
programArgs = new String[] {"-stats", "-args", input("X.json")};
String out = runTest(null).toString();
Assert.assertTrue(heavyHittersContainsString("fed_uak+"));
fullDMLScriptName = SCRIPT_DIR + "functions/federated/io/FederatedReference.dml";
// programArgs = new String[] {"-args", input("X1"), input("X2")};
programArgs = new String[] {"-stats", "100", "-nvargs",
"in_X1=" + TestUtils.federatedAddress(port1, input("X1")),
"in_X2=" + TestUtils.federatedAddress(port2, input("X2")), "rows=" + rows, "cols=" + cols};
String refOut = runTest(null).toString();
// Run federated
// Verify output
Assert.assertEquals(Double.parseDouble(refOut.split("\n")[0]),
Double.parseDouble(out.split("\n")[0]),
0.00001);
}
catch(Exception e) {
e.printStackTrace();
Assert.assertTrue(false);
}
TestUtils.shutdownThreads(t1, t2);
rtplatform = platformOld;
DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
}
}