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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.
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package org.apache.sysds.test.functions.lineage;
import java.util.Arrays;
import java.util.Collection;
import org.apache.sysds.runtime.lineage.Lineage;
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;
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 FedFullReuseTest extends AutomatedTestBase {
private final static String TEST_DIR = "functions/lineage/";
private final static String TEST_NAME = "FedFullReuse1";
private final static String TEST_CLASS_DIR = TEST_DIR + FedFullReuseTest.class.getSimpleName() + "/";
private final static int blocksize = 1024;
@Parameterized.Parameter()
public int rows;
@Parameterized.Parameter(1)
public int cols;
@Override
public void setUp() {
TestUtils.clearAssertionInformation();
addTestConfiguration(TEST_NAME, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME, new String[] {"Z"}));
}
@Parameterized.Parameters
public static Collection<Object[]> data() {
// rows have to be even and > 1
return Arrays.asList(new Object[][] {
// {2, 1000}, {10, 100},
{100, 10},
//{1000, 1},
// {10, 2000}, {2000, 10}
});
}
@Test
public void federatedReuseMM() { //reuse inside federated workers
federatedReuse();
}
public void federatedReuse() {
getAndLoadTestConfiguration(TEST_NAME);
String HOME = SCRIPT_DIR + TEST_DIR;
// write input matrices
int halfRows = rows / 2;
// Share two matrices between two federated worker
double[][] X1 = getRandomMatrix(halfRows, cols, 0, 1, 1, 42);
double[][] X2 = getRandomMatrix(halfRows, cols, 0, 1, 1, 1340);
double[][] Y1 = getRandomMatrix(cols, halfRows, 0, 1, 1, 44);
double[][] Y2 = getRandomMatrix(cols, halfRows, 0, 1, 1, 21);
writeInputMatrixWithMTD("X1", X1, false, new MatrixCharacteristics(halfRows, cols, blocksize, halfRows * cols));
writeInputMatrixWithMTD("X2", X2, false, new MatrixCharacteristics(halfRows, cols, blocksize, halfRows * cols));
writeInputMatrixWithMTD("Y1", Y1, false, new MatrixCharacteristics(cols, halfRows, blocksize, halfRows * cols));
writeInputMatrixWithMTD("Y2", Y2, false, new MatrixCharacteristics(cols, halfRows, blocksize, halfRows * cols));
int port1 = getRandomAvailablePort();
int port2 = getRandomAvailablePort();
String[] otherargs = new String[] {"-lineage", "reuse_full"};
Lineage.resetInternalState();
Thread t1 = startLocalFedWorkerThread(port1, otherargs, FED_WORKER_WAIT_S);
Thread t2 = startLocalFedWorkerThread(port2, otherargs);
TestConfiguration config = availableTestConfigurations.get(TEST_NAME);
loadTestConfiguration(config);
// Run reference dml script with normal matrix. Reuse of ba+*.
fullDMLScriptName = HOME + TEST_NAME + "Reference.dml";
programArgs = new String[] {"-stats", "-lineage", "reuse_full",
"-nvargs", "X1=" + input("X1"), "X2=" + input("X2"), "Y1=" + input("Y1"),
"Y2=" + input("Y2"), "Z=" + expected("Z")};
runTest(true, false, null, -1);
long mmCount = Statistics.getCPHeavyHitterCount("ba+*");
// Run actual dml script with federated matrix
// The fed workers reuse ba+*
fullDMLScriptName = HOME + TEST_NAME + ".dml";
programArgs = new String[] {"-stats","-lineage", "reuse_full",
"-nvargs", "X1=" + TestUtils.federatedAddress(port1, input("X1")),
"X2=" + TestUtils.federatedAddress(port2, input("X2")),
"Y1=" + TestUtils.federatedAddress(port1, input("Y1")),
"Y2=" + TestUtils.federatedAddress(port2, input("Y2")), "r=" + rows, "c=" + cols, "Z=" + output("Z")};
runTest(true, false, null, -1);
long mmCount_fed = Statistics.getCPHeavyHitterCount("ba+*");
// compare results
compareResults(1e-9);
// compare matrix multiplication count
// #federated execution of ba+* = #threads times #non-federated execution of ba+* (after reuse)
Assert.assertTrue("Violated reuse count: "+mmCount_fed+" == "+mmCount*2,
mmCount_fed == mmCount * 2); // #threads = 2
TestUtils.shutdownThreads(t1, t2);
}
}