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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
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package org.apache.sysds.test.functions.federated.primitives;
import java.util.Arrays;
import java.util.Collection;
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.meta.MatrixCharacteristics;
import org.apache.sysds.runtime.util.HDFSTool;
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 FederatedFullAggregateTest extends AutomatedTestBase {
private final static String TEST_NAME1 = "FederatedSumTest";
private final static String TEST_NAME2 = "FederatedMeanTest";
private final static String TEST_NAME3 = "FederatedMaxTest";
private final static String TEST_NAME4 = "FederatedMinTest";
private final static String TEST_DIR = "functions/federated/aggregate/";
private static final String TEST_CLASS_DIR = TEST_DIR + FederatedFullAggregateTest.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.Parameters
public static Collection<Object[]> data() {
return Arrays.asList(
new Object[][] {{10, 1000, false}, {100, 4, false}, {36, 1000, true}, {1000, 10, true}, {4, 100, true}});
}
private enum OpType {
SUM, MEAN, MAX, MIN
}
@Override
public void setUp() {
TestUtils.clearAssertionInformation();
addTestConfiguration(TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] {"S.scalar"}));
addTestConfiguration(TEST_NAME2, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] {"S.scalar"}));
addTestConfiguration(TEST_NAME3, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3, new String[] {"S.scalar"}));
addTestConfiguration(TEST_NAME4, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4, new String[] {"S.scalar"}));
}
@Test
public void testSumDenseMatrixCP() {
runColAggregateOperationTest(OpType.SUM, ExecType.CP);
}
@Test
public void testMeanDenseMatrixCP() {
runColAggregateOperationTest(OpType.MEAN, ExecType.CP);
}
@Test
public void testMaxDenseMatrixCP() {
runColAggregateOperationTest(OpType.MAX, ExecType.CP);
}
@Test
public void testMinDenseMatrixCP() {
runColAggregateOperationTest(OpType.MIN, ExecType.CP);
}
@Test
public void testSumDenseMatrixSP() {
runColAggregateOperationTest(OpType.SUM, ExecType.SPARK);
}
@Test
public void testMeanDenseMatrixSP() {
runColAggregateOperationTest(OpType.MEAN, ExecType.SPARK);
}
@Test
public void testMaxDenseMatrixSP() {
runColAggregateOperationTest(OpType.MAX, ExecType.SPARK);
}
@Test
public void testMinDenseMatrixSP() {
runColAggregateOperationTest(OpType.MIN, ExecType.SPARK);
}
private void runColAggregateOperationTest(OpType type, ExecType instType) {
ExecMode platformOld = rtplatform;
switch(instType) {
case SPARK:
rtplatform = ExecMode.SPARK;
break;
default:
rtplatform = ExecMode.HYBRID;
break;
}
if(rtplatform == ExecMode.SPARK)
DMLScript.USE_LOCAL_SPARK_CONFIG = true;
String TEST_NAME = null;
switch(type) {
case SUM:
TEST_NAME = TEST_NAME1;
break;
case MEAN:
TEST_NAME = TEST_NAME2;
break;
case MAX:
TEST_NAME = TEST_NAME3;
break;
case MIN:
TEST_NAME = TEST_NAME4;
break;
}
getAndLoadTestConfiguration(TEST_NAME);
String HOME = SCRIPT_DIR + TEST_DIR;
// write input matrices
int r = rows;
int c = cols / 4;
if(rowPartitioned) {
r = rows / 4;
c = cols;
}
double[][] X1 = getRandomMatrix(r, c, 1, 5, 1, 3);
double[][] X2 = getRandomMatrix(r, c, 1, 5, 1, 7);
double[][] X3 = getRandomMatrix(r, c, 1, 5, 1, 8);
double[][] X4 = getRandomMatrix(r, c, 1, 5, 1, 9);
MatrixCharacteristics mc = new MatrixCharacteristics(r, c, blocksize, r * c);
writeInputMatrixWithMTD("X1", X1, false, mc);
writeInputMatrixWithMTD("X2", X2, false, mc);
writeInputMatrixWithMTD("X3", X3, false, mc);
writeInputMatrixWithMTD("X4", X4, false, mc);
// empty script name because we don't execute any script, just start the worker
fullDMLScriptName = "";
int port1 = getRandomAvailablePort();
int port2 = getRandomAvailablePort();
int port3 = getRandomAvailablePort();
int port4 = getRandomAvailablePort();
Thread t1 = startLocalFedWorkerThread(port1);
Thread t2 = startLocalFedWorkerThread(port2);
Thread t3 = startLocalFedWorkerThread(port3);
Thread t4 = startLocalFedWorkerThread(port4);
TestConfiguration config = availableTestConfigurations.get(TEST_NAME);
loadTestConfiguration(config);
// Run reference dml script with normal matrix
fullDMLScriptName = HOME + TEST_NAME + "Reference.dml";
programArgs = new String[] {"-stats", "100", "-args", input("X1"), input("X2"), input("X3"), input("X4"),
expected("S"), Boolean.toString(rowPartitioned).toUpperCase()};
runTest(true, false, null, -1);
// Run actual dml script with federated matrix
fullDMLScriptName = HOME + TEST_NAME + ".dml";
programArgs = new String[] {"-stats", "100", "-nvargs",
"in_X1=" + TestUtils.federatedAddress(port1, input("X1")),
"in_X2=" + TestUtils.federatedAddress(port2, input("X2")),
"in_X3=" + TestUtils.federatedAddress(port3, input("X3")),
"in_X4=" + TestUtils.federatedAddress(port4, input("X4")), "rows=" + rows, "cols=" + cols,
"rP=" + Boolean.toString(rowPartitioned).toUpperCase(), "out_S=" + output("S")};
runTest(true, false, null, -1);
// compare via files
compareResults(1e-9);
switch(type) {
case SUM:
Assert.assertTrue(heavyHittersContainsString("fed_uak+"));
break;
case MEAN:
Assert.assertTrue(heavyHittersContainsString("fed_uamean"));
break;
case MAX:
Assert.assertTrue(heavyHittersContainsString("fed_uamax"));
break;
case MIN:
Assert.assertTrue(heavyHittersContainsString("fed_uamin"));
break;
}
// check that federated input files are still existing
Assert.assertTrue(HDFSTool.existsFileOnHDFS(input("X1")));
Assert.assertTrue(HDFSTool.existsFileOnHDFS(input("X2")));
Assert.assertTrue(HDFSTool.existsFileOnHDFS(input("X3")));
Assert.assertTrue(HDFSTool.existsFileOnHDFS(input("X4")));
TestUtils.shutdownThreads(t1, t2, t3, t4);
resetExecMode(platformOld);
}
}