| /* |
| * 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.federated.algorithms; |
| |
| import org.junit.Test; |
| import org.junit.runner.RunWith; |
| import org.junit.runners.Parameterized; |
| 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 java.util.Arrays; |
| import java.util.Collection; |
| |
| @RunWith(value = Parameterized.class) |
| @net.jcip.annotations.NotThreadSafe |
| public class FederatedYL2SVMTest extends AutomatedTestBase { |
| |
| private final static String TEST_DIR = "functions/federated/"; |
| private final static String TEST_NAME = "FederatedYL2SVMTest"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + FederatedYL2SVMTest.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 federatedL2SVMCP() { |
| federatedL2SVM(Types.ExecMode.SINGLE_NODE); |
| } |
| |
| /* |
| * TODO support SPARK execution mode -> RDDs and SPARK instructions lead to quite a few problems |
| * |
| * @Test public void federatedL2SVMSP() { federatedL2SVM(Types.ExecMode.SPARK); } |
| */ |
| |
| public void federatedL2SVM(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; |
| // 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); |
| double[][] Y1 = getRandomMatrix(halfRows, 1, -1, 1, 1, 1233); |
| double[][] Y2 = getRandomMatrix(halfRows, 1, -1, 1, 1, 13); |
| |
| for(int i = 0; i < halfRows; i++) { |
| Y1[i][0] = (Y1[i][0] > 0) ? 1 : -1; |
| Y2[i][0] = (Y2[i][0] > 0) ? 1 : -1; |
| } |
| |
| 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(halfRows, 1, blocksize, halfRows)); |
| writeInputMatrixWithMTD("Y2", Y2, false, new MatrixCharacteristics(halfRows, 1, blocksize, halfRows)); |
| |
| // 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); |
| |
| TestConfiguration config = availableTestConfigurations.get(TEST_NAME); |
| loadTestConfiguration(config); |
| setOutputBuffering(false); |
| |
| // Run reference dml script with normal matrix |
| fullDMLScriptName = HOME + TEST_NAME + "Reference.dml"; |
| programArgs = new String[] {"-args", input("X1"), input("X2"), input("Y1"), input("Y2"), expected("Z")}; |
| runTest(true, false, null, -1); |
| |
| // Run actual dml script with federated matrixz |
| fullDMLScriptName = HOME + TEST_NAME + ".dml"; |
| programArgs = new String[] {"-nvargs", "in_X1=" + TestUtils.federatedAddress(port1, input("X1")), |
| "in_X2=" + TestUtils.federatedAddress(port2, input("X2")), "rows=" + rows, "cols=" + cols, |
| "in_Y1=" + TestUtils.federatedAddress(port1, input("Y1")), |
| "in_Y2=" + TestUtils.federatedAddress(port2, input("Y2")), "out=" + output("Z")}; |
| runTest(true, false, null, -1); |
| |
| // compare via files |
| compareResults(1e-9); |
| |
| TestUtils.shutdownThreads(t1, t2); |
| |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| } |
| } |