| /* |
| * 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.primitives; |
| |
| import java.io.IOException; |
| import java.util.Arrays; |
| import java.util.Collection; |
| |
| import org.apache.sysds.api.DMLScript; |
| import org.apache.sysds.common.Types; |
| import org.apache.sysds.common.Types.ExecMode; |
| import org.apache.sysds.parser.DataExpression; |
| import org.apache.sysds.runtime.frame.data.FrameBlock; |
| import org.apache.sysds.runtime.io.FileFormatPropertiesCSV; |
| import org.apache.sysds.runtime.io.FrameReaderFactory; |
| import org.apache.sysds.runtime.io.FrameWriter; |
| import org.apache.sysds.runtime.io.FrameWriterFactory; |
| 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 FederatedTokenizeTest extends AutomatedTestBase { |
| |
| private final static String TEST_NAME1 = "FederatedTokenizeTest"; |
| |
| private final static String TEST_DIR = "functions/federated/"; |
| private static final String TEST_CLASS_DIR = TEST_DIR + FederatedTokenizeTest.class.getSimpleName() + "/"; |
| |
| private static final String DATASET = "20news/20news_subset_untokenized.csv"; |
| |
| @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[][] { |
| {3, 4, true}, |
| }); |
| } |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| addTestConfiguration(TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] {"S"})); |
| } |
| |
| @Test |
| public void testTokenizeFullDenseFrameCP() { |
| runAggregateOperationTest(ExecMode.SINGLE_NODE); |
| } |
| |
| private void runAggregateOperationTest(ExecMode execMode) { |
| setExecMode(execMode); |
| |
| String TEST_NAME = TEST_NAME1; |
| |
| getAndLoadTestConfiguration(TEST_NAME); |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| |
| // empty script name because we don't execute any script, just start the worker |
| fullDMLScriptName = ""; |
| int port1 = getRandomAvailablePort(); |
| int port2 = getRandomAvailablePort(); |
| int port3 = getRandomAvailablePort(); |
| Thread t1 = startLocalFedWorkerThread(port1, FED_WORKER_WAIT_S); |
| Thread t2 = startLocalFedWorkerThread(port2, FED_WORKER_WAIT_S); |
| Thread t3 = startLocalFedWorkerThread(port3); |
| |
| FileFormatPropertiesCSV ffpCSV = new FileFormatPropertiesCSV(false, DataExpression.DEFAULT_DELIM_DELIMITER, false); |
| |
| // split dataset |
| FrameBlock dataset; |
| try { |
| dataset = FrameReaderFactory.createFrameReader(Types.FileFormat.CSV, ffpCSV) |
| .readFrameFromHDFS(DATASET_DIR + DATASET, -1, -1); |
| |
| // default for write |
| FrameWriter fw = FrameWriterFactory.createFrameWriter(Types.FileFormat.CSV, ffpCSV); |
| writeDatasetSlice(dataset, fw, ffpCSV, "AH"); |
| writeDatasetSlice(dataset, fw, ffpCSV, "AL"); |
| writeDatasetSlice(dataset, fw, ffpCSV, "BH"); |
| } |
| catch(IOException e) { |
| e.printStackTrace(); |
| } |
| |
| rtplatform = execMode; |
| if(rtplatform == ExecMode.SPARK) { |
| DMLScript.USE_LOCAL_SPARK_CONFIG = true; |
| } |
| TestConfiguration config = availableTestConfigurations.get(TEST_NAME); |
| loadTestConfiguration(config); |
| |
| // Run reference dml script with normal matrix |
| fullDMLScriptName = HOME + TEST_NAME + "Reference.dml"; |
| programArgs = new String[] {"-explain", "-args", input("AH"), HOME + TEST_NAME + ".json", expected("S")}; |
| runTest(null); |
| |
| // Run actual dml script with federated matrix |
| fullDMLScriptName = HOME + TEST_NAME + ".dml"; |
| programArgs = new String[] {"-stats", "100", "-nvargs", |
| "in_X1=" + TestUtils.federatedAddress(port1, input("AH")), |
| "in_X2=" + TestUtils.federatedAddress(port2, input("AL")), |
| "in_X3=" + TestUtils.federatedAddress(port3, input("BH")), |
| "in_S=" + input(HOME + TEST_NAME + ".json"), "rows=" + rows, "cols=" + cols, |
| "out_R=" + output("S")}; |
| runTest(null); |
| compareResults(1e-9); |
| Assert.assertTrue(heavyHittersContainsString("fed_tokenize")); |
| TestUtils.shutdownThreads(t1, t2, t3); |
| } |
| |
| private void writeDatasetSlice(FrameBlock dataset, FrameWriter fw, FileFormatPropertiesCSV ffpCSV, String name) throws IOException { |
| fw.writeFrameToHDFS(dataset, input(name), dataset.getNumRows(), dataset.getNumColumns()); |
| HDFSTool.writeMetaDataFile(input(DataExpression.getMTDFileName(name)), null, dataset.getSchema(), |
| Types.DataType.FRAME, new MatrixCharacteristics(dataset.getNumRows(), dataset.getNumColumns()), |
| Types.FileFormat.CSV, ffpCSV); |
| } |
| } |