| /* |
| * 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.commons.logging.Log; |
| import org.apache.commons.logging.LogFactory; |
| import org.apache.sysds.api.DMLScript; |
| import org.apache.sysds.common.Types; |
| import org.apache.sysds.common.Types.DataType; |
| import org.apache.sysds.common.Types.FileFormat; |
| import org.apache.sysds.common.Types.ValueType; |
| import org.apache.sysds.hops.OptimizerUtils; |
| import org.apache.sysds.runtime.io.FrameWriter; |
| import org.apache.sysds.runtime.io.FrameWriterFactory; |
| import org.apache.sysds.runtime.matrix.data.FrameBlock; |
| 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.apache.sysds.test.functions.frame.DetectSchemaTest; |
| import org.junit.Assert; |
| import org.junit.Ignore; |
| import org.junit.Test; |
| import org.junit.runner.RunWith; |
| import org.junit.runners.Parameterized; |
| |
| @RunWith(value = Parameterized.class) |
| @net.jcip.annotations.NotThreadSafe |
| public class FederatedCastToMatrixTest extends AutomatedTestBase { |
| private static final Log LOG = LogFactory.getLog(FederatedCastToMatrixTest.class.getName()); |
| |
| private final static String TEST_DIR = "functions/federated/primitives/"; |
| private final static String TEST_NAME = "FederatedCastToMatrixTest"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + FederatedCastToMatrixTest.class.getSimpleName() + "/"; |
| |
| @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)); |
| } |
| |
| @Parameterized.Parameters |
| public static Collection<Object[]> data() { |
| // rows have to be even and > 1 |
| return Arrays.asList(new Object[][] {{10, 32}}); |
| } |
| |
| @Test |
| public void federatedMultiplyCP() { |
| federatedMultiply(Types.ExecMode.SINGLE_NODE); |
| } |
| |
| @Test |
| @Ignore |
| public void federatedMultiplySP() { |
| // TODO Fix me Spark execution error |
| federatedMultiply(Types.ExecMode.SPARK); |
| } |
| |
| public void federatedMultiply(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; |
| } |
| try { |
| getAndLoadTestConfiguration(TEST_NAME); |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| |
| ValueType[] schema = new ValueType[cols]; |
| Arrays.fill(schema, ValueType.FP64); |
| FrameBlock frame1 = new FrameBlock(schema); |
| FrameBlock frame2 = new FrameBlock(schema); |
| FrameWriter writer = FrameWriterFactory.createFrameWriter(FileFormat.BINARY); |
| |
| // 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); |
| |
| DetectSchemaTest.initFrameDataString(frame1, X1, schema, halfRows, cols); |
| writer.writeFrameToHDFS(frame1.slice(0, halfRows - 1, 0, schema.length - 1, new FrameBlock()), |
| input("X1"), |
| halfRows, |
| schema.length); |
| |
| DetectSchemaTest.initFrameDataString(frame2, X2, schema, halfRows, cols); |
| writer.writeFrameToHDFS(frame2.slice(0, halfRows - 1, 0, schema.length - 1, new FrameBlock()), |
| input("X2"), |
| halfRows, |
| schema.length); |
| |
| MatrixCharacteristics mc = new MatrixCharacteristics(X1.length, X1[0].length, |
| OptimizerUtils.DEFAULT_BLOCKSIZE, -1); |
| HDFSTool.writeMetaDataFile(input("X1") + ".mtd", null, schema, DataType.FRAME, mc, FileFormat.BINARY); |
| HDFSTool.writeMetaDataFile(input("X2") + ".mtd", null, schema, DataType.FRAME, mc, FileFormat.BINARY); |
| |
| int port1 = getRandomAvailablePort(); |
| int port2 = getRandomAvailablePort(); |
| Thread t1 = startLocalFedWorkerThread(port1, 10); |
| Thread t2 = startLocalFedWorkerThread(port2); |
| |
| TestConfiguration config = availableTestConfigurations.get(TEST_NAME); |
| loadTestConfiguration(config); |
| |
| // Run reference dml script with normal matrix |
| fullDMLScriptName = HOME + TEST_NAME + "Reference.dml"; |
| programArgs = new String[] {"-nvargs", "X1=" + input("X1"), "X2=" + input("X2")}; |
| String out = runTest(null).toString().split("SystemDS Statistics:")[0]; |
| |
| // Run actual dml script with federated matrix |
| fullDMLScriptName = HOME + TEST_NAME + ".dml"; |
| programArgs = new String[] {"-stats", "100", "-nvargs", |
| "X1=" + TestUtils.federatedAddress(port1, input("X1")), |
| "X2=" + TestUtils.federatedAddress(port2, input("X2")), "r=" + rows, "c=" + cols}; |
| String fedOut = runTest(null).toString(); |
| |
| LOG.debug(fedOut); |
| fedOut = fedOut.split("SystemDS Statistics:")[0]; |
| Assert.assertTrue("Equal Printed Output", out.equals(fedOut)); |
| Assert.assertTrue("Contains federated Cast to frame", heavyHittersContainsString("fed_castdtm")); |
| TestUtils.shutdownThreads(t1, t2); |
| |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| } |
| catch(IOException e) { |
| Assert.fail("Error writing input frame."); |
| } |
| } |
| } |