| /* |
| * 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.recompile; |
| |
| import java.util.HashMap; |
| |
| import org.junit.Test; |
| import org.apache.sysds.common.Types.ExecMode; |
| import org.apache.sysds.lops.LopProperties.ExecType; |
| import org.apache.sysds.runtime.matrix.data.MatrixValue.CellIndex; |
| import org.apache.sysds.test.AutomatedTestBase; |
| import org.apache.sysds.test.TestConfiguration; |
| import org.apache.sysds.test.TestUtils; |
| |
| public class RewriteComplexMapMultChainTest extends AutomatedTestBase |
| { |
| private final static String TEST_NAME1 = "rewrite_mapmultchain1"; |
| private final static String TEST_NAME2 = "rewrite_mapmultchain2"; |
| private final static String TEST_DIR = "functions/recompile/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + |
| RewriteComplexMapMultChainTest.class.getSimpleName() + "/"; |
| |
| private final static int rows = 1974; |
| private final static int cols = 45; |
| |
| private final static int cols2a = 1; |
| private final static int cols2b = 3; |
| |
| private final static double sparsity = 0.7; |
| private final static double eps = 0.0000001; |
| |
| @Override |
| public void setUp() |
| { |
| addTestConfiguration( TEST_NAME1, |
| new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "HV" }) ); |
| addTestConfiguration( TEST_NAME2, |
| new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] { "HV" }) ); |
| } |
| |
| @Test |
| public void testRewriteExpr1SingleColumnCP() { |
| runRewriteMapMultChain(TEST_NAME1, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRewriteExpr1MultiColumnCP() { |
| runRewriteMapMultChain(TEST_NAME1, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRewriteExpr2SingleColumnCP() { |
| runRewriteMapMultChain(TEST_NAME2, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRewriteExpr2MultiColumnCP() { |
| runRewriteMapMultChain(TEST_NAME2, false, ExecType.CP); |
| } |
| |
| private void runRewriteMapMultChain( String TEST_NAME, boolean singleCol, ExecType et ) { |
| ExecMode platformOld = rtplatform; |
| |
| try |
| { |
| TestConfiguration config = getTestConfiguration(TEST_NAME); |
| loadTestConfiguration(config); |
| |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + TEST_NAME + ".dml"; |
| programArgs = new String[]{"-args", |
| input("X"), input("P"), input("v"), output("HV") }; |
| |
| fullRScriptName = HOME + TEST_NAME + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + expectedDir(); |
| |
| rtplatform = ExecMode.HYBRID; |
| |
| //generate input data |
| double[][] X = getRandomMatrix(rows, cols, 0, 1, sparsity, 7); |
| writeInputMatrixWithMTD("X", X, true); |
| double[][] P = getRandomMatrix(rows, singleCol?cols2a:cols2b, 0, 1, sparsity, 3); |
| writeInputMatrixWithMTD("P", P, true); |
| double[][] v = getRandomMatrix(cols, singleCol?cols2a:cols2b, 0, 1, 1.0, 21); |
| writeInputMatrixWithMTD("v", v, true); |
| |
| //run test |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("HV"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromExpectedDir("HV"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "DML", "R"); |
| |
| //check expected number of compiled and executed Spark jobs |
| int expectedNumCompiled = (et==ExecType.CP)?3:(singleCol?4:6); //mapmultchain if single column |
| int expectedNumExecuted = (et==ExecType.CP)?0:(singleCol?4:6); //mapmultchain if single column |
| |
| checkNumCompiledSparkInst(expectedNumCompiled); |
| checkNumExecutedSparkInst(expectedNumExecuted); |
| } |
| finally { |
| rtplatform = platformOld; |
| } |
| } |
| } |