| /* |
| * 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.nary; |
| |
| import java.util.HashMap; |
| |
| import org.junit.Assert; |
| import org.junit.Test; |
| 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.matrix.data.MatrixValue.CellIndex; |
| import org.apache.sysds.test.AutomatedTestBase; |
| import org.apache.sysds.test.TestConfiguration; |
| import org.apache.sysds.test.TestUtils; |
| |
| public class NaryCBindTest extends AutomatedTestBase |
| { |
| private final static String TEST_NAME = "NaryCbind"; |
| private final static String TEST_DIR = "functions/nary/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + NaryCBindTest.class.getSimpleName() + "/"; |
| |
| private final static double epsilon=0.0000000001; |
| |
| private final static int rows = 1101; |
| private final static int cols1 = 101; |
| private final static int cols2 = 79; |
| private final static int cols3 = 123; |
| |
| private final static double sparsity1 = 0.7; |
| private final static double sparsity2 = 0.07; |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| addTestConfiguration(TEST_NAME, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME, new String[] {"R"})); |
| } |
| |
| @Test |
| public void testNaryCbindDenseDenseDenseCP() { |
| runCbindTest(false, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testNaryCbindDenseDenseSparseCP() { |
| runCbindTest(false, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testNaryCbindDenseSparseDenseCP() { |
| runCbindTest(false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testNaryCbindDenseSparseSparseCP() { |
| runCbindTest(false, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testNaryCbindSparseDenseDenseCP() { |
| runCbindTest(true, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testNaryCbindSparseDenseSparseCP() { |
| runCbindTest(true, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testNaryCbindSparseSparseDenseCP() { |
| runCbindTest(true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testNaryCbindSparseSparseSparseCP() { |
| runCbindTest(true, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testNaryCbindDenseDenseDenseSP() { |
| runCbindTest(false, false, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testNaryCbindDenseDenseSparseSP() { |
| runCbindTest(false, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testNaryCbindDenseSparseDenseSP() { |
| runCbindTest(false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testNaryCbindDenseSparseSparseSP() { |
| runCbindTest(false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testNaryCbindSparseDenseDenseSP() { |
| runCbindTest(true, false, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testNaryCbindSparseDenseSparseSP() { |
| runCbindTest(true, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testNaryCbindSparseSparseDenseSP() { |
| runCbindTest(true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testNaryCbindSparseSparseSparseSP() { |
| runCbindTest(true, true, true, ExecType.CP); |
| } |
| |
| |
| public void runCbindTest(boolean sparse1, boolean sparse2, boolean sparse3, ExecType et) |
| { |
| ExecMode platformOld = rtplatform; |
| switch( et ) { |
| case SPARK: rtplatform = ExecMode.SPARK; break; |
| default: rtplatform = ExecMode.HYBRID; break; |
| } |
| |
| boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG; |
| if( rtplatform == ExecMode.SPARK || rtplatform == ExecMode.HYBRID ) |
| DMLScript.USE_LOCAL_SPARK_CONFIG = true; |
| |
| try |
| { |
| TestConfiguration config = getAndLoadTestConfiguration(TEST_NAME); |
| loadTestConfiguration(config); |
| |
| String RI_HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = RI_HOME + TEST_NAME + ".dml"; |
| programArgs = new String[]{"-stats", "-args", input("A"), |
| input("B"), input("C"), output("R") }; |
| fullRScriptName = RI_HOME + TEST_NAME + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + |
| inputDir() + " "+ expectedDir(); |
| |
| //generate input data |
| double sp1 = sparse1 ? sparsity2 : sparsity1; |
| double sp2 = sparse2 ? sparsity2 : sparsity1; |
| double sp3 = sparse3 ? sparsity2 : sparsity1; |
| double[][] A = getRandomMatrix(rows, cols1, -1, 1, sp1, 711); |
| double[][] B = getRandomMatrix(rows, cols2, -1, 1, sp2, 722); |
| double[][] C = getRandomMatrix(rows, cols3, -1, 1, sp3, 733); |
| writeInputMatrixWithMTD("A", A, true); |
| writeInputMatrixWithMTD("B", B, true); |
| writeInputMatrixWithMTD("C", C, true); |
| |
| //run tests |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare result data |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("R"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("R"); |
| TestUtils.compareMatrices(dmlfile, rfile, epsilon, "DML", "R"); |
| |
| //check for spark instructions |
| Assert.assertTrue(heavyHittersContainsSubString("sp_cbind")==(et==ExecType.SPARK)); |
| } |
| finally { |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| } |
| } |
| } |