| /* |
| * 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.indexing; |
| |
| import java.util.HashMap; |
| |
| import org.junit.AfterClass; |
| import org.junit.BeforeClass; |
| import org.junit.Test; |
| import org.apache.sysds.api.DMLScript; |
| import org.apache.sysds.common.Types.ExecMode; |
| import org.apache.sysds.hops.LeftIndexingOp; |
| import org.apache.sysds.hops.LeftIndexingOp.LeftIndexingMethod; |
| import org.apache.sysds.lops.LopProperties.ExecType; |
| import org.apache.sysds.runtime.matrix.data.MatrixValue.CellIndex; |
| 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; |
| |
| public class LeftIndexingSparseSparseTest extends AutomatedTestBase |
| { |
| private final static String TEST_DIR = "functions/indexing/"; |
| private final static String TEST_NAME = "LeftIndexingSparseSparseTest"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + LeftIndexingSparseSparseTest.class.getSimpleName() + "/"; |
| |
| private final static int rows1 = 1073; |
| private final static int cols1 = 1050; |
| private final static int rows2 = 1073; |
| private final static int cols2 = 550; |
| |
| private final static double sparsity1 = 0.1; |
| private final static double sparsity2 = 0.05; |
| |
| private enum LixType { |
| LEFT_ALIGNED, |
| LEFT2_ALIGNED, |
| RIGHT_ALIGNED, |
| RIGHT2_ALIGNED, |
| CENTERED, |
| } |
| |
| @Override |
| public void setUp() { |
| addTestConfiguration(TEST_NAME, |
| new TestConfiguration(TEST_CLASS_DIR, TEST_NAME, new String[] {"R"})); |
| |
| if (TEST_CACHE_ENABLED) { |
| setOutAndExpectedDeletionDisabled(true); |
| } |
| } |
| |
| @BeforeClass |
| public static void init() { |
| TestUtils.clearDirectory(TEST_DATA_DIR + TEST_CLASS_DIR); |
| } |
| |
| @AfterClass |
| public static void cleanUp() { |
| if (TEST_CACHE_ENABLED) { |
| TestUtils.clearDirectory(TEST_DATA_DIR + TEST_CLASS_DIR); |
| } |
| } |
| |
| @Test |
| public void testSparseLeftIndexingLeftAlignedSP() { |
| runLeftIndexingSparseSparseTest(LixType.LEFT_ALIGNED, ExecType.SPARK, LeftIndexingMethod.SP_GLEFTINDEX); |
| } |
| |
| @Test |
| public void testSparseLeftIndexingLeft2AlignedSP() { |
| runLeftIndexingSparseSparseTest(LixType.LEFT2_ALIGNED, ExecType.SPARK, LeftIndexingMethod.SP_GLEFTINDEX); |
| } |
| |
| @Test |
| public void testSparseLeftIndexingRightAlignedSP() { |
| runLeftIndexingSparseSparseTest(LixType.RIGHT_ALIGNED, ExecType.SPARK, LeftIndexingMethod.SP_GLEFTINDEX); |
| } |
| |
| @Test |
| public void testSparseLeftIndexingRight2AlignedSP() { |
| runLeftIndexingSparseSparseTest(LixType.RIGHT2_ALIGNED, ExecType.SPARK, LeftIndexingMethod.SP_GLEFTINDEX); |
| } |
| |
| @Test |
| public void testSparseLeftIndexingCenteredSP() { |
| runLeftIndexingSparseSparseTest(LixType.CENTERED, ExecType.SPARK, LeftIndexingMethod.SP_GLEFTINDEX); |
| } |
| |
| |
| // ---- |
| @Test |
| public void testSparseMapLeftIndexingLeftAlignedSP() { |
| runLeftIndexingSparseSparseTest(LixType.LEFT_ALIGNED, ExecType.SPARK, LeftIndexingMethod.SP_MLEFTINDEX_R); |
| } |
| |
| @Test |
| public void testSparseMapLeftIndexingLeft2AlignedSP() { |
| runLeftIndexingSparseSparseTest(LixType.LEFT2_ALIGNED, ExecType.SPARK, LeftIndexingMethod.SP_MLEFTINDEX_R); |
| } |
| |
| @Test |
| public void testSparseMapLeftIndexingRightAlignedSP() { |
| runLeftIndexingSparseSparseTest(LixType.RIGHT_ALIGNED, ExecType.SPARK, LeftIndexingMethod.SP_MLEFTINDEX_R); |
| } |
| |
| @Test |
| public void testSparseMapLeftIndexingRight2AlignedSP() { |
| runLeftIndexingSparseSparseTest(LixType.RIGHT2_ALIGNED, ExecType.SPARK, LeftIndexingMethod.SP_MLEFTINDEX_R); |
| } |
| |
| @Test |
| public void testSparseMapLeftIndexingCenteredSP() { |
| runLeftIndexingSparseSparseTest(LixType.CENTERED, ExecType.SPARK, LeftIndexingMethod.SP_MLEFTINDEX_R); |
| } |
| |
| public void runLeftIndexingSparseSparseTest(LixType type, ExecType et, LeftIndexingOp.LeftIndexingMethod indexingMethod) |
| { |
| //setup range (column lower/upper) |
| int cl = -1; |
| switch( type ){ |
| case LEFT_ALIGNED: cl = 1; break; |
| case LEFT2_ALIGNED: cl = 2; break; |
| case RIGHT_ALIGNED: cl = cols1-cols2+1; break; |
| case RIGHT2_ALIGNED: cl = cols1-cols2; break; |
| case CENTERED: cl = (cols1-cols2)/2; break; |
| } |
| int cu = cl+cols2-1; |
| |
| ExecMode oldRTP = rtplatform; |
| try |
| { |
| if(indexingMethod != null) { |
| LeftIndexingOp.FORCED_LEFT_INDEXING = indexingMethod; |
| } |
| |
| if(et == ExecType.SPARK) { |
| rtplatform = ExecMode.SPARK; |
| } |
| else { |
| // rtplatform = (et==ExecType.MR)? ExecMode.HADOOP : ExecMode.SINGLE_NODE; |
| rtplatform = ExecMode.HYBRID; |
| } |
| if( rtplatform == ExecMode.SPARK ) |
| DMLScript.USE_LOCAL_SPARK_CONFIG = true; |
| |
| TestConfiguration config = getTestConfiguration(TEST_NAME); |
| |
| String TEST_CACHE_DIR = ""; |
| if (TEST_CACHE_ENABLED) { |
| TEST_CACHE_DIR = type.toString() + "/"; |
| } |
| |
| loadTestConfiguration(config, TEST_CACHE_DIR); |
| |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + TEST_NAME + ".dml"; |
| programArgs = new String[]{"-args", input("A"), input("B"), |
| String.valueOf(cl), String.valueOf(cu), output("R")}; |
| |
| fullRScriptName = HOME + TEST_NAME + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + |
| inputDir() + " " + cl + " " + cu + " " + expectedDir(); |
| |
| //generate input data sets |
| double[][] A = getRandomMatrix(rows1, cols1, -1, 1, sparsity1, 1234); |
| writeInputMatrixWithMTD("A", A, true); |
| double[][] B = getRandomMatrix(rows2, cols2, -1, 1, sparsity2, 5678); |
| writeInputMatrixWithMTD("B", B, true); |
| |
| runTest(true, false, null, 6); //2xrblk,2xchk,ix,write |
| runRScript(true); |
| } |
| finally { |
| rtplatform = oldRTP; |
| LeftIndexingOp.FORCED_LEFT_INDEXING = null; |
| } |
| |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("R"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("R"); |
| TestUtils.compareMatrices(dmlfile, rfile, 0, "DML", "R"); |
| checkDMLMetaDataFile("R", new MatrixCharacteristics(rows1,cols1,1,1)); |
| } |
| } |
| |