| /* |
| * 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.binary.frame; |
| |
| import org.apache.sysds.api.DMLScript; |
| import org.apache.sysds.common.Types; |
| import org.apache.sysds.common.Types.FileFormat; |
| import org.apache.sysds.hops.OptimizerUtils; |
| import org.apache.sysds.lops.LopProperties.ExecType; |
| import org.apache.sysds.runtime.matrix.data.MatrixValue; |
| import org.apache.sysds.test.AutomatedTestBase; |
| import org.apache.sysds.test.TestConfiguration; |
| import org.apache.sysds.test.TestUtils; |
| import org.junit.AfterClass; |
| import org.junit.BeforeClass; |
| import org.junit.Test; |
| |
| import java.util.HashMap; |
| |
| public class FrameEqualTest extends AutomatedTestBase { |
| private final static String TEST_NAME = "frameComparisonTest"; |
| private final static String TEST_DIR = "functions/binary/frame/"; |
| private static final String TEST_CLASS_DIR = TEST_DIR + FrameEqualTest.class.getSimpleName() + "/"; |
| |
| private final static int rows = 100; |
| private final static Types.ValueType[] schemaStrings1 = {Types.ValueType.FP64, Types.ValueType.BOOLEAN, Types.ValueType.INT64, Types.ValueType.STRING, Types.ValueType.STRING, Types.ValueType.FP64}; |
| private final static Types.ValueType[] schemaStrings2 = {Types.ValueType.INT64, Types.ValueType.BOOLEAN, Types.ValueType.FP32, Types.ValueType.FP64, Types.ValueType.STRING, Types.ValueType.FP32}; |
| |
| public enum TestType { |
| GREATER, LESS, EQUALS, NOT_EQUALS, GREATER_EQUALS, LESS_EQUALS, |
| } |
| |
| @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); |
| } |
| } |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| addTestConfiguration(TEST_NAME, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME, new String[] {"D"})); |
| if (TEST_CACHE_ENABLED) { |
| setOutAndExpectedDeletionDisabled(true); |
| } |
| } |
| |
| @Test |
| public void testFrameEqualCP() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.EQUALS, ExecType.CP); |
| } |
| |
| @Test |
| public void testFrameEqualSpark() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.EQUALS, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testFrameNotEqualCP() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.NOT_EQUALS, ExecType.CP); |
| } |
| |
| @Test |
| public void testFrameNotEqualSpark() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.NOT_EQUALS, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testFrameLessThanCP() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.LESS, ExecType.CP); |
| } |
| |
| @Test |
| public void testFrameLessThanSpark() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.LESS, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testFrameGreaterEqualsCP() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.GREATER_EQUALS, ExecType.CP); |
| } |
| |
| @Test |
| public void testFrameGreaterEqualsSpark() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.GREATER_EQUALS, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testFrameLessEqualsCP() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.LESS_EQUALS, ExecType.CP); |
| } |
| |
| @Test |
| public void testFrameLessEqualsSpark() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.LESS_EQUALS, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testFrameGreaterThanCP() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.GREATER, ExecType.CP); |
| } |
| |
| @Test |
| public void testFrameGreaterThanSpark() { |
| runComparisonTest(schemaStrings1, schemaStrings2, rows, schemaStrings1.length, TestType.GREATER, ExecType.SPARK); |
| } |
| |
| private void runComparisonTest(Types.ValueType[] schema1, Types.ValueType[] schema2, int rows, int cols, |
| TestType type, ExecType et) |
| { |
| Types.ExecMode platformOld = setExecMode(et); |
| boolean oldFlag = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION; |
| boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG; |
| |
| try { |
| getAndLoadTestConfiguration(TEST_NAME); |
| |
| double[][] A = getRandomMatrix(rows, cols, 2, 3, 1, 2); |
| double[][] B = getRandomMatrix(rows, cols, 10, 20, 1, 0); |
| |
| writeInputFrameWithMTD("A", A, true, schemaStrings1, FileFormat.BINARY); |
| writeInputFrameWithMTD("B", B, true, schemaStrings2, FileFormat.BINARY); |
| |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + TEST_NAME + ".dml"; |
| programArgs = new String[] {"-explain", "recompile_runtime", "-nvargs", "A=" + input("A"), "B=" + input("B"), |
| "rows=" + String.valueOf(rows), "cols=" + Integer.toString(cols), "type=" + String.valueOf(type), "C=" + output("C")}; |
| |
| fullRScriptName = HOME + TEST_NAME + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + String.valueOf(type) + " " + expectedDir(); |
| |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare matrices |
| HashMap<MatrixValue.CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("C"); |
| HashMap<MatrixValue.CellIndex, Double> rfile = readRMatrixFromFS("C"); |
| |
| double eps = 0.0001; |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| } |
| catch (Exception ex) { |
| throw new RuntimeException(ex); |
| } |
| finally { |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = oldFlag; |
| OptimizerUtils.ALLOW_AUTO_VECTORIZATION = true; |
| OptimizerUtils.ALLOW_OPERATOR_FUSION = true; |
| } |
| } |
| } |