| /* |
| * 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.aggregate; |
| |
| 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.OptimizerUtils; |
| 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; |
| |
| /** |
| * NOTES: |
| * * the R package Matrix does not support colMins and colMaxs; hence, we use the matrixStats package |
| * |
| */ |
| public class FullRowAggregateTest extends AutomatedTestBase |
| { |
| private final static String TEST_NAME1 = "RowSums"; |
| private final static String TEST_NAME2 = "RowMeans"; |
| private final static String TEST_NAME3 = "RowMaxs"; |
| private final static String TEST_NAME4 = "RowMins"; |
| private final static String TEST_NAME5 = "RowIndexMaxs"; |
| private final static String TEST_NAME6 = "RowIndexMins"; |
| |
| private final static String TEST_DIR = "functions/aggregate/"; |
| private static final String TEST_CLASS_DIR = TEST_DIR + FullRowAggregateTest.class.getSimpleName() + "/"; |
| private final static double eps = 1e-10; |
| |
| private final static int rows1 = 1; |
| private final static int rows2 = 1079; |
| private final static int cols = 1005; |
| private final static double sparsity1 = 0.1; |
| private final static double sparsity2 = 0.7; |
| |
| private enum OpType{ |
| ROW_SUMS, |
| ROW_MEANS, |
| ROW_MAX, |
| ROW_MIN, |
| ROW_INDEXMAX, |
| ROW_INDEXMIN |
| } |
| |
| /** |
| * Main method for running one test at a time from Eclipse. |
| */ |
| public static void main(String[] args) { |
| long startMsec = System.currentTimeMillis(); |
| |
| FullRowAggregateTest t= new FullRowAggregateTest(); |
| t.setUpBase(); |
| t.setUp(); |
| |
| t.setOutAndExpectedDeletionDisabled(true); |
| |
| t.tearDown(); |
| |
| long elapsedMsec = System.currentTimeMillis() - startMsec; |
| System.err.printf("Finished in %1.3f sec\n", elapsedMsec / 1000.0); |
| |
| } |
| |
| |
| @Override |
| public void setUp() |
| { |
| addTestConfiguration(TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[]{"B"})); |
| addTestConfiguration(TEST_NAME2, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[]{"B"})); |
| addTestConfiguration(TEST_NAME3, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3, new String[]{"B"})); |
| addTestConfiguration(TEST_NAME4, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4, new String[]{"B"})); |
| addTestConfiguration(TEST_NAME5, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME5, new String[]{"B"})); |
| addTestConfiguration(TEST_NAME6, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME6, new String[]{"B"})); |
| |
| 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 testRowSumsDenseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMeansDenseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMaxDenseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMinDenseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowIndexMaxDenseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowSumsDenseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMeansDenseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMaxDenseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMinDenseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowIndexMaxDenseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowSumsSparseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMeansSparseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMaxSparseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMinSparseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowIndexMinparseMatrixCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowSumsSparseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMeansSparseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMaxSparseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowMinSparseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testRowIndexMinSparseVectorCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, true, ExecType.CP); |
| } |
| |
| |
| @Test |
| public void testRowIndexMaxDenseMatrixNegCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, false, ExecType.CP, true); |
| } |
| |
| @Test |
| public void testRowIndexMaxDenseVectorNegCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, true, ExecType.CP, true); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseMatrixNegCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, false, ExecType.CP, true); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseVectorNegCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, true, ExecType.CP, true); |
| } |
| |
| |
| @Test |
| public void testRowIndexMinDenseMatrixNegCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, false, ExecType.CP, true); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseVectorNegCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, true, ExecType.CP, true); |
| } |
| |
| @Test |
| public void testRowIndexMinSparseMatrixNegCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, false, ExecType.CP, true); |
| } |
| |
| @Test |
| public void testRowIndexMinSparseVectorNegCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, true, ExecType.CP, true); |
| } |
| |
| |
| @Test |
| public void testRowSumsDenseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, false, false, ExecType.CP, false, false ); |
| } |
| |
| @Test |
| public void testRowMeansDenseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, false, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMaxDenseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, false, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMinDenseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, false, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxDenseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowSumsDenseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, false, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMeansDenseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, false, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMaxDenseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, false, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMinDenseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, false, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxDenseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowSumsSparseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, true, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMeansSparseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, true, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMaxSparseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, true, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMinSparseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, true, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMinparseMatrixNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, false, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowSumsSparseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, true, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMeansSparseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, true, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMaxSparseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, true, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowMinSparseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, true, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMinSparseVectorNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, true, ExecType.CP, false, false); |
| } |
| |
| @Test |
| public void testRowSumsDenseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, false, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMeansDenseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, false, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMaxDenseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, false, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMinDenseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, false, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxDenseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowSumsDenseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, false, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMeansDenseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, false, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMaxDenseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, false, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMinDenseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, false, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxDenseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowSumsSparseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, true, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMeansSparseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, true, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMaxSparseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, true, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMinSparseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, true, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMinSparseMatrixNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, false, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowSumsSparseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_SUMS, true, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMeansSparseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MEANS, true, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMaxSparseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MAX, true, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowMinSparseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_MIN, true, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, true, ExecType.SPARK, false, false); |
| } |
| |
| @Test |
| public void testRowIndexMinSparseVectorNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, true, ExecType.SPARK, false, false); |
| } |
| |
| //additional testcases for rowindexmax/rowindexmin with special data |
| |
| @Test |
| public void testRowIndexMaxDenseMatrixNegNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, false, ExecType.CP, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxDenseVectorNegNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, true, ExecType.CP, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseMatrixNegNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, false, ExecType.CP, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseVectorNegNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, true, ExecType.CP, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseMatrixPosNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, false, ExecType.CP, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseVectorPosNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, true, ExecType.CP, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMinSparseMatrixPosNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, false, ExecType.CP, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMinSparseVectorPosNoRewritesCP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, true, ExecType.CP, true, false); |
| } |
| |
| |
| @Test |
| public void testRowIndexMaxDenseMatrixNegNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, false, ExecType.SPARK, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxDenseVectorNegNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, false, true, ExecType.SPARK, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseMatrixNegNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, false, ExecType.SPARK, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMaxSparseVectorNegNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMAX, true, true, ExecType.SPARK, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseMatrixPosNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, false, ExecType.SPARK, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMinDenseVectorPosNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, false, true, ExecType.SPARK, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMinSparseMatrixPosNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, false, ExecType.SPARK, true, false); |
| } |
| |
| @Test |
| public void testRowIndexMinSparseVectorPosNoRewritesSP() |
| { |
| runRowAggregateOperationTest(OpType.ROW_INDEXMIN, true, true, ExecType.SPARK, true, false); |
| } |
| |
| /** |
| * |
| * @param type |
| * @param sparse |
| * @param vector |
| * @param instType |
| */ |
| private void runRowAggregateOperationTest( OpType type, boolean sparse, boolean vector, ExecType instType) |
| { |
| runRowAggregateOperationTest(type, sparse, vector, instType, false); //by default no special data |
| } |
| |
| /** |
| * |
| * @param type |
| * @param sparse |
| * @param vector |
| * @param instType |
| * @param specialData |
| */ |
| private void runRowAggregateOperationTest( OpType type, boolean sparse, boolean vector, ExecType instType, boolean specialData) |
| { |
| runRowAggregateOperationTest(type, sparse, vector, instType, specialData, true); //by default apply algebraic simplification |
| } |
| |
| private void runRowAggregateOperationTest( OpType type, boolean sparse, boolean vector, ExecType instType, boolean specialData, boolean rewrites) |
| { |
| ExecMode platformOld = rtplatform; |
| switch( instType ){ |
| case SPARK: rtplatform = ExecMode.SPARK; break; |
| default: rtplatform = ExecMode.HYBRID; break; |
| } |
| |
| boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG; |
| if( rtplatform == ExecMode.SPARK ) |
| DMLScript.USE_LOCAL_SPARK_CONFIG = true; |
| |
| boolean oldRewritesFlag = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION; |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites; |
| |
| try |
| { |
| String TEST_NAME = null; |
| switch( type ) |
| { |
| case ROW_SUMS: TEST_NAME = TEST_NAME1; break; |
| case ROW_MEANS: TEST_NAME = TEST_NAME2; break; |
| case ROW_MAX: TEST_NAME = TEST_NAME3; break; |
| case ROW_MIN: TEST_NAME = TEST_NAME4; break; |
| case ROW_INDEXMAX: TEST_NAME = TEST_NAME5; break; |
| case ROW_INDEXMIN: TEST_NAME = TEST_NAME6; break; |
| } |
| |
| int rows = (vector) ? rows1 : rows2; |
| double sparsity = (sparse) ? sparsity1 : sparsity2; |
| |
| TestConfiguration config = getTestConfiguration(TEST_NAME); |
| |
| //generate actual dataset |
| double min, max; |
| |
| // In case of ROW_INDEXMAX, generate all negative data |
| // so that the value 0 is the maximum value. Similarly, |
| // in case of ROW_INDEXMIN, generate all positive data. |
| if ( type == OpType.ROW_INDEXMAX ) { |
| //special data: negative, 0 is actual max |
| min = specialData ? -1 : -0.05; |
| max = specialData ? -0.05 : 1; |
| } |
| else if (type == OpType.ROW_INDEXMIN ){ |
| //special data: positive, 0 is actual min |
| min = specialData ? 0.05 : -1; |
| max = specialData ? 1 : 0.05; |
| } else { |
| min = -0.05; |
| max = 1; |
| } |
| |
| String TEST_CACHE_DIR = ""; |
| if (TEST_CACHE_ENABLED) |
| { |
| TEST_CACHE_DIR = type.ordinal() + "_" + rows + "_" + specialData + "_" + sparsity + "/"; |
| } |
| |
| loadTestConfiguration(config, TEST_CACHE_DIR); |
| |
| /* This is for running the junit test the new way, i.e., construct the arguments directly */ |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + TEST_NAME + ".dml"; |
| programArgs = new String[]{"-explain", "-args", input("A"), |
| Integer.toString(rows), Integer.toString(cols), output("B") }; |
| |
| fullRScriptName = HOME + TEST_NAME + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + expectedDir(); |
| |
| double[][] A = getRandomMatrix(rows, cols, min, max, sparsity, 7); |
| writeInputMatrix("A", A, true); |
| |
| boolean exceptionExpected = false; |
| runTest(true, exceptionExpected, null, -1); |
| |
| runRScript(true); |
| |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("B"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("B"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| } |
| finally |
| { |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = oldRewritesFlag; |
| } |
| } |
| |
| } |