| /* |
| * 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.ternary; |
| |
| 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.hops.OptimizerUtils; |
| import org.apache.sysds.hops.rewrite.RewriteElementwiseMultChainOptimization; |
| import org.apache.sysds.lops.LopProperties.ExecType; |
| import org.apache.sysds.runtime.instructions.Instruction; |
| 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; |
| import org.apache.sysds.utils.Statistics; |
| |
| /** |
| * Similar to {@link TernaryAggregateTest} except that it tests `sum(A*B*A)`. |
| * Checks compatibility with {@link RewriteElementwiseMultChainOptimization}. |
| */ |
| public class ABATernaryAggregateTest extends AutomatedTestBase |
| { |
| private final static String TEST_NAME1 = "ABATernaryAggregateRC"; |
| private final static String TEST_NAME2 = "ABATernaryAggregateC"; |
| private final static String TEST_NAME3 = "AAATernaryAggregateRC"; |
| private final static String TEST_NAME4 = "AAATernaryAggregateC"; |
| |
| private final static String TEST_DIR = "functions/ternary/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + ABATernaryAggregateTest.class.getSimpleName() + "/"; |
| private final static double eps = 1e-8; |
| |
| private final static int rows = 111; |
| private final static int cols = 101; |
| |
| private final static double sparsity1 = 0.7; |
| private final static double sparsity2 = 0.3; |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| addTestConfiguration(TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "R" }) ); |
| addTestConfiguration(TEST_NAME2, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] { "R" }) ); |
| addTestConfiguration(TEST_NAME3, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3, new String[] { "R" }) ); |
| addTestConfiguration(TEST_NAME4, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4, new String[] { "R" }) ); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCDenseVectorCP() { |
| runTernaryAggregateTest(TEST_NAME1, false, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseVectorCP() { |
| runTernaryAggregateTest(TEST_NAME1, true, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCDenseMatrixCP() { |
| runTernaryAggregateTest(TEST_NAME1, false, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseMatrixCP() { |
| runTernaryAggregateTest(TEST_NAME1, true, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCDenseVectorSP() { |
| runTernaryAggregateTest(TEST_NAME1, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseVectorSP() { |
| runTernaryAggregateTest(TEST_NAME1, true, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCDenseMatrixSP() { |
| runTernaryAggregateTest(TEST_NAME1, false, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseMatrixSP() { |
| runTernaryAggregateTest(TEST_NAME1, true, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseVectorCP() { |
| runTernaryAggregateTest(TEST_NAME2, false, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseVectorCP() { |
| runTernaryAggregateTest(TEST_NAME2, true, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseMatrixCP() { |
| runTernaryAggregateTest(TEST_NAME2, false, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseMatrixCP() { |
| runTernaryAggregateTest(TEST_NAME2, true, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseVectorSP() { |
| runTernaryAggregateTest(TEST_NAME2, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseVectorSP() { |
| runTernaryAggregateTest(TEST_NAME2, true, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseMatrixSP() { |
| runTernaryAggregateTest(TEST_NAME2, false, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseMatrixSP() { |
| runTernaryAggregateTest(TEST_NAME2, true, false, true, ExecType.SPARK); |
| } |
| |
| //additional tests to check default without rewrites |
| |
| @Test |
| public void testTernaryAggregateRCDenseVectorCPNoRewrite() { |
| runTernaryAggregateTest(TEST_NAME1, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseVectorCPNoRewrite() { |
| runTernaryAggregateTest(TEST_NAME1, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCDenseMatrixCPNoRewrite() { |
| runTernaryAggregateTest(TEST_NAME1, false, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseMatrixCPNoRewrite() { |
| runTernaryAggregateTest(TEST_NAME1, true, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseVectorCPNoRewrite() { |
| runTernaryAggregateTest(TEST_NAME2, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseVectorCPNoRewrite() { |
| runTernaryAggregateTest(TEST_NAME2, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseMatrixCPNoRewrite() { |
| runTernaryAggregateTest(TEST_NAME2, false, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseMatrixCPNoRewrite() { |
| runTernaryAggregateTest(TEST_NAME2, true, false, false, ExecType.CP); |
| } |
| |
| |
| // another set of tests for the case of sum(A*A*A) |
| |
| @Test |
| public void testTernaryAggregateRCDenseVectorCP_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, false, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseVectorCP_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, true, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCDenseMatrixCP_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, false, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseMatrixCP_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, true, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCDenseVectorSP_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseVectorSP_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, true, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCDenseMatrixSP_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, false, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseMatrixSP_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, true, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseVectorCP_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, false, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseVectorCP_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, true, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseMatrixCP_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, false, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseMatrixCP_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, true, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseVectorSP_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseVectorSP_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, true, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseMatrixSP_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, false, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseMatrixSP_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, true, false, true, ExecType.SPARK); |
| } |
| |
| //additional tests to check default without rewrites |
| |
| @Test |
| public void testTernaryAggregateRCDenseVectorCPNoRewrite_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseVectorCPNoRewrite_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCDenseMatrixCPNoRewrite_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, false, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateRCSparseMatrixCPNoRewrite_AAA() { |
| runTernaryAggregateTest(TEST_NAME3, true, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseVectorCPNoRewrite_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseVectorCPNoRewrite_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCDenseMatrixCPNoRewrite_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, false, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testTernaryAggregateCSparseMatrixCPNoRewrite_AAA() { |
| runTernaryAggregateTest(TEST_NAME4, true, false, false, ExecType.CP); |
| } |
| |
| |
| |
| private void runTernaryAggregateTest(String testname, boolean sparse, boolean vectors, boolean rewrites, ExecType et) |
| { |
| //rtplatform for MR |
| 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 ) |
| DMLScript.USE_LOCAL_SPARK_CONFIG = true; |
| |
| boolean rewritesOld = OptimizerUtils.ALLOW_SUM_PRODUCT_REWRITES; |
| |
| try { |
| TestConfiguration config = getTestConfiguration(testname); |
| loadTestConfiguration(config); |
| |
| OptimizerUtils.ALLOW_SUM_PRODUCT_REWRITES = rewrites; |
| |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + testname + ".dml"; |
| programArgs = new String[]{"-explain","-stats","-args", input("A"), output("R")}; |
| |
| fullRScriptName = HOME + testname + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + |
| inputDir() + " " + expectedDir(); |
| |
| //generate actual dataset |
| double sparsity = sparse ? sparsity2 : sparsity1; |
| double[][] A = getRandomMatrix(vectors ? rows*cols : rows, |
| vectors ? 1 : cols, 0, 1, sparsity, 17); |
| writeInputMatrixWithMTD("A", A, true); |
| |
| //run test cases |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare output matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("R"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("R"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| |
| //check for rewritten patterns in statistics output |
| if( rewrites ) { |
| String opcode = ((et == ExecType.SPARK) ? Instruction.SP_INST_PREFIX : "") + |
| (((testname.equals(TEST_NAME1) || testname.equals(TEST_NAME3) || vectors ) ? "tak+*" : "tack+*")); |
| Assert.assertTrue(Statistics.getCPHeavyHitterOpCodes().contains(opcode)); |
| } |
| } |
| finally { |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| OptimizerUtils.ALLOW_SUM_PRODUCT_REWRITES = rewritesOld; |
| } |
| } |
| } |