| /* |
| * 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.quaternary; |
| |
| import java.util.HashMap; |
| |
| import org.junit.AfterClass; |
| import org.junit.Assert; |
| 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.hops.QuaternaryOp; |
| import org.apache.sysds.lops.WeightedDivMM; |
| import org.apache.sysds.lops.WeightedDivMMR; |
| 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.runtime.meta.MatrixCharacteristics; |
| import org.apache.sysds.test.AutomatedTestBase; |
| import org.apache.sysds.test.TestConfiguration; |
| import org.apache.sysds.test.TestUtils; |
| import org.apache.sysds.utils.Statistics; |
| |
| /** |
| * |
| * |
| */ |
| public class WeightedDivMatrixMultTest extends AutomatedTestBase |
| { |
| private final static String TEST_NAME1 = "WeightedDivMMLeft"; |
| private final static String TEST_NAME2 = "WeightedDivMMRight"; |
| private final static String TEST_NAME3 = "WeightedDivMMMultBasic"; |
| private final static String TEST_NAME4 = "WeightedDivMMMultLeft"; |
| private final static String TEST_NAME5 = "WeightedDivMMMultRight"; |
| private final static String TEST_NAME6 = "WeightedDivMMMultMinusLeft"; |
| private final static String TEST_NAME7 = "WeightedDivMMMultMinusRight"; |
| private final static String TEST_NAME8 = "WeightedDivMM4MultMinusLeft"; |
| private final static String TEST_NAME9 = "WeightedDivMM4MultMinusRight"; |
| private final static String TEST_NAME10 = "WeightedDivMMLeftEps"; |
| private final static String TEST_NAME11 = "WeightedDivMMRightEps"; |
| private final static String TEST_NAME12 = "WeightedDivMMLeftEps2"; |
| private final static String TEST_NAME13 = "WeightedDivMMLeftEps3"; |
| private final static String TEST_DIR = "functions/quaternary/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + WeightedDivMatrixMultTest.class.getSimpleName() + "/"; |
| |
| private final static double eps = 1e-6; |
| private final static double div_eps = 0.1; |
| |
| private final static int rows1 = 1201; |
| private final static int cols1 = 1103; |
| private final static int rows2 = 3401; |
| private final static int cols2 = 2403; |
| private final static int rank1 = 10; |
| private final static int rank2 = 100; |
| |
| private final static double spSparse = 0.001; |
| private final static double spDense = 0.6; |
| |
| @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"})); |
| addTestConfiguration(TEST_NAME5,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME5,new String[]{"R"})); |
| addTestConfiguration(TEST_NAME6,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME6,new String[]{"R"})); |
| addTestConfiguration(TEST_NAME7,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME7,new String[]{"R"})); |
| addTestConfiguration(TEST_NAME8,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME8,new String[]{"R"})); |
| addTestConfiguration(TEST_NAME9,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME9,new String[]{"R"})); |
| addTestConfiguration(TEST_NAME10,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME10,new String[]{"R"})); |
| addTestConfiguration(TEST_NAME11,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME11,new String[]{"R"})); |
| addTestConfiguration(TEST_NAME12,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME12,new String[]{"R"})); |
| addTestConfiguration(TEST_NAME13,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME13,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); |
| } |
| } |
| |
| //a) testcases for wdivmm w/ DIVIDE LEFT/RIGHT |
| |
| @Test |
| public void testWeightedDivMMLeftDenseCP() { |
| runWeightedDivMMTest(TEST_NAME1, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMLeftSparseCP() { |
| runWeightedDivMMTest(TEST_NAME1, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMRightDenseCP() { |
| runWeightedDivMMTest(TEST_NAME2, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMRightSparseCP() { |
| runWeightedDivMMTest(TEST_NAME2, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMLeftDenseSP() { |
| runWeightedDivMMTest(TEST_NAME1, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMLeftSparseSP() { |
| runWeightedDivMMTest(TEST_NAME1, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMLeftDenseSPRep() { |
| runWeightedDivMMTest(TEST_NAME1, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMRightDenseSP() { |
| runWeightedDivMMTest(TEST_NAME2, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMRightSparseSP() { |
| runWeightedDivMMTest(TEST_NAME2, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMRightDenseSPRep() { |
| runWeightedDivMMTest(TEST_NAME2, false, true, true, ExecType.SPARK); |
| } |
| |
| //b) testcases for wdivmm w/ MULTIPLY BASIC/LEFT/RIGHT |
| |
| @Test |
| public void testWeightedDivMMMultBasicDenseCP() { |
| runWeightedDivMMTest(TEST_NAME3, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultBasicSparseCP() { |
| runWeightedDivMMTest(TEST_NAME3, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultLeftDenseCP() { |
| runWeightedDivMMTest(TEST_NAME4, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultLeftSparseCP() { |
| runWeightedDivMMTest(TEST_NAME4, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultRightDenseCP() { |
| runWeightedDivMMTest(TEST_NAME5, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultRightSparseCP() { |
| runWeightedDivMMTest(TEST_NAME5, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultMinusLeftDenseCP() { |
| runWeightedDivMMTest(TEST_NAME6, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultMinusLeftSparseCP() { |
| runWeightedDivMMTest(TEST_NAME6, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultMinusRightDenseCP() { |
| runWeightedDivMMTest(TEST_NAME7, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultMinusRightSparseCP() { |
| runWeightedDivMMTest(TEST_NAME7, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMM4MultMinusLeftDenseCP() { |
| runWeightedDivMMTest(TEST_NAME8, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMM4MultMinusLeftSparseCP() { |
| runWeightedDivMMTest(TEST_NAME8, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMM4MultMinusRightDenseCP() { |
| runWeightedDivMMTest(TEST_NAME9, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMM4MultMinusRightSparseCP() { |
| runWeightedDivMMTest(TEST_NAME9, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultBasicDenseSP() { |
| runWeightedDivMMTest(TEST_NAME3, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultBasicSparseSP() { |
| runWeightedDivMMTest(TEST_NAME3, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultBasicDenseSPRep() { |
| runWeightedDivMMTest(TEST_NAME3, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultLeftDenseSP() { |
| runWeightedDivMMTest(TEST_NAME4, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultLeftSparseSP() { |
| runWeightedDivMMTest(TEST_NAME4, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultLeftDenseSPRep() { |
| runWeightedDivMMTest(TEST_NAME4, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultRightDenseSP() { |
| runWeightedDivMMTest(TEST_NAME5, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultRightSparseSP() { |
| runWeightedDivMMTest(TEST_NAME5, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultRightDenseSPRep() { |
| runWeightedDivMMTest(TEST_NAME5, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultMinusLeftDenseSP() { |
| runWeightedDivMMTest(TEST_NAME6, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultMinusLeftSparseSP() { |
| runWeightedDivMMTest(TEST_NAME6, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultMinusLeftDenseSPRep() { |
| runWeightedDivMMTest(TEST_NAME6, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultMinusRightDenseSP() { |
| runWeightedDivMMTest(TEST_NAME7, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultMinusRightSparseSP() { |
| runWeightedDivMMTest(TEST_NAME7, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMMultMinusRightDenseSPRep() |
| { |
| runWeightedDivMMTest(TEST_NAME7, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMM4MultMinusLeftDenseSP() { |
| runWeightedDivMMTest(TEST_NAME8, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMM4MultMinusLeftSparseSP() { |
| runWeightedDivMMTest(TEST_NAME8, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMM4MultMinusLeftDenseSPRep() { |
| runWeightedDivMMTest(TEST_NAME8, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMM4MultMinusRightDenseSP() { |
| runWeightedDivMMTest(TEST_NAME9, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMM4MultMinusRightSparseSP() { |
| runWeightedDivMMTest(TEST_NAME9, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMM4MultMinusRightDenseSPRep() { |
| runWeightedDivMMTest(TEST_NAME9, false, true, true, ExecType.SPARK); |
| } |
| |
| //c) testcases for wdivmm w/ DIVIDE LEFT/RIGHT with Epsilon |
| |
| @Test |
| public void testWeightedDivMMLeftEpsDenseCP() { |
| runWeightedDivMMTest(TEST_NAME10, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMLeftEpsSparseCP() { |
| runWeightedDivMMTest(TEST_NAME10, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMRightEpsDenseCP() { |
| runWeightedDivMMTest(TEST_NAME11, false, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMRightEpsSparseCP() { |
| runWeightedDivMMTest(TEST_NAME11, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMLeftEpsDenseSP() { |
| runWeightedDivMMTest(TEST_NAME10, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMLeftEpsSparseSP() { |
| runWeightedDivMMTest(TEST_NAME10, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMLeftEpsDenseSPRep() { |
| runWeightedDivMMTest(TEST_NAME10, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMRightEpsDenseSP() { |
| runWeightedDivMMTest(TEST_NAME11, false, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMRightEpsSparseSP() { |
| runWeightedDivMMTest(TEST_NAME11, true, true, false, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testWeightedDivMMRightEpsDenseSPRep() { |
| runWeightedDivMMTest(TEST_NAME11, false, true, true, ExecType.SPARK); |
| } |
| |
| //d) testcases for wdivmm w/ DIVIDE LEFT/RIGHT with Epsilon |
| |
| @Test |
| public void testWeightedDivMMLeftEpsCanonicalized1SparseCP() { |
| runWeightedDivMMTest(TEST_NAME12, true, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testWeightedDivMMLeftEpsCanonicalized2SparseCP() { |
| runWeightedDivMMTest(TEST_NAME13, true, true, false, ExecType.CP); |
| } |
| |
| private void runWeightedDivMMTest( String testname, boolean sparse, boolean rewrites, boolean rep, ExecType instType) |
| { |
| 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 rewritesOld = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION; |
| boolean forceOld = QuaternaryOp.FORCE_REPLICATION; |
| |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites; |
| QuaternaryOp.FORCE_REPLICATION = rep; |
| |
| try |
| { |
| boolean basic = testname.equals(TEST_NAME3); |
| boolean left = testname.equals(TEST_NAME1) || testname.equals(TEST_NAME4) |
| || testname.equals(TEST_NAME6) || testname.equals(TEST_NAME8) |
| || testname.equals(TEST_NAME10) || testname.equals(TEST_NAME12) |
| || testname.equals(TEST_NAME13); |
| double sparsity = (sparse) ? spSparse : spDense; |
| String TEST_NAME = testname; |
| String TEST_CACHE_DIR = TEST_CACHE_ENABLED ? |
| TEST_CACHE_DIR = TEST_NAME + "_" + sparsity + "/" : ""; |
| |
| TestConfiguration config = getTestConfiguration(TEST_NAME); |
| 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[]{"-stats", "-explain", "runtime", "-args", |
| input("W"), input("U"), input("V"), output("R"), Double.toString(div_eps) }; |
| |
| fullRScriptName = HOME + TEST_NAME + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + expectedDir() + " " + div_eps; |
| |
| int rows = sparse ? rows2 : rows1; |
| int cols = sparse ? cols2 : cols1; |
| int rank = sparse ? rank2 : rank1; |
| |
| //generate actual dataset |
| double[][] W = getRandomMatrix(rows, cols, 0, 1, sparsity, 7); |
| writeInputMatrixWithMTD("W", W, TestUtils.computeNNZ(W), true); |
| double[][] U = getRandomMatrix(rows, rank, 0, 1, 1.0, 713); |
| writeInputMatrixWithMTD("U", U, TestUtils.computeNNZ(U), true); |
| double[][] V = getRandomMatrix(cols, rank, 0, 1, 1.0, 812); |
| writeInputMatrixWithMTD("V", V, TestUtils.computeNNZ(V), true); |
| |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("R"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromExpectedDir("R"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| checkDMLMetaDataFile("R", new MatrixCharacteristics(left?cols:rows, basic?cols:rank, 1, 1)); |
| |
| //check statistics for right operator in cp and spark |
| if( instType == ExecType.CP && rewrites ) { |
| Assert.assertTrue("Missing opcode wdivmm", Statistics.getCPHeavyHitterOpCodes().contains(WeightedDivMM.OPCODE_CP)); |
| } |
| else if( instType == ExecType.SPARK && rewrites ) { |
| boolean reduce = rep || testname.equals(TEST_NAME8) || testname.equals(TEST_NAME9); |
| String opcode = Instruction.SP_INST_PREFIX + ((reduce)?WeightedDivMMR.OPCODE:WeightedDivMM.OPCODE); |
| Assert.assertTrue("Missing opcode sp_wdivmm", Statistics.getCPHeavyHitterOpCodes().contains(opcode) ); |
| } |
| } |
| finally { |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewritesOld; |
| QuaternaryOp.FORCE_REPLICATION = forceOld; |
| } |
| } |
| } |