| /* |
| * 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.WeightedSigmoid; |
| 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; |
| import org.apache.sysds.utils.Statistics; |
| |
| /** |
| * |
| * |
| */ |
| public class WeightedSigmoidTest extends AutomatedTestBase |
| { |
| |
| private final static String TEST_NAME1 = "WeightedSigmoidP1"; |
| private final static String TEST_NAME2 = "WeightedSigmoidP2"; |
| private final static String TEST_NAME3 = "WeightedSigmoidP3"; |
| private final static String TEST_NAME4 = "WeightedSigmoidP4"; |
| |
| private final static String TEST_DIR = "functions/quaternary/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + WeightedSigmoidTest.class.getSimpleName() + "/"; |
| |
| private final static double eps = 1e-10; |
| |
| private final static int rows = 1201; |
| private final static int cols = 1103; |
| private final static int rank = 10; |
| 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"})); |
| |
| 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 testSigmoidDenseBasicNoRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME1, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidDenseLogNoRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME2, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidDenseMinusNoRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME3, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidDenseLogMinusNoRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME4, false, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidSparseBasicNoRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME1, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidSparseLogNoRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME2, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidSparseMinusNoRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME3, true, false, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidSparseLogMinusNoRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME4, true, false, ExecType.CP); |
| } |
| //with rewrites |
| |
| @Test |
| public void testSigmoidDenseBasicRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME1, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidDenseLogRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME2, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidDenseMinusRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME3, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidDenseLogMinusRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME4, false, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidSparseBasicRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME1, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidSparseLogRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME2, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidSparseMinusRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME3, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidSparseLogMinusRewritesCP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME4, true, true, ExecType.CP); |
| } |
| |
| @Test |
| public void testSigmoidDenseBasicRewritesSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME1, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidDenseLogRewritesSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME2, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidDenseMinusRewritesSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME3, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidDenseLogMinusRewritesSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME4, false, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidSparseBasicRewritesSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME1, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidSparseLogRewritesSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME2, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidSparseMinusRewritesSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME3, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidSparseLogMinusRewritesSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME4, true, true, ExecType.SPARK); |
| } |
| |
| |
| @Test |
| public void testSigmoidSparseBasicRewritesRepSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME1, true, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidSparseLogRewritesRepSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME2, true, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidSparseMinusRewritesRepSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME3, true, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidSparseLogMinusRewritesRepSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME4, true, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidDenseBasicRewritesRepSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME1, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidDenseLogRewritesRepSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME2, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidDenseMinusRewritesRepSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME3, false, true, true, ExecType.SPARK); |
| } |
| |
| @Test |
| public void testSigmoidDenseLogMinusRewritesRepSP() |
| { |
| runMLUnaryBuiltinTest(TEST_NAME4, false, true, true, ExecType.SPARK); |
| } |
| |
| |
| /** |
| * |
| * @param testname |
| * @param sparse |
| * @param rewrites |
| * @param instType |
| */ |
| private void runMLUnaryBuiltinTest( String testname, boolean sparse, boolean rewrites, ExecType instType) |
| { |
| runMLUnaryBuiltinTest(testname, sparse, rewrites, false, instType); |
| } |
| |
| private void runMLUnaryBuiltinTest( 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 |
| { |
| double sparsity = (sparse) ? spSparse : spDense; |
| String TEST_NAME = testname; |
| |
| TestConfiguration config = getTestConfiguration(TEST_NAME); |
| |
| String TEST_CACHE_DIR = ""; |
| if (TEST_CACHE_ENABLED) |
| { |
| TEST_CACHE_DIR = TEST_NAME + "_" + 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[]{"-stats", "-explain", "runtime", "-args", |
| input("X"), input("U"), input("V"), input("W"), output("R") }; |
| |
| fullRScriptName = HOME + TEST_NAME + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + expectedDir(); |
| |
| //generate actual dataset |
| double[][] X = getRandomMatrix(rows, cols, 0, 1, sparsity, 7); |
| writeInputMatrixWithMTD("X", X, true); |
| double[][] U = getRandomMatrix(rows, rank, 0, 1, 1.0, 213); |
| writeInputMatrixWithMTD("U", U, true); |
| double[][] V = getRandomMatrix(cols, rank, 0, 1, 1.0, 312); |
| writeInputMatrixWithMTD("V", V, true); |
| |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("R"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("R"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| checkDMLMetaDataFile("R", new MatrixCharacteristics(rows,cols,1,1)); |
| |
| //check statistics for right operator in cp |
| if( instType == ExecType.CP && rewrites ) |
| Assert.assertTrue(Statistics.getCPHeavyHitterOpCodes().contains(WeightedSigmoid.OPCODE_CP)); |
| } |
| finally |
| { |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewritesOld; |
| QuaternaryOp.FORCE_REPLICATION = forceOld; |
| } |
| } |
| } |