| /* |
| * 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.codegenalg.partone; |
| |
| import java.io.File; |
| 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.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; |
| |
| public class AlgorithmMLogreg extends AutomatedTestBase |
| { |
| private final static String TEST_NAME1 = "Algorithm_MLogreg"; |
| private final static String TEST_DIR = "functions/codegenalg/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + AlgorithmMLogreg.class.getSimpleName() + "/"; |
| |
| private final static double eps = 1e-5; |
| |
| private final static int rows = 2468; |
| private final static int cols = 227; |
| |
| private final static double sparsity1 = 0.7; //dense |
| private final static double sparsity2 = 0.1; //sparse |
| |
| private final static double epsilon = 0.000000001; |
| private final static double maxiter = 10; |
| |
| private CodegenTestType currentTestType = CodegenTestType.DEFAULT; |
| |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| addTestConfiguration(TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "w" })); |
| } |
| |
| @Test |
| public void testMlogregBin0DenseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin0SparseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin0DenseCP() { |
| runMlogregTest(TEST_NAME1, 2, 0, false, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin0SparseCP() { |
| runMlogregTest(TEST_NAME1, 2, 0, false, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul0DenseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul0SparseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul0DenseCP() { |
| runMlogregTest(TEST_NAME1, 5, 0, false, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul0SparseCP() { |
| runMlogregTest(TEST_NAME1, 5, 0, false, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin0DenseRewritesSP() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, false, ExecType.SPARK, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin0SparseRewritesSP() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, true, ExecType.SPARK, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin0DenseSP() { |
| runMlogregTest(TEST_NAME1, 2, 0, false, false, ExecType.SPARK, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin0SparseSP() { |
| runMlogregTest(TEST_NAME1, 2, 0, false, true, ExecType.SPARK, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul0DenseRewritesSP() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, false, ExecType.SPARK, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul0SparseRewritesSP() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, true, ExecType.SPARK, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul0DenseSP() { |
| runMlogregTest(TEST_NAME1, 5, 0, false, false, ExecType.SPARK, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul0SparseSP() { |
| runMlogregTest(TEST_NAME1, 5, 0, false, true, ExecType.SPARK, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin1DenseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 2, 1, true, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin1SparseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 2, 1, true, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin1DenseCP() { |
| runMlogregTest(TEST_NAME1, 2, 1, false, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin1SparseCP() { |
| runMlogregTest(TEST_NAME1, 2, 1, false, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul1DenseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 5, 1, true, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul1SparseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 5, 1, true, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul1DenseCP() { |
| runMlogregTest(TEST_NAME1, 5, 1, false, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul1SparseCP() { |
| runMlogregTest(TEST_NAME1, 5, 1, false, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin2DenseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 2, 2, true, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin2SparseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 2, 2, true, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin2DenseCP() { |
| runMlogregTest(TEST_NAME1, 2, 2, false, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin2SparseCP() { |
| runMlogregTest(TEST_NAME1, 2, 2, false, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul2DenseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 5, 2, true, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul2SparseRewritesCP() { |
| runMlogregTest(TEST_NAME1, 5, 2, true, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul2DenseCP() { |
| runMlogregTest(TEST_NAME1, 5, 2, false, false, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregMul2SparseCP() { |
| runMlogregTest(TEST_NAME1, 5, 2, false, true, ExecType.CP, CodegenTestType.DEFAULT); |
| } |
| |
| @Test |
| public void testMlogregBin0DenseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, false, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregBin0SparseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, true, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregMul0DenseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, false, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregMul0SparseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, true, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregBin0DenseRewritesSPFuseAll() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, false, ExecType.SPARK, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregBin0SparseRewritesSPFuseAll() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, true, ExecType.SPARK, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregMul0DenseRewritesSPFuseAll() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, false, ExecType.SPARK, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregMul0SparseRewritesSPFuseAll() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, true, ExecType.SPARK, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregBin1DenseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 2, 1, true, false, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregBin1SparseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 2, 1, true, true, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregMul1DenseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 5, 1, true, false, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregMul1SparseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 5, 1, true, true, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregBin2DenseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 2, 2, true, false, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregBin2SparseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 2, 2, true, true, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregMul2DenseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 5, 2, true, false, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregMul2SparseRewritesCPFuseAll() { |
| runMlogregTest(TEST_NAME1, 5, 2, true, true, ExecType.CP, CodegenTestType.FUSE_ALL); |
| } |
| |
| @Test |
| public void testMlogregBin0DenseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, false, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregBin0SparseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, true, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregMul0DenseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, false, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregMul0SparseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, true, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregBin0DenseRewritesSPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, false, ExecType.SPARK, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregBin0SparseRewritesSPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 2, 0, true, true, ExecType.SPARK, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregMul0DenseRewritesSPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, false, ExecType.SPARK, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregMul0SparseRewritesSPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 5, 0, true, true, ExecType.SPARK, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregBin1DenseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 2, 1, true, false, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregBin1SparseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 2, 1, true, true, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregMul1DenseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 5, 1, true, false, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregMul1SparseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 5, 1, true, true, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregBin2DenseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 2, 2, true, false, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregBin2SparseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 2, 2, true, true, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregMul2DenseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 5, 2, true, false, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| @Test |
| public void testMlogregMul2SparseRewritesCPFuseNoRedundancy() { |
| runMlogregTest(TEST_NAME1, 5, 2, true, true, ExecType.CP, CodegenTestType.FUSE_NO_REDUNDANCY); |
| } |
| |
| private void runMlogregTest( String testname, int classes, int intercept, boolean rewrites, boolean sparse, ExecType instType, CodegenTestType CodegenTestType) |
| { |
| boolean oldFlag = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION; |
| ExecMode platformOld = rtplatform; |
| switch( instType ){ |
| case SPARK: rtplatform = ExecMode.SPARK; break; |
| default: rtplatform = ExecMode.HYBRID; break; |
| } |
| currentTestType = CodegenTestType; |
| boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG; |
| if( rtplatform == ExecMode.SPARK || rtplatform == ExecMode.HYBRID ) |
| DMLScript.USE_LOCAL_SPARK_CONFIG = true; |
| |
| try |
| { |
| String TEST_NAME = testname; |
| TestConfiguration config = getTestConfiguration(TEST_NAME); |
| loadTestConfiguration(config); |
| |
| fullDMLScriptName = "scripts/algorithms/MultiLogReg.dml"; |
| programArgs = new String[]{ "-stats", "-nvargs", "X="+input("X"), "Y="+input("Y"), |
| "icpt="+String.valueOf(intercept), "tol="+String.valueOf(epsilon), |
| "moi="+String.valueOf(maxiter), "reg=0.001", "B="+output("w")}; |
| |
| rCmd = getRCmd(inputDir(), String.valueOf(intercept),String.valueOf(epsilon), |
| String.valueOf(maxiter), expectedDir()); |
| |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites; |
| |
| //generate actual datasets |
| double[][] X = getRandomMatrix(rows, cols, 0, 1, sparse?sparsity2:sparsity1, 2384); |
| writeInputMatrixWithMTD("X", X, true); |
| double[][] y = TestUtils.round(getRandomMatrix(rows, 1, 0.51, classes+0.49, 1.0, 9283)); |
| writeInputMatrixWithMTD("Y", y, true); |
| |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("w"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromExpectedDir("w"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| Assert.assertTrue(heavyHittersContainsSubString("spoof") |
| || heavyHittersContainsSubString("sp_spoof")); |
| } |
| finally { |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = oldFlag; |
| OptimizerUtils.ALLOW_AUTO_VECTORIZATION = true; |
| OptimizerUtils.ALLOW_OPERATOR_FUSION = true; |
| } |
| } |
| |
| /** |
| * Override default configuration with custom test configuration to ensure |
| * scratch space and local temporary directory locations are also updated. |
| */ |
| @Override |
| protected File getConfigTemplateFile() { |
| return getCodegenConfigFile(SCRIPT_DIR + TEST_DIR, currentTestType); |
| } |
| } |