| /* |
| * 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.codegen; |
| |
| import java.io.File; |
| import java.util.HashMap; |
| |
| import org.junit.Assert; |
| import org.junit.Test; |
| 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 SparseSideInputTest extends AutomatedTestBase |
| { |
| private static final String TEST_NAME = "SparseSideInput"; |
| private static final String TEST_NAME1 = TEST_NAME+"1"; //row sum(X/rowSums(X)+Y) |
| private static final String TEST_NAME2 = TEST_NAME+"2"; //cell sum(abs(X^2)+Y) |
| private static final String TEST_NAME3 = TEST_NAME+"3"; //magg sum(X^2), sum(X+Y) |
| private static final String TEST_NAME4 = TEST_NAME+"4"; //outer sum((X!=0) * (U %*% t(V) - Y)) |
| |
| private static final String TEST_DIR = "functions/codegen/"; |
| private static final String TEST_CLASS_DIR = TEST_DIR + SparseSideInputTest.class.getSimpleName() + "/"; |
| private static String TEST_CONF1 = "SystemDS-config-codegen.xml"; |
| private static String TEST_CONF2 = "SystemDS-config-codegen-compress.xml"; |
| private static String TEST_CONF = TEST_CONF1; |
| |
| private static final int rows = 1798; |
| private static final int cols = 784; |
| private static final double sparsity = 0.1; |
| private static final double eps = Math.pow(10, -7); |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| for(int i=1; i<=4; i++) |
| addTestConfiguration( TEST_NAME+i, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME+i, new String[] { String.valueOf(i) }) ); |
| } |
| |
| @Test |
| public void testCodegenRowULASparseSideInputCP() { |
| testCodegenIntegration( TEST_NAME1, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowCLASparseSideInputCP() { |
| testCodegenIntegration( TEST_NAME1, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowULASparseSideInputSP() { |
| testCodegenIntegration( TEST_NAME1, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowCLASparseSideInputSP() { |
| testCodegenIntegration( TEST_NAME1, true, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenCellULASparseSideInputCP() { |
| testCodegenIntegration( TEST_NAME2, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenCellCLASparseSideInputCP() { |
| testCodegenIntegration( TEST_NAME2, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenCellULASparseSideInputSP() { |
| testCodegenIntegration( TEST_NAME2, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenCellCLASparseSideInputSP() { |
| testCodegenIntegration( TEST_NAME2, true, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenMaggULASparseSideInputCP() { |
| testCodegenIntegration( TEST_NAME3, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenMaggCLASparseSideInputCP() { |
| testCodegenIntegration( TEST_NAME3, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenMaggULASparseSideInputSP() { |
| testCodegenIntegration( TEST_NAME3, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenMaggCLASparseSideInputSP() { |
| testCodegenIntegration( TEST_NAME3, true, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenOuterULASparseSideInputCP() { |
| testCodegenIntegration( TEST_NAME4, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterCLASparseSideInputCP() { |
| testCodegenIntegration( TEST_NAME4, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterULASparseSideInputSP() { |
| testCodegenIntegration( TEST_NAME4, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenOuterCLASparseSideInputSP() { |
| testCodegenIntegration( TEST_NAME4, true, ExecType.SPARK ); |
| } |
| |
| private void testCodegenIntegration( String testname, boolean compress, ExecType instType ) |
| { |
| boolean oldFlag = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION; |
| ExecMode platformOld = setExecMode(instType); |
| |
| try |
| { |
| TEST_CONF = compress ? TEST_CONF2 : TEST_CONF1; |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = false; |
| |
| TestConfiguration config = getTestConfiguration(testname); |
| loadTestConfiguration(config); |
| |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + testname + ".dml"; |
| programArgs = new String[]{"-stats", "-args", |
| input("X"), input("Y"), output("R") }; |
| |
| fullRScriptName = HOME + testname + ".R"; |
| rCmd = getRCmd(inputDir(), expectedDir()); |
| |
| //generate inputs |
| double[][] X = getRandomMatrix(rows, cols, 0, 1, sparsity, 7); |
| double[][] Y = getRandomMatrix(rows, cols, 0, 1, sparsity, 3); |
| writeInputMatrixWithMTD("X", X, true); |
| writeInputMatrixWithMTD("Y", Y, true); |
| |
| //run dml and r scripts |
| 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"); |
| Assert.assertTrue(heavyHittersContainsSubString("spoof") |
| || heavyHittersContainsSubString("sp_spoof")); |
| } |
| finally { |
| resetExecMode(platformOld); |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = oldFlag; |
| OptimizerUtils.ALLOW_AUTO_VECTORIZATION = true; |
| OptimizerUtils.ALLOW_OPERATOR_FUSION = true; |
| TEST_CONF = TEST_CONF2; |
| } |
| } |
| |
| @Override |
| protected File getConfigTemplateFile() { |
| // Instrumentation in this test's output log to show custom configuration file used for template. |
| File f = new File(SCRIPT_DIR + TEST_DIR, TEST_CONF); |
| System.out.println("This test case overrides default configuration with " + f.getPath()); |
| return f; |
| } |
| } |