| /* |
| * 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 OuterProdTmplTest extends AutomatedTestBase |
| { |
| private static final String TEST_NAME1 = "wdivmm"; |
| private static final String TEST_NAME2 = "wdivmmRight"; |
| private static final String TEST_NAME3 = "wsigmoid"; |
| private static final String TEST_NAME4 = "wcemm"; |
| private static final String TEST_NAME5 = "wdivmmRightNotranspose"; |
| private static final String TEST_NAME6 = "wdivmmbasic"; |
| private static final String TEST_NAME7 = "wdivmmTransposeOut"; |
| private static final String TEST_NAME8 = "wSparseUnsafeOuterProduct"; |
| private static final String TEST_NAME9 = "wdivmmNeq"; |
| private static final String TEST_NAME10 = "rmseDist"; |
| private static final String TEST_NAME11 = "rmseDist2"; |
| |
| private static final String TEST_DIR = "functions/codegen/"; |
| private static final String TEST_CLASS_DIR = TEST_DIR + OuterProdTmplTest.class.getSimpleName() + "/"; |
| private final static String TEST_CONF = "SystemDS-config-codegen.xml"; |
| private final static File TEST_CONF_FILE = new File(SCRIPT_DIR + TEST_DIR, TEST_CONF); |
| |
| private static final double eps = Math.pow(10, -8); |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| addTestConfiguration( TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "1" }) ); |
| addTestConfiguration( TEST_NAME2, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] { "2" }) ); |
| addTestConfiguration( TEST_NAME3, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3, new String[] { "3" }) ); |
| addTestConfiguration( TEST_NAME4, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4, new String[] { "4" }) ); |
| addTestConfiguration( TEST_NAME5, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME5, new String[] { "5" }) ); |
| addTestConfiguration( TEST_NAME6, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME6, new String[] { "6" }) ); |
| addTestConfiguration( TEST_NAME7, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME7, new String[] { "7" }) ); |
| addTestConfiguration( TEST_NAME8, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME8, new String[] { "8" }) ); |
| addTestConfiguration( TEST_NAME9, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME9, new String[] { "9" }) ); |
| addTestConfiguration( TEST_NAME10, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME10, new String[] { "10" }) ); |
| addTestConfiguration( TEST_NAME11, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME11, new String[] { "11" }) ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite1() { |
| testCodegenIntegrationWithInput( TEST_NAME1, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite2() { |
| testCodegenIntegration( TEST_NAME2, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite3() { |
| testCodegenIntegration( TEST_NAME3, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite4() { |
| testCodegenIntegrationWithInput( TEST_NAME4, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite5() { |
| testCodegenIntegration( TEST_NAME5, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite6() { |
| testCodegenIntegration( TEST_NAME6, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite7() { |
| testCodegenIntegration( TEST_NAME7, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite8() { |
| testCodegenIntegration( TEST_NAME8, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd1() { |
| testCodegenIntegrationWithInput( TEST_NAME1, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd2() { |
| testCodegenIntegration( TEST_NAME2, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd3() { |
| testCodegenIntegration( TEST_NAME3, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd4() { |
| testCodegenIntegrationWithInput( TEST_NAME4, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd5() { |
| testCodegenIntegration( TEST_NAME5, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd6() { |
| testCodegenIntegration( TEST_NAME6, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd7() { |
| testCodegenIntegration( TEST_NAME7, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd8() { |
| testCodegenIntegration( TEST_NAME8, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite1_sp() { |
| testCodegenIntegrationWithInput( TEST_NAME1, true, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite2_sp() { |
| testCodegenIntegration( TEST_NAME2, true, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite3_sp() { |
| testCodegenIntegration( TEST_NAME3, true, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite4_sp() { |
| testCodegenIntegrationWithInput( TEST_NAME4, true, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite8_sp() { |
| testCodegenIntegrationWithInput( TEST_NAME8, true, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite9() { |
| testCodegenIntegration( TEST_NAME9, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd9() { |
| testCodegenIntegration( TEST_NAME9, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProdRewrite9_sp() { |
| testCodegenIntegrationWithInput( TEST_NAME9, true, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd10NoRewrite() { |
| testCodegenIntegration( TEST_NAME10, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd10NoRewriteSP() { |
| testCodegenIntegrationWithInput( TEST_NAME10, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenOuterProd11NoRewrite() { |
| testCodegenIntegration( TEST_NAME11, false, ExecType.CP ); |
| } |
| |
| private void testCodegenIntegration( String testname, boolean rewrites, ExecType instType ) |
| { |
| boolean oldFlag = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION; |
| ExecMode platformOld = setExecMode(instType); |
| |
| try |
| { |
| TestConfiguration config = getTestConfiguration(testname); |
| loadTestConfiguration(config); |
| |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + testname + ".dml"; |
| programArgs = new String[]{"-explain", "-stats", "-args", output("S")}; |
| |
| fullRScriptName = HOME + testname + ".R"; |
| rCmd = getRCmd(inputDir(), expectedDir()); |
| |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites; |
| |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("S"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("S"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| |
| if( testname.equals(TEST_NAME8) ) |
| Assert.assertTrue(!(heavyHittersContainsSubString("spoofOP") |
| || heavyHittersContainsSubString("sp_spoofOP"))); |
| else if( !rewrites ) { |
| Assert.assertTrue(heavyHittersContainsSubString("spoofOP") |
| || heavyHittersContainsSubString("sp_spoofOP")); |
| if( testname.equals(TEST_NAME9) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("!=")); |
| } |
| } |
| finally { |
| resetExecMode(platformOld); |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = oldFlag; |
| OptimizerUtils.ALLOW_AUTO_VECTORIZATION = true; |
| OptimizerUtils.ALLOW_OPERATOR_FUSION = true; |
| } |
| } |
| |
| private void testCodegenIntegrationWithInput( String testname, boolean rewrites, ExecType instType ) |
| { |
| boolean oldFlag = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION; |
| ExecMode platformOld = setExecMode(instType); |
| |
| try |
| { |
| TestConfiguration config = getTestConfiguration(testname); |
| loadTestConfiguration(config); |
| |
| //generate actual dataset |
| double[][] A = getRandomMatrix(2000, 2000, -0.05, 1, 0.1, 6); |
| writeInputMatrixWithMTD("A", A, true); |
| |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + testname + ".dml"; |
| programArgs = new String[]{"-stats", "-args", output("S"), input("A")}; |
| |
| fullRScriptName = HOME + testname + ".R"; |
| rCmd = getRCmd(inputDir(), expectedDir()); |
| |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites; |
| |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| if(testname.equals(TEST_NAME4)) { //wcemm |
| //compare scalars |
| HashMap<CellIndex, Double> dmlfile = readDMLScalarFromHDFS("S"); |
| HashMap<CellIndex, Double> rfile = readRScalarFromFS("S"); |
| TestUtils.compareScalars((Double) dmlfile.values().toArray()[0], (Double) rfile.values().toArray()[0],0.0001); |
| } |
| else { |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("S"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("S"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| } |
| |
| if( testname.equals(TEST_NAME8) ) |
| Assert.assertTrue(!(heavyHittersContainsSubString("spoofOP") |
| || heavyHittersContainsSubString("sp_spoofOP"))); |
| else if( !rewrites ) |
| Assert.assertTrue(heavyHittersContainsSubString("spoofOP") |
| || heavyHittersContainsSubString("sp_spoofOP")); |
| } |
| finally { |
| resetExecMode(platformOld); |
| 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() { |
| // Instrumentation in this test's output log to show custom configuration file used for template. |
| System.out.println("This test case overrides default configuration with " + TEST_CONF_FILE.getPath()); |
| return TEST_CONF_FILE; |
| } |
| } |