| /* |
| * 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.lineage; |
| |
| import java.util.ArrayList; |
| import java.util.HashMap; |
| import java.util.List; |
| |
| import org.junit.Test; |
| import org.apache.sysds.hops.recompile.Recompiler; |
| import org.apache.sysds.runtime.lineage.Lineage; |
| import org.apache.sysds.runtime.matrix.data.MatrixValue; |
| import org.apache.sysds.test.AutomatedTestBase; |
| import org.apache.sysds.test.TestConfiguration; |
| import org.apache.sysds.test.TestUtils; |
| |
| public class LineageRewriteTest extends AutomatedTestBase { |
| protected static final String TEST_DIR = "functions/lineage/"; |
| protected static final String TEST_NAME1 = "RewriteTest3"; |
| protected static final String TEST_NAME2 = "RewriteTest2"; |
| protected static final String TEST_NAME3 = "RewriteTest7"; |
| protected static final String TEST_NAME4 = "RewriteTest8"; |
| protected static final String TEST_NAME5 = "RewriteTest9"; |
| protected static final String TEST_NAME6 = "RewriteTest10"; |
| protected static final String TEST_NAME7 = "RewriteTest11"; |
| protected static final String TEST_NAME8 = "RewriteTest12"; |
| protected static final String TEST_NAME9 = "RewriteTest13"; |
| |
| protected String TEST_CLASS_DIR = TEST_DIR + LineageRewriteTest.class.getSimpleName() + "/"; |
| |
| protected static final int numRecords = 100; |
| protected static final int numFeatures = 30; |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| addTestConfiguration(TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1)); |
| addTestConfiguration(TEST_NAME2, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2)); |
| addTestConfiguration(TEST_NAME3, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3)); |
| addTestConfiguration(TEST_NAME4, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4)); |
| addTestConfiguration(TEST_NAME5, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME5)); |
| addTestConfiguration(TEST_NAME6, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME6)); |
| addTestConfiguration(TEST_NAME7, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME7)); |
| addTestConfiguration(TEST_NAME8, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME8)); |
| addTestConfiguration(TEST_NAME9, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME9)); |
| } |
| |
| @Test |
| public void testTsmm2Cbind() { |
| testRewrite(TEST_NAME1, false, 0); |
| } |
| |
| @Test |
| public void testTsmmCbind() { |
| testRewrite(TEST_NAME2, false, 0); |
| } |
| |
| @Test |
| public void testTsmmRbind() { |
| testRewrite(TEST_NAME3, false, 0); |
| } |
| |
| @Test |
| public void testMatmulRbindLeft() { |
| testRewrite(TEST_NAME4, false, 0); |
| } |
| |
| @Test |
| public void testMatmulCbindRight() { |
| testRewrite(TEST_NAME5, false, 0); |
| } |
| |
| @Test |
| public void testElementMulRbind() { |
| testRewrite(TEST_NAME6, true, 0); |
| } |
| |
| @Test |
| public void testElementMulCbind() { |
| testRewrite(TEST_NAME7, true, 0); |
| } |
| |
| @Test |
| public void testaggregatecbind() { |
| testRewrite(TEST_NAME8, false, 2); |
| } |
| |
| @Test |
| public void testTsmmCbindOnes() { |
| // This also tests testMatmulCbindRightOnes. |
| testRewrite(TEST_NAME9, false, 0); |
| } |
| |
| private void testRewrite(String testname, boolean elementwise, int classes) { |
| try { |
| getAndLoadTestConfiguration(testname); |
| List<String> proArgs = new ArrayList<>(); |
| |
| proArgs.add("-stats"); |
| proArgs.add("-lineage"); |
| proArgs.add("-args"); |
| proArgs.add(input("X")); |
| proArgs.add(input("Y")); |
| proArgs.add(output("Res")); |
| programArgs = proArgs.toArray(new String[proArgs.size()]); |
| fullDMLScriptName = getScript(); |
| double[][] X = getRandomMatrix(numRecords, numFeatures, 0, 1, 0.8, -1); |
| double[][] Y = !elementwise ? getRandomMatrix(numFeatures, numRecords, 0, 1, 0.8, -1) |
| : getRandomMatrix(numRecords, numFeatures, 0, 1, 0.8, -1); |
| if (classes > 0) { |
| Y = getRandomMatrix(numRecords, 1, 0, 1, 1, -1); |
| for(int i=0; i<numRecords; i++){ |
| Y[i][0] = (int)(Y[i][0]*classes) + 1; |
| Y[i][0] = (Y[i][0] > classes) ? classes : Y[i][0]; |
| } |
| } |
| writeInputMatrixWithMTD("X", X, true); |
| writeInputMatrixWithMTD("Y", Y, true); |
| runTest(true, EXCEPTION_NOT_EXPECTED, null, -1); |
| HashMap<MatrixValue.CellIndex, Double> R_orig = readDMLMatrixFromOutputDir("Res"); |
| |
| proArgs.clear(); |
| proArgs.add("-stats"); |
| proArgs.add("-lineage"); |
| proArgs.add("reuse_hybrid"); |
| proArgs.add("-args"); |
| proArgs.add(input("X")); |
| proArgs.add(input("Y")); |
| proArgs.add(output("Res")); |
| programArgs = proArgs.toArray(new String[proArgs.size()]); |
| fullDMLScriptName = getScript(); |
| writeInputMatrixWithMTD("X", X, true); |
| Lineage.resetInternalState(); |
| Lineage.setLinReusePartial(); |
| runTest(true, EXCEPTION_NOT_EXPECTED, null, -1); |
| Lineage.setLinReuseNone(); |
| HashMap<MatrixValue.CellIndex, Double> R_reused = readDMLMatrixFromOutputDir("Res"); |
| TestUtils.compareMatrices(R_orig, R_reused, 1e-6, "Origin", "Reused"); |
| } |
| finally { |
| Recompiler.reinitRecompiler(); |
| } |
| } |
| } |