| /* |
| * 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.apache.commons.logging.Log; |
| import org.apache.commons.logging.LogFactory; |
| import org.apache.sysds.common.Types.ExecMode; |
| import org.apache.sysds.hops.OptimizerUtils; |
| import org.apache.sysds.lops.LopProperties.ExecType; |
| import org.apache.sysds.lops.RightIndex; |
| 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; |
| import org.junit.Assert; |
| import org.junit.Test; |
| |
| public class RowAggTmplTest extends AutomatedTestBase |
| { |
| private static final Log LOG = LogFactory.getLog(RowAggTmplTest.class.getName()); |
| |
| private static final String TEST_NAME = "rowAggPattern"; |
| private static final String TEST_NAME1 = TEST_NAME+"1"; //t(X)%*%(X%*%(lamda*v)) |
| private static final String TEST_NAME2 = TEST_NAME+"2"; //t(X)%*%(lamda*(X%*%v)) |
| private static final String TEST_NAME3 = TEST_NAME+"3"; //t(X)%*%(z+(2-(w*(X%*%v)))) |
| private static final String TEST_NAME4 = TEST_NAME+"4"; //colSums(X/rowSums(X)) |
| private static final String TEST_NAME5 = TEST_NAME+"5"; //t(X)%*%((P*(1-P))*(X%*%v)); |
| private static final String TEST_NAME6 = TEST_NAME+"6"; //t(X)%*%((P[,1]*(1-P[,1]))*(X%*%v)); |
| private static final String TEST_NAME7 = TEST_NAME+"7"; //t(X)%*%(X%*%v-y); sum((X%*%v-y)^2); |
| private static final String TEST_NAME8 = TEST_NAME+"8"; //colSums((X/rowSums(X))>0.7) |
| private static final String TEST_NAME9 = TEST_NAME+"9"; //t(X) %*% (v - abs(y)) |
| private static final String TEST_NAME10 = TEST_NAME+"10"; //Y=(X<=rowMins(X)); R=colSums((Y/rowSums(Y))); |
| private static final String TEST_NAME11 = TEST_NAME+"11"; //y - X %*% v |
| private static final String TEST_NAME12 = TEST_NAME+"12"; //Y=(X>=v); R=Y/rowSums(Y) |
| private static final String TEST_NAME13 = TEST_NAME+"13"; //rowSums(X)+rowSums(Y) |
| private static final String TEST_NAME14 = TEST_NAME+"14"; //colSums(max(floor(round(abs(min(sign(X+Y),rowSums(X))))),7)) |
| private static final String TEST_NAME15 = TEST_NAME+"15"; //systemds nn - softmax backward |
| private static final String TEST_NAME16 = TEST_NAME+"16"; //Y=X-rowIndexMax(X); R=Y/rowSums(Y) |
| private static final String TEST_NAME17 = TEST_NAME+"17"; //MLogreg - vector-matrix w/ indexing |
| private static final String TEST_NAME18 = TEST_NAME+"18"; //MLogreg - matrix-vector cbind 0s |
| private static final String TEST_NAME19 = TEST_NAME+"19"; //MLogreg - rowwise dag |
| private static final String TEST_NAME20 = TEST_NAME+"20"; //1 / (1 - (A / rowSums(A))) |
| private static final String TEST_NAME21 = TEST_NAME+"21"; //sum(X/rowSums(X)) |
| private static final String TEST_NAME22 = TEST_NAME+"22"; //((7+X)+(X-7)+exp(X))/(rowMins(X)+0.5) |
| private static final String TEST_NAME23 = TEST_NAME+"23"; //L2SVM outer loop |
| private static final String TEST_NAME24 = TEST_NAME+"24"; //t(X)%*%(w*(X%*%v)), w/ mm |
| private static final String TEST_NAME25 = TEST_NAME+"25"; //-2*(X%*%t(C))+t(rowSums(C^2)), w/ mm |
| private static final String TEST_NAME26 = TEST_NAME+"26"; //t(P)%*%X, w/ mm |
| private static final String TEST_NAME27 = TEST_NAME+"27"; //t(X)%*%(X%*%v), w/ mm |
| private static final String TEST_NAME28 = TEST_NAME+"28"; //Kmeans, final eval |
| private static final String TEST_NAME29 = TEST_NAME+"29"; //sum(rowMins(X)) |
| private static final String TEST_NAME30 = TEST_NAME+"30"; //Mlogreg inner core, multi-class |
| private static final String TEST_NAME31 = TEST_NAME+"31"; //MLogreg - matrix-vector cbind 0s generalized |
| private static final String TEST_NAME32 = TEST_NAME+"32"; //X[, 1] - rowSums(X) |
| private static final String TEST_NAME33 = TEST_NAME+"33"; //Kmeans, inner loop |
| private static final String TEST_NAME34 = TEST_NAME+"34"; //X / rowSums(X!=0) |
| private static final String TEST_NAME35 = TEST_NAME+"35"; //cbind(X/rowSums(X), Y, Z) |
| private static final String TEST_NAME36 = TEST_NAME+"36"; //xor operation |
| private static final String TEST_NAME37 = TEST_NAME+"37"; //sprop(X/rowSums) |
| private static final String TEST_NAME38 = TEST_NAME+"38"; //sigmoid(X/rowSums) |
| private static final String TEST_NAME39 = TEST_NAME+"39"; //BitwAnd operation |
| private static final String TEST_NAME40 = TEST_NAME+"40"; //relu operation -> (X>0)* dout |
| private static final String TEST_NAME41 = TEST_NAME+"41"; //X*rowSums(X/seq(1,N)+t(seq(M,1))) |
| private static final String TEST_NAME42 = TEST_NAME+"42"; //X/rowSums(min(X, Y, Z)) |
| private static final String TEST_NAME43 = TEST_NAME+"43"; //bias_add(X,B) + bias_mult(X,B) |
| private static final String TEST_NAME44 = TEST_NAME+"44"; //maxpool(X - mean(X)) + 7; |
| private static final String TEST_NAME45 = TEST_NAME+"45"; //vector allocation; |
| private static final String TEST_NAME46 = TEST_NAME+"46"; //conv2d(X - mean(X), F1) + conv2d(X - mean(X), F2); |
| |
| private static final String TEST_DIR = "functions/codegen/"; |
| private static final String TEST_CLASS_DIR = TEST_DIR + RowAggTmplTest.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, -10); |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| for(int i=1; i<=46; i++) |
| addTestConfiguration( TEST_NAME+i, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME+i, new String[] { String.valueOf(i) }) ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite1CP() { |
| testCodegenIntegration( TEST_NAME1, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg1CP() { |
| testCodegenIntegration( TEST_NAME1, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg1SP() { |
| testCodegenIntegration( TEST_NAME1, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite2CP() { |
| testCodegenIntegration( TEST_NAME2, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg2CP() { |
| testCodegenIntegration( TEST_NAME2, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg2SP() { |
| testCodegenIntegration( TEST_NAME2, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite3CP() { |
| testCodegenIntegration( TEST_NAME3, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg3CP() { |
| testCodegenIntegration( TEST_NAME3, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg3SP() { |
| testCodegenIntegration( TEST_NAME3, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite4CP() { |
| testCodegenIntegration( TEST_NAME4, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg4CP() { |
| testCodegenIntegration( TEST_NAME4, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg4SP() { |
| testCodegenIntegration( TEST_NAME4, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite5CP() { |
| testCodegenIntegration( TEST_NAME5, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg5CP() { |
| testCodegenIntegration( TEST_NAME5, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg5SP() { |
| testCodegenIntegration( TEST_NAME5, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite6CP() { |
| testCodegenIntegration( TEST_NAME6, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg6CP() { |
| testCodegenIntegration( TEST_NAME6, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg6SP() { |
| testCodegenIntegration( TEST_NAME6, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite7CP() { |
| testCodegenIntegration( TEST_NAME7, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg7CP() { |
| testCodegenIntegration( TEST_NAME7, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg7SP() { |
| testCodegenIntegration( TEST_NAME7, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite8CP() { |
| testCodegenIntegration( TEST_NAME8, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg8CP() { |
| testCodegenIntegration( TEST_NAME8, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg8SP() { |
| testCodegenIntegration( TEST_NAME8, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite9CP() { |
| testCodegenIntegration( TEST_NAME9, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg9CP() { |
| testCodegenIntegration( TEST_NAME9, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg9SP() { |
| testCodegenIntegration( TEST_NAME9, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite10CP() { |
| testCodegenIntegration( TEST_NAME10, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg10CP() { |
| testCodegenIntegration( TEST_NAME10, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg10SP() { |
| testCodegenIntegration( TEST_NAME10, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite11CP() { |
| testCodegenIntegration( TEST_NAME11, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg11CP() { |
| testCodegenIntegration( TEST_NAME11, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg11SP() { |
| testCodegenIntegration( TEST_NAME11, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite12CP() { |
| testCodegenIntegration( TEST_NAME12, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg12CP() { |
| testCodegenIntegration( TEST_NAME12, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg12SP() { |
| testCodegenIntegration( TEST_NAME12, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite13CP() { |
| testCodegenIntegration( TEST_NAME13, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg13CP() { |
| testCodegenIntegration( TEST_NAME13, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg13SP() { |
| testCodegenIntegration( TEST_NAME13, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite14CP() { |
| testCodegenIntegration( TEST_NAME14, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg14CP() { |
| testCodegenIntegration( TEST_NAME14, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg14SP() { |
| testCodegenIntegration( TEST_NAME14, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite15CP() { |
| testCodegenIntegration( TEST_NAME15, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg15CP() { |
| testCodegenIntegration( TEST_NAME15, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg15SP() { |
| testCodegenIntegration( TEST_NAME15, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite16CP() { |
| testCodegenIntegration( TEST_NAME16, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg16CP() { |
| testCodegenIntegration( TEST_NAME16, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg16SP() { |
| testCodegenIntegration( TEST_NAME16, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite17CP() { |
| testCodegenIntegration( TEST_NAME17, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg17CP() { |
| testCodegenIntegration( TEST_NAME17, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg17SP() { |
| testCodegenIntegration( TEST_NAME17, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite18CP() { |
| testCodegenIntegration( TEST_NAME18, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg18CP() { |
| testCodegenIntegration( TEST_NAME18, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg18SP() { |
| testCodegenIntegration( TEST_NAME18, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite19CP() { |
| testCodegenIntegration( TEST_NAME19, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg19CP() { |
| testCodegenIntegration( TEST_NAME19, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg19SP() { |
| testCodegenIntegration( TEST_NAME19, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite20CP() { |
| testCodegenIntegration( TEST_NAME20, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg20CP() { |
| testCodegenIntegration( TEST_NAME20, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg20SP() { |
| testCodegenIntegration( TEST_NAME20, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite21CP() { |
| testCodegenIntegration( TEST_NAME21, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg21CP() { |
| testCodegenIntegration( TEST_NAME21, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg21SP() { |
| testCodegenIntegration( TEST_NAME21, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite22CP() { |
| testCodegenIntegration( TEST_NAME22, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg22CP() { |
| testCodegenIntegration( TEST_NAME22, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg22SP() { |
| testCodegenIntegration( TEST_NAME22, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite23CP() { |
| testCodegenIntegration( TEST_NAME23, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg23CP() { |
| testCodegenIntegration( TEST_NAME23, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg23SP() { |
| testCodegenIntegration( TEST_NAME23, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite24CP() { |
| testCodegenIntegration( TEST_NAME24, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg24CP() { |
| testCodegenIntegration( TEST_NAME24, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg24SP() { |
| testCodegenIntegration( TEST_NAME24, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite25CP() { |
| testCodegenIntegration( TEST_NAME25, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg25CP() { |
| testCodegenIntegration( TEST_NAME25, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg25SP() { |
| testCodegenIntegration( TEST_NAME25, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite26CP() { |
| testCodegenIntegration( TEST_NAME26, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg26CP() { |
| testCodegenIntegration( TEST_NAME26, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg26SP() { |
| testCodegenIntegration( TEST_NAME26, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite27CP() { |
| testCodegenIntegration( TEST_NAME27, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg27CP() { |
| testCodegenIntegration( TEST_NAME27, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg27SP() { |
| testCodegenIntegration( TEST_NAME27, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite28CP() { |
| testCodegenIntegration( TEST_NAME28, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg28CP() { |
| testCodegenIntegration( TEST_NAME28, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg28SP() { |
| testCodegenIntegration( TEST_NAME28, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite29CP() { |
| testCodegenIntegration( TEST_NAME29, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg29CP() { |
| testCodegenIntegration( TEST_NAME29, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg29SP() { |
| testCodegenIntegration( TEST_NAME29, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite30CP() { |
| testCodegenIntegration( TEST_NAME30, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg30CP() { |
| testCodegenIntegration( TEST_NAME30, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg30SP() { |
| testCodegenIntegration( TEST_NAME30, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite31CP() { |
| testCodegenIntegration( TEST_NAME31, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg31CP() { |
| testCodegenIntegration( TEST_NAME31, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg31SP() { |
| testCodegenIntegration( TEST_NAME31, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite32CP() { |
| testCodegenIntegration( TEST_NAME32, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg32CP() { |
| testCodegenIntegration( TEST_NAME32, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg32SP() { |
| testCodegenIntegration( TEST_NAME32, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite33CP() { |
| testCodegenIntegration( TEST_NAME33, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg33CP() { |
| testCodegenIntegration( TEST_NAME33, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg33SP() { |
| testCodegenIntegration( TEST_NAME33, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite34CP() { |
| testCodegenIntegration( TEST_NAME34, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg34CP() { |
| testCodegenIntegration( TEST_NAME34, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg34SP() { |
| testCodegenIntegration( TEST_NAME34, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite35CP() { |
| testCodegenIntegration( TEST_NAME35, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg35CP() { |
| testCodegenIntegration( TEST_NAME35, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg35SP() { |
| testCodegenIntegration( TEST_NAME35, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite36CP() { |
| testCodegenIntegration( TEST_NAME36, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg36CP() { |
| testCodegenIntegration( TEST_NAME36, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg36SP() { |
| testCodegenIntegration( TEST_NAME36, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite37CP() { |
| testCodegenIntegration( TEST_NAME37, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg37CP() { |
| testCodegenIntegration( TEST_NAME37, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg37SP() { |
| testCodegenIntegration( TEST_NAME37, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite38CP() { |
| testCodegenIntegration( TEST_NAME38, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg38CP() { |
| testCodegenIntegration( TEST_NAME38, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg38SP() { |
| testCodegenIntegration( TEST_NAME38, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite39CP() { |
| testCodegenIntegration( TEST_NAME39, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg39CP() { |
| testCodegenIntegration( TEST_NAME39, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg39SP() { |
| testCodegenIntegration( TEST_NAME39, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite40CP() { |
| testCodegenIntegration( TEST_NAME40, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg40CP() { |
| testCodegenIntegration( TEST_NAME40, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg40SP() { |
| testCodegenIntegration( TEST_NAME40, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite41CP() { |
| testCodegenIntegration( TEST_NAME41, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg41CP() { |
| testCodegenIntegration( TEST_NAME41, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg41SP() { |
| testCodegenIntegration( TEST_NAME41, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite42CP() { |
| testCodegenIntegration( TEST_NAME42, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg42CP() { |
| testCodegenIntegration( TEST_NAME42, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg42SP() { |
| testCodegenIntegration( TEST_NAME42, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite43CP() { |
| testCodegenIntegration( TEST_NAME43, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg43CP() { |
| testCodegenIntegration( TEST_NAME43, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg43SP() { |
| testCodegenIntegration( TEST_NAME43, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite44CP() { |
| testCodegenIntegration( TEST_NAME44, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg44CP() { |
| testCodegenIntegration( TEST_NAME44, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg44SP() { |
| testCodegenIntegration( TEST_NAME44, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite45CP() { |
| testCodegenIntegration( TEST_NAME45, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg45CP() { |
| testCodegenIntegration( TEST_NAME45, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg45SP() { |
| testCodegenIntegration( TEST_NAME45, false, ExecType.SPARK ); |
| } |
| |
| @Test |
| public void testCodegenRowAggRewrite46CP() { |
| testCodegenIntegration( TEST_NAME46, true, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg46CP() { |
| testCodegenIntegration( TEST_NAME46, false, ExecType.CP ); |
| } |
| |
| @Test |
| public void testCodegenRowAgg46SP() { |
| testCodegenIntegration( TEST_NAME46, false, ExecType.SPARK ); |
| } |
| |
| 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[]{"-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 = readDMLMatrixFromOutputDir("S"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromExpectedDir("S"); |
| TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R"); |
| Assert.assertTrue(heavyHittersContainsSubString("spoofRA") |
| || heavyHittersContainsSubString("sp_spoofRA")); |
| |
| //ensure full aggregates for certain patterns |
| if( testname.equals(TEST_NAME15) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("uark+")); |
| if( testname.equals(TEST_NAME17) ) |
| Assert.assertTrue(!heavyHittersContainsSubString(RightIndex.OPCODE)); |
| if( testname.equals(TEST_NAME28) || testname.equals(TEST_NAME45) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("spoofRA", 2) |
| && !heavyHittersContainsSubString("sp_spoofRA", 2)); |
| if( testname.equals(TEST_NAME30) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("spoofRA", 2) |
| && !heavyHittersContainsSubString(RightIndex.OPCODE)); |
| if( testname.equals(TEST_NAME31) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("spoofRA", 2)); |
| if( testname.equals(TEST_NAME35) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("spoofRA", 2) |
| && !heavyHittersContainsSubString("cbind")); |
| if( testname.equals(TEST_NAME36) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("xor")); |
| if( testname.equals(TEST_NAME41) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("seq")); |
| if( testname.equals(TEST_NAME42) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("min","nmin") |
| && !heavyHittersContainsSubString("spoof", 2)); |
| if( testname.equals(TEST_NAME44) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("maxpooling") |
| && !heavyHittersContainsSubString("spoof", 2)); |
| if( testname.equals(TEST_NAME46) ) |
| Assert.assertTrue(!heavyHittersContainsSubString("conv2d") |
| && !heavyHittersContainsSubString("spoof", 2)); |
| } |
| 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. |
| LOG.info("This test case overrides default configuration with " + TEST_CONF_FILE.getPath()); |
| return TEST_CONF_FILE; |
| } |
| } |