| /* |
| * 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.rewrite; |
| |
| import static org.junit.Assert.fail; |
| |
| import org.apache.sysds.api.DMLScript; |
| import org.apache.sysds.common.Types.ExecMode; |
| import org.apache.sysds.common.Types.ExecType; |
| import org.apache.sysds.hops.OptimizerUtils; |
| import org.apache.sysds.test.AutomatedTestBase; |
| import org.apache.sysds.test.TestConfiguration; |
| import org.apache.sysds.test.TestUtils; |
| import org.junit.Test; |
| |
| /** |
| * from: |
| * |
| * res = cbind((X %*% Y), matrix (0, nrow(X), 1)); |
| * |
| * to: |
| * |
| * res = X %*% (cbind(Y, matrix(0, nrow(Y), 1))) |
| * |
| * |
| * if the X has many rows, the allocation of x is expensive, to cbind. the case where this is applicable is mLogReg. |
| * |
| */ |
| public class RewriteMMCBindZeroVector extends AutomatedTestBase { |
| // private static final Log LOG = LogFactory.getLog(RewriteMMCBindZeroVector.class.getName()); |
| |
| private static final String TEST_NAME1 = "RewritMMCBindZeroVectorOp"; |
| private static final String TEST_DIR = "functions/rewrite/"; |
| private static final String TEST_CLASS_DIR = TEST_DIR + RewriteMMCBindZeroVector.class.getSimpleName() + "/"; |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| addTestConfiguration(TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] {"R"})); |
| } |
| |
| @Test |
| public void testNoRewritesCP() { |
| testRewrite(TEST_NAME1, false, ExecType.CP, 100, 3, 10, false); |
| } |
| |
| @Test |
| public void testNoRewritesSP() { |
| testRewrite(TEST_NAME1, false, ExecType.SPARK, 100, 3, 10, false); |
| } |
| |
| @Test |
| public void testRewritesCP() { |
| testRewrite(TEST_NAME1, true, ExecType.CP, 100, 3, 10, true); |
| } |
| |
| @Test |
| public void testRewritesSP() { |
| testRewrite(TEST_NAME1, true, ExecType.SPARK, 100, 3, 10, true); |
| } |
| |
| @Test |
| public void testRewritesCP_ButToSmall() { |
| testRewrite(TEST_NAME1, true, ExecType.CP, 100, 10, 55, false); |
| } |
| |
| @Test |
| public void testRewritesSP_ButToSmall() { |
| testRewrite(TEST_NAME1, true, ExecType.SPARK, 100, 10, 55, false); |
| } |
| |
| private void testRewrite(String testname, boolean rewrites, ExecType et, int leftRows, int rightCols, int shared, boolean rewriteShouldBeExecuted) { |
| ExecMode platformOld = rtplatform; |
| switch(et) { |
| case SPARK: |
| rtplatform = ExecMode.SPARK; |
| break; |
| default: |
| rtplatform = ExecMode.HYBRID; |
| break; |
| } |
| |
| boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG; |
| if(rtplatform == ExecMode.SPARK || rtplatform == ExecMode.HYBRID) |
| DMLScript.USE_LOCAL_SPARK_CONFIG = true; |
| |
| boolean rewritesOld = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION; |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites; |
| |
| try { |
| TestConfiguration config = getTestConfiguration(testname); |
| loadTestConfiguration(config); |
| |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + testname + ".dml"; |
| programArgs = new String[] {"-explain", "hops","-stats", "-args", input("X"), input("Y"), |
| output("R")}; |
| fullRScriptName = HOME + testname + ".R"; |
| rCmd = getRCmd(inputDir(), expectedDir()); |
| |
| double[][] X = getRandomMatrix(leftRows, shared, -1, 1, 0.97d, 7); |
| double[][] Y = getRandomMatrix(shared, rightCols, -1, 1, 0.9d, 3); |
| writeInputMatrixWithMTD("X", X, false); |
| writeInputMatrixWithMTD("Y", Y, false); |
| |
| // execute tests |
| setOutputBuffering(true); |
| String out = runTest(null).toString(); |
| |
| for(String line : out.split("\n")) { |
| if(rewrites && rewriteShouldBeExecuted) { |
| if(line.contains("b(cbind)")) |
| break; |
| else if(line.contains("ba(+*)")) |
| fail( |
| "invalid execution matrix multiplication is done before b(cbind), therefore the rewrite did not tricker.\n\n" |
| + out); |
| } |
| else { |
| if(line.contains("ba(+*)")) |
| break; |
| else if(line.contains("b(cbind)")) |
| fail( |
| "invalid execution b(cbind) was done before multiplication, therefore the rewrite did tricker when not allowed.\n\n" |
| + out); |
| } |
| |
| } |
| // compare matrices |
| // HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("R"); |
| |
| } |
| finally { |
| OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewritesOld; |
| rtplatform = platformOld; |
| DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld; |
| } |
| } |
| } |