| /* |
| * 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.recompile; |
| |
| import java.util.HashMap; |
| |
| import org.junit.Test; |
| import org.apache.sysds.hops.OptimizerUtils; |
| 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 IPAPropagationSizeMultipleFunctionsTest extends AutomatedTestBase |
| { |
| private final static String TEST_NAME1 = "multiple_function_calls1"; |
| private final static String TEST_NAME2 = "multiple_function_calls2"; |
| private final static String TEST_NAME3 = "multiple_function_calls3"; |
| private final static String TEST_NAME4 = "multiple_function_calls4"; |
| private final static String TEST_NAME5 = "multiple_function_calls5"; |
| |
| private final static String TEST_DIR = "functions/recompile/"; |
| private final static String TEST_CLASS_DIR = TEST_DIR + |
| IPAPropagationSizeMultipleFunctionsTest.class.getSimpleName() + "/"; |
| |
| private final static int rows = 10; |
| private final static int cols = 15; |
| private final static double sparsity = 0.7; |
| |
| @Override |
| public void setUp() { |
| TestUtils.clearAssertionInformation(); |
| addTestConfiguration( TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "R" }) ); |
| addTestConfiguration( TEST_NAME2, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] { "R" }) ); |
| addTestConfiguration( TEST_NAME3, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3, new String[] { "R" }) ); |
| addTestConfiguration( TEST_NAME4, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4, new String[] { "R" }) ); |
| addTestConfiguration( TEST_NAME5, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME5, new String[] { "R" }) ); |
| } |
| |
| @Test |
| public void testFunctionSizePropagationSameInput() { |
| runIPASizePropagationMultipleFunctionsTest(TEST_NAME1, false); |
| } |
| |
| @Test |
| public void testFunctionSizePropagationEqualDimsUnknownNnzRight() { |
| runIPASizePropagationMultipleFunctionsTest(TEST_NAME2, false); |
| } |
| |
| @Test |
| public void testFunctionSizePropagationEqualDimsUnknownNnzLeft() { |
| runIPASizePropagationMultipleFunctionsTest(TEST_NAME3, false); |
| } |
| |
| @Test |
| public void testFunctionSizePropagationEqualDimsUnknownNnz() { |
| runIPASizePropagationMultipleFunctionsTest(TEST_NAME4, false); |
| } |
| |
| @Test |
| public void testFunctionSizePropagationDifferentDimsUnary() { |
| runIPASizePropagationMultipleFunctionsTest(TEST_NAME5, false); |
| } |
| |
| @Test |
| public void testFunctionSizePropagationSameInputIPA() { |
| runIPASizePropagationMultipleFunctionsTest(TEST_NAME1, true); |
| } |
| |
| @Test |
| public void testFunctionSizePropagationEqualDimsUnknownNnzRightIPA() { |
| runIPASizePropagationMultipleFunctionsTest(TEST_NAME2, true); |
| } |
| |
| @Test |
| public void testFunctionSizePropagationEqualDimsUnknownNnzLeftIPA() { |
| runIPASizePropagationMultipleFunctionsTest(TEST_NAME3, true); |
| } |
| |
| @Test |
| public void testFunctionSizePropagationEqualDimsUnknownNnzIPA() { |
| runIPASizePropagationMultipleFunctionsTest(TEST_NAME4, true); |
| } |
| |
| @Test |
| public void testFunctionSizePropagationDifferentDimsIPAUnary() { |
| runIPASizePropagationMultipleFunctionsTest(TEST_NAME5, true); |
| } |
| |
| private void runIPASizePropagationMultipleFunctionsTest( String TEST_NAME, boolean IPA ) |
| { |
| boolean oldFlagIPA = OptimizerUtils.ALLOW_INTER_PROCEDURAL_ANALYSIS; |
| |
| try |
| { |
| TestConfiguration config = getTestConfiguration(TEST_NAME); |
| loadTestConfiguration(config); |
| |
| String HOME = SCRIPT_DIR + TEST_DIR; |
| fullDMLScriptName = HOME + TEST_NAME + ".dml"; |
| programArgs = new String[]{"-args", input("V"), output("R") }; |
| |
| fullRScriptName = HOME + TEST_NAME + ".R"; |
| rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " + expectedDir(); |
| |
| OptimizerUtils.ALLOW_INTER_PROCEDURAL_ANALYSIS = IPA; |
| |
| //generate input data |
| double[][] V = getRandomMatrix(rows, cols, 0, 1, sparsity, 7); |
| writeInputMatrixWithMTD("V", V, true); |
| |
| //run tests |
| runTest(true, false, null, -1); |
| runRScript(true); |
| |
| //compare matrices |
| HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromHDFS("R"); |
| HashMap<CellIndex, Double> rfile = readRMatrixFromFS("R"); |
| TestUtils.compareMatrices(dmlfile, rfile, 1e-10, "Stat-DML", "Stat-R"); |
| |
| //check expected number of compiled and executed Spark jobs |
| int expectedNumCompiled = (IPA) ? ((TEST_NAME.equals(TEST_NAME5))?2:1) : |
| (TEST_NAME.equals(TEST_NAME5)?6:5); //reblock, rix, +, write + 1 per fun |
| int expectedNumExecuted = 0; |
| |
| checkNumCompiledSparkInst(expectedNumCompiled); |
| checkNumExecutedSparkInst(expectedNumExecuted); |
| } |
| finally { |
| OptimizerUtils.ALLOW_INTER_PROCEDURAL_ANALYSIS = oldFlagIPA; |
| } |
| } |
| } |