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/*
* 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.mlcontext;
import static org.junit.Assert.fail;
import java.io.ByteArrayOutputStream;
import java.io.PrintStream;
import org.apache.commons.lang3.tuple.ImmutablePair;
import org.apache.commons.lang3.tuple.Pair;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.sql.SparkSession;
import org.apache.sysds.api.mlcontext.MLContext;
import org.apache.sysds.api.mlcontext.MLContextUtil;
import org.apache.sysds.api.mlcontext.MLResults;
import org.apache.sysds.api.mlcontext.Script;
import org.apache.sysds.api.mlcontext.ScriptExecutor;
import org.apache.sysds.test.AutomatedTestBase;
import org.junit.After;
import org.junit.AfterClass;
import org.junit.BeforeClass;
/**
* Abstract class that can be used for MLContext tests.
* <p>
* Note that if using the setUp() method of MLContextTestBase, the test directory and test name can be specified if
* needed in the subclass.
* <p>
*
* Example:
*
* <pre>
* public MLContextTestExample() {
* testDir = this.getClass().getPackage().getName().replace(".", File.separator);
* testName = this.getClass().getSimpleName();
* }
* </pre>
*
*/
public abstract class MLContextTestBase extends AutomatedTestBase {
protected static SparkSession spark;
protected static JavaSparkContext sc;
protected static MLContext ml;
protected String testDir = null;
protected String testName = null;
@Override
public void setUp() {
Class<? extends MLContextTestBase> clazz = this.getClass();
String dir = (testDir == null) ? "functions/mlcontext/" : testDir;
String name = (testName == null) ? clazz.getSimpleName() : testName;
addTestConfiguration(dir, name);
getAndLoadTestConfiguration(name);
}
@BeforeClass
public static void setUpClass() {
spark = createSystemDSSparkSession("SystemDS MLContext Test", "local");
ml = new MLContext(spark);
sc = MLContextUtil.getJavaSparkContext(ml);
}
@After
@Override
public void tearDown() {
super.tearDown();
}
@AfterClass
public static void tearDownClass() {
// stop underlying spark context to allow single jvm tests (otherwise
// the next test that tries to create a SparkContext would fail)
spark.stop();
sc = null;
spark = null;
ml.close();
ml = null;
}
public static Pair<MLResults, String> executeAndCaptureStdOut(Script script){
ByteArrayOutputStream buff = new ByteArrayOutputStream();
PrintStream ps = new PrintStream(buff);
PrintStream old = System.out;
System.setOut(ps);
MLResults res = safeExecute(buff, script, null);
System.out.flush();
System.setOut(old);
return new ImmutablePair<>(res, buff.toString());
}
public static Pair<MLResults, String> executeAndCaptureStdOut(Script script, Class<?> expectedException){
if(expectedException == null){
return executeAndCaptureStdOut(script);
}
ByteArrayOutputStream buff = new ByteArrayOutputStream();
PrintStream ps = new PrintStream(buff);
PrintStream old = System.out;
System.setOut(ps);
MLResults res= unsafeExecute(script, null, expectedException);
System.out.flush();
System.setOut(old);
return new ImmutablePair<>(res, buff.toString());
}
public static Pair<MLResults, String> executeAndCaptureStdOut(MLContext ml, Script script){
ByteArrayOutputStream buff = new ByteArrayOutputStream();
PrintStream ps = new PrintStream(buff);
PrintStream old = System.out;
System.setOut(ps);
MLResults res = safeExecute(buff, script, null);
System.out.flush();
System.setOut(old);
return new ImmutablePair<>(res, buff.toString());
}
public static Pair<MLResults, String> executeAndCaptureStdOut(MLContext ml, Script script, ScriptExecutor sce){
ByteArrayOutputStream buff = new ByteArrayOutputStream();
PrintStream ps = new PrintStream(buff);
PrintStream old = System.out;
System.setOut(ps);
MLResults res = safeExecute(buff, script,sce);
System.out.flush();
System.setOut(old);
return new ImmutablePair<>(res, buff.toString());
}
private static MLResults safeExecute(ByteArrayOutputStream buff, Script script, ScriptExecutor sce){
try {
MLResults res = sce == null ? ml.execute(script): ml.execute(script,sce);
return res;
}
catch(Exception e) {
StringBuilder errorMessage = new StringBuilder();
errorMessage.append("\nfailed to run script: ");
errorMessage.append("\nStandard Out:");
errorMessage.append("\n" + buff);
errorMessage.append("\nStackTrace:");
errorMessage.append(AutomatedTestBase.getStackTraceString(e, 0));
fail(errorMessage.toString());
}
return null;
}
private static MLResults unsafeExecute(Script script, ScriptExecutor sce, Class<?> expectedException){
try {
MLResults res = sce == null ? ml.execute(script): ml.execute(script, sce);
return res;
}
catch(Exception e) {
if(!(e.getClass().equals(expectedException))){
StringBuilder errorMessage = new StringBuilder();
errorMessage.append("\nfailed to run script: ");
errorMessage.append("\nStackTrace:");
errorMessage.append(AutomatedTestBase.getStackTraceString(e, 0));
fail(errorMessage.toString());
}
}
return null;
}
}