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Commit 7f278cce authored by Evgeny Kusmenko's avatar Evgeny Kusmenko
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Merge branch 'adapt_different_backends' into 'master' 

Adapt different backends, moved to a newer EMADL version

See merge request !5
parents 9c3425c2 4e6e6673
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    .gitlab-ci.yml
    View file @ 7f278cce
    ......@@ -28,20 +28,23 @@ masterJobLinux:
    image: maven:3-jdk-8
    script:
    - mvn -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -B clean deploy --settings settings.xml
    - cat target/site/jacoco/index.html
    - mvn package sonar:sonar -s settings.xml
    only:
    - master
    masterJobWindows:
    stage: windows
    script:
    - mvn -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -B clean install --settings settings.xml
    tags:
    - Windows10
    #masterJobWindows:
    # stage: windows
    # script:
    # - mvn -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -B clean install --settings settings.xml
    # tags:
    # - Windows10
    BranchJobLinux:
    stage: linux
    image: maven:3-jdk-8
    script:
    - mvn -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -B clean install --settings settings.xml
    - cat target/site/jacoco/index.html
    except:
    - master
    README.md
    View file @ 7f278cce
    ![pipeline](https://git.rwth-aachen.de/monticore/EmbeddedMontiArc/generators/EMADL2CPP/badges/master/build.svg)
    ![coverage](https://git.rwth-aachen.de/monticore/EmbeddedMontiArc/generators/EMADL2CPP/badges/master/coverage.svg)
    # EMADL2CPP
    Generates CPP/Python code for EmbeddedMontiArcDL.
    See example project [EMADL-Demo](https://git.rwth-aachen.de/thomas.timmermanns/EMADL-Demo) for more information on how the generated code can be used.
    \ No newline at end of file
    pom.xml
    View file @ 7f278cce
    ......@@ -8,17 +8,18 @@
    <groupId>de.monticore.lang.monticar</groupId>
    <artifactId>embedded-montiarc-emadl-generator</artifactId>
    <version>0.2.1-SNAPSHOT</version>
    <version>0.2.2-SNAPSHOT</version>
    <!-- == PROJECT DEPENDENCIES ============================================= -->
    <properties>
    <!-- .. SE-Libraries .................................................. -->
    <emadl.version>0.2.1-SNAPSHOT</emadl.version>
    <CNNTrain.version>0.2.1-SNAPSHOT</CNNTrain.version>
    <cnnarch-generator.version>0.2.1-SNAPSHOT</cnnarch-generator.version>
    <embedded-montiarc-math-generator>0.0.10</embedded-montiarc-math-generator>
    <emadl.version>0.2.2-SNAPSHOT</emadl.version>
    <CNNTrain.version>0.2.4-SNAPSHOT</CNNTrain.version>
    <cnnarch-mxnet-generator.version>0.2.3-SNAPSHOT</cnnarch-mxnet-generator.version>
    <cnnarch-caffe2-generator.version>0.2.2-SNAPSHOT</cnnarch-caffe2-generator.version>
    <embedded-montiarc-math-generator>0.0.25-SNAPSHOT</embedded-montiarc-math-generator>
    <!-- .. Libraries .................................................. -->
    <guava.version>18.0</guava.version>
    ......@@ -31,6 +32,7 @@
    <compiler.plugin>3.3</compiler.plugin>
    <source.plugin>2.4</source.plugin>
    <shade.plugin>2.4.3</shade.plugin>
    <jacoco.plugin>0.8.1</jacoco.plugin>
    <!-- Classifiers -->
    <grammars.classifier>grammars</grammars.classifier>
    ......@@ -68,7 +70,13 @@
    <dependency>
    <groupId>de.monticore.lang.monticar</groupId>
    <artifactId>cnnarch-mxnet-generator</artifactId>
    <version>${cnnarch-generator.version}</version>
    <version>${cnnarch-mxnet-generator.version}</version>
    </dependency>
    <dependency>
    <groupId>de.monticore.lang.monticar</groupId>
    <artifactId>cnnarch-caffe2-generator</artifactId>
    <version>${cnnarch-caffe2-generator.version}</version>
    </dependency>
    <dependency>
    ......@@ -132,6 +140,27 @@
    <version>2.8.1</version>
    </plugin>
    <!-- Test coverage -->
    <plugin>
    <groupId>org.jacoco</groupId>
    <artifactId>jacoco-maven-plugin</artifactId>
    <version>${jacoco.plugin}</version>
    <executions>
    <execution>
    <id>pre-unit-test</id>
    <goals>
    <goal>prepare-agent</goal>
    </goals>
    </execution>
    <execution>
    <id>post-unit-test</id>
    <phase>test</phase>
    <goals>
    <goal>report</goal>
    </goals>
    </execution>
    </executions>
    </plugin>
    <!-- Other Configuration -->
    <plugin>
    <artifactId>maven-compiler-plugin</artifactId>
    ......
    settings.xml
    View file @ 7f278cce
    ......@@ -57,6 +57,24 @@
    </mirrors>
    <profiles>
    <profile>
    <id>sonar</id>
    <activation>
    <activeByDefault>true</activeByDefault>
    </activation>
    <properties>
    <!-- Optional URL to server. Default value is http://localhost:9000 -->
    <sonar.host.url>
    https://metric.se.rwth-aachen.de
    </sonar.host.url>
    <sonar.login>
    jenkins
    </sonar.login>
    <sonar.password>
    ${env.sonar}
    </sonar.password>
    </properties>
    </profile>
    <profile>
    <id>se-nexus</id>
    ......
    src/main/java/de/monticore/lang/monticar/emadl/generator/Backend.java 0 → 100644
    View file @ 7f278cce
    package de.monticore.lang.monticar.emadl.generator;
    import de.monticore.lang.monticar.cnnarch.CNNArchGenerator;
    import de.monticore.lang.monticar.cnnarch.mxnetgenerator.CNNArch2MxNet;
    import de.monticore.lang.monticar.cnnarch.caffe2generator.CNNArch2Caffe2;
    import java.util.Optional;
    public enum Backend {
    MXNET{
    @Override
    public CNNArchGenerator getGenerator() {
    return new CNNArch2MxNet();
    }
    },
    CAFFE2{
    @Override
    public CNNArchGenerator getGenerator() {
    return new CNNArch2Caffe2();
    }
    };
    public abstract CNNArchGenerator getGenerator();
    public static Optional<Backend> getBackendFromString(String backend){
    switch (backend){
    case "MXNET":
    return Optional.of(MXNET);
    case "CAFFE2":
    return Optional.of(CAFFE2);
    default:
    return Optional.empty();
    }
    }
    }
    src/main/java/de/monticore/lang/monticar/emadl/generator/AbstractSymtab.java → src/main/java/de/monticore/lang/monticar/emadl/generator/EMADLAbstractSymtab.java
    View file @ 7f278cce
    ......@@ -44,7 +44,10 @@ import de.monticore.symboltable.Scope;
    import java.nio.file.Paths;
    import java.util.Arrays;
    public class AbstractSymtab {
    public class EMADLAbstractSymtab {
    public EMADLAbstractSymtab() {
    }
    public static TaggingResolver createSymTabAndTaggingResolver(String... modelPath) {
    Scope scope = createSymTab(modelPath);
    TaggingResolver tagging = new TaggingResolver(scope, Arrays.asList(modelPath));
    ......
    src/main/java/de/monticore/lang/monticar/emadl/generator/EMADLGenerator.java
    View file @ 7f278cce
    ......@@ -22,14 +22,18 @@ package de.monticore.lang.monticar.emadl.generator;
    import com.google.common.base.Joiner;
    import com.google.common.base.Splitter;
    import com.google.common.base.Charsets;
    import com.google.common.io.Resources;
    import de.monticore.io.paths.ModelPath;
    import de.monticore.lang.embeddedmontiarc.embeddedmontiarc._symboltable.ComponentSymbol;
    import de.monticore.lang.embeddedmontiarc.embeddedmontiarc._symboltable.ExpandedComponentInstanceSymbol;
    import de.monticore.lang.math.math._symboltable.MathStatementsSymbol;
    import de.monticore.lang.math._symboltable.MathStatementsSymbol;
    import de.monticore.lang.monticar.cnnarch.CNNArchGenerator;
    import de.monticore.lang.monticar.cnnarch._symboltable.ArchitectureSymbol;
    import de.monticore.lang.monticar.cnnarch.generator.CNNArchGenerator;
    import de.monticore.lang.monticar.cnntrain._cocos.CNNTrainCocos;
    import de.monticore.lang.monticar.cnntrain._symboltable.CNNTrainCompilationUnitSymbol;
    import de.monticore.lang.monticar.cnntrain._symboltable.CNNTrainLanguage;
    import de.monticore.lang.monticar.cnntrain.generator.CNNTrainGenerator;
    import de.monticore.lang.monticar.cnntrain._symboltable.ConfigurationSymbol;
    import de.monticore.lang.monticar.emadl._cocos.EMADLCocos;
    import de.monticore.lang.monticar.generator.FileContent;
    import de.monticore.lang.monticar.generator.cpp.ArmadilloHelper;
    ......@@ -42,11 +46,10 @@ import de.monticore.symboltable.GlobalScope;
    import de.monticore.symboltable.Scope;
    import de.se_rwth.commons.Splitters;
    import de.se_rwth.commons.logging.Log;
    import freemarker.template.Template;
    import freemarker.template.TemplateException;
    import java.io.IOException;
    import java.io.StringWriter;
    import java.io.*;
    import java.nio.charset.Charset;
    import java.nio.file.Files;
    import java.nio.file.Path;
    import java.nio.file.Paths;
    ......@@ -55,19 +58,19 @@ import java.util.*;
    public class EMADLGenerator {
    public static final String CNN_HELPER = "CNNTranslator";
    public static final String CNN_TRAINER = "CNNTrainer";
    private GeneratorCPP emamGen;
    private CNNArchGenerator cnnArchGenerator;
    private String modelsPath;
    public EMADLGenerator() {
    public EMADLGenerator(Backend backend) {
    emamGen = new GeneratorCPP();
    emamGen.useArmadilloBackend();
    emamGen.setGenerationTargetPath("./target/generated-sources-emadl/");
    cnnArchGenerator = backend.getGenerator();
    }
    private String modelsPath;
    public String getModelsPath() {
    return modelsPath;
    }
    ......@@ -100,7 +103,7 @@ public class EMADLGenerator {
    public void generate(String modelPath, String qualifiedName) throws IOException, TemplateException {
    setModelsPath( modelPath );
    TaggingResolver symtab = AbstractSymtab.createSymTabAndTaggingResolver(getModelsPath());
    TaggingResolver symtab = EMADLAbstractSymtab.createSymTabAndTaggingResolver(getModelsPath());
    ComponentSymbol component = symtab.<ComponentSymbol>resolve(qualifiedName, ComponentSymbol.KIND).orElse(null);
    List<String> splitName = Splitters.DOT.splitToList(qualifiedName);
    ......@@ -131,7 +134,7 @@ public class EMADLGenerator {
    generateComponent(fileContents, allInstances, taggingResolver, componentInstanceSymbol, symtab);
    fileContents.add(generateCNNTrainer(allInstances, componentInstanceSymbol.getComponentType().getFullName().replaceAll("\\.", "_")));
    fileContents.addAll(generateCNNTrainer(allInstances, componentInstanceSymbol.getComponentType().getFullName().replaceAll("\\.", "_")));
    fileContents.add(ArmadilloHelper.getArmadilloHelperFileContent());
    TypesGeneratorCPP tg = new TypesGeneratorCPP();
    fileContents.addAll(tg.generateTypes(TypeConverter.getTypeSymbols()));
    ......@@ -185,7 +188,6 @@ public class EMADLGenerator {
    }
    public void generateCNN(List<FileContent> fileContents, TaggingResolver taggingResolver, ExpandedComponentInstanceSymbol instance, ArchitectureSymbol architecture){
    CNNArchGenerator cnnArchGenerator = new CNNArchGenerator();
    Map<String,String> contentMap = cnnArchGenerator.generateStrings(architecture);
    String fullName = instance.getFullName().replaceAll("\\.", "_");
    ......@@ -206,7 +208,7 @@ public class EMADLGenerator {
    fileContents.add(new FileContent(contentMap.get(fileName), fileName));
    }
    fileContents.add(componentFileContent);
    fileContents.add(new FileContent(processTemplate(new HashMap<>(), CNN_HELPER), CNN_HELPER + ".h"));
    fileContents.add(new FileContent(readResource("CNNTranslator.h", Charsets.UTF_8), "CNNTranslator.h"));
    }
    protected String transformComponent(String component, String predictorClassName, String executeMethod){
    ......@@ -215,7 +217,7 @@ public class EMADLGenerator {
    //insert includes
    component = component.replaceFirst("using namespace",
    "#include \"" + predictorClassName + ".h" + "\"\n" +
    "#include \"" + CNN_HELPER + ".h" + "\"\n" +
    "#include \"CNNTranslator.h\"\n" +
    "using namespace");
    //insert network attribute
    ......@@ -252,34 +254,28 @@ public class EMADLGenerator {
    }
    }
    public FileContent generateCNNTrainer(Set<ExpandedComponentInstanceSymbol> allInstances, String mainComponentName){
    List<ExpandedComponentInstanceSymbol> cnnInstances = new ArrayList<>();
    List<String> trainParams = new ArrayList<>();
    Set<String> componentNames = new HashSet<>();
    for (ExpandedComponentInstanceSymbol componentInstance : allInstances){
    public List<FileContent> generateCNNTrainer(Set<ExpandedComponentInstanceSymbol> allInstances, String mainComponentName) {
    List<String> cnnInstanceNames = new ArrayList<>();
    List<ConfigurationSymbol> configurations = new ArrayList<>();
    for (ExpandedComponentInstanceSymbol componentInstance : allInstances) {
    ComponentSymbol component = componentInstance.getComponentType().getReferencedSymbol();
    Optional<ArchitectureSymbol> architecture = component.getSpannedScope().resolve("", ArchitectureSymbol.KIND);
    if (architecture.isPresent()){
    String fileContent = getTrainingParamsForComponent(mainComponentName, component, componentInstance);
    if (!fileContent.isEmpty()) {
    trainParams.add(fileContent);
    }
    cnnInstances.add(componentInstance);
    componentNames.add(component.getFullName());
    if (architecture.isPresent()) {
    ConfigurationSymbol configuration = getTrainingConfiguration(mainComponentName, component, componentInstance);
    configurations.add(configuration);
    cnnInstanceNames.add(componentInstance.getFullName().replaceAll("\\.", "_"));
    }
    }
    Map<String, Object> ftlContext = new HashMap<>();
    ftlContext.put("instances", cnnInstances);
    ftlContext.put("componentNames", componentNames);
    ftlContext.put("trainParams", trainParams);
    return new FileContent(processTemplate(ftlContext, CNN_TRAINER), CNN_TRAINER + "_" + mainComponentName + ".py");
    List<FileContent> fileContents = new ArrayList<>();
    Map<String, String> fileContentMap = cnnArchGenerator.generateTrainer(configurations, cnnInstanceNames, mainComponentName);
    for (String fileName : fileContentMap.keySet()){
    fileContents.add(new FileContent(fileContentMap.get(fileName), fileName));
    }
    return fileContents;
    }
    private String getTrainingParamsForComponent(String mainComponentName, ComponentSymbol component, ExpandedComponentInstanceSymbol instance) {
    public ConfigurationSymbol getTrainingConfiguration(String mainComponentName, ComponentSymbol component, ExpandedComponentInstanceSymbol instance) {
    String configFilename;
    String mainComponentConfigFilename = mainComponentName.replaceAll("\\.", "/");
    String componentConfigFilename = component.getFullName().replaceAll("\\.", "/");
    ......@@ -300,7 +296,7 @@ public class EMADLGenerator {
    + getModelsPath() + componentConfigFilename + ".cnnt', '"
    + getModelsPath() + mainComponentConfigFilename + ".cnnt'." +
    " These files denote respectively the configuration for the single instance, the component or the whole system.");
    return "";
    return null;
    }
    //should be removed when CNNTrain supports packages
    ......@@ -309,29 +305,32 @@ public class EMADLGenerator {
    Path modelPath = Paths.get(getModelsPath() + Joiner.on("/").join(names.subList(0,names.size()-1)));
    //
    CNNTrainGenerator cnnTrainGenerator = new CNNTrainGenerator();
    //CNNTrainGenerator cnnTrainGenerator = new CNNTrainGenerator(); //No need of cnnTrainGenerator since cnnArchGenerator can also generateTrainer()
    final ModelPath mp = new ModelPath(modelPath);
    GlobalScope trainScope = new GlobalScope(mp, new CNNTrainLanguage());
    Map.Entry<String, String> fileContents = cnnTrainGenerator.generateFileContent( trainScope, configFilename );
    return fileContents.getValue();
    Optional<CNNTrainCompilationUnitSymbol> compilationUnit = trainScope.resolve(configFilename, CNNTrainCompilationUnitSymbol.KIND);
    if (!compilationUnit.isPresent()){
    Log.error("CNNTrainCompilationUnitSymbol is empty. Could not resolve configuration " + configFilename);
    System.exit(1);
    }
    CNNTrainCocos.checkAll(compilationUnit.get());
    ConfigurationSymbol configuration = compilationUnit.get().getConfiguration();
    return configuration;
    }
    protected String processTemplate(Map<String, Object> ftlContext, String templateNameWithoutEnding){
    StringWriter writer = new StringWriter();
    String templateName = templateNameWithoutEnding + ".ftl";
    try{
    Template template = TemplateConfiguration.get().getTemplate(templateName);
    template.process(ftlContext, writer);
    }
    catch (IOException e) {
    Log.error("Freemarker could not find template " + templateName + " :\n" + e.getMessage());
    public String readResource(final String fileName, Charset charset) {
    try {
    return Resources.toString(Resources.getResource(fileName), charset);
    } catch (IllegalArgumentException e) {
    System.err.println("Resource file " + fileName + " not found");
    System.exit(1);
    }
    catch (TemplateException e){
    Log.error("An exception occured in template " + templateName + " :\n" + e.getMessage());
    return null;
    } catch (IOException e) {
    System.err.println("IO Error occurred");
    System.exit(1);
    return null;
    }
    return writer.toString();
    }
    }
    src/main/java/de/monticore/lang/monticar/emadl/generator/EMADLGeneratorCli.java
    View file @ 7f278cce
    ......@@ -26,6 +26,7 @@ import freemarker.template.TemplateException;
    import org.apache.commons.cli.*;
    import java.io.IOException;
    import java.util.Optional;
    public class EMADLGeneratorCli {
    ......@@ -49,6 +50,12 @@ public class EMADLGeneratorCli {
    .hasArg(true)
    .required(false)
    .build();
    public static final Option OPTION_BACKEND = Option.builder("b")
    .longOpt("backend")
    .desc("deep-learning-framework backend. Options: MXNET, CAFFE2")
    .hasArg(true)
    .required(false)
    .build();
    private EMADLGeneratorCli() {
    }
    ......@@ -67,6 +74,7 @@ public class EMADLGeneratorCli {
    options.addOption(OPTION_MODELS_PATH);
    options.addOption(OPTION_ROOT_MODEL);
    options.addOption(OPTION_OUTPUT_PATH);
    options.addOption(OPTION_BACKEND);
    return options;
    }
    ......@@ -85,7 +93,21 @@ public class EMADLGeneratorCli {
    private static void runGenerator(CommandLine cliArgs) {
    String rootModelName = cliArgs.getOptionValue(OPTION_ROOT_MODEL.getOpt());
    String outputPath = cliArgs.getOptionValue(OPTION_OUTPUT_PATH.getOpt());
    EMADLGenerator generator = new EMADLGenerator();
    String backendString = cliArgs.getOptionValue(OPTION_BACKEND.getOpt());
    final String DEFAULT_BACKEND = "MXNET";
    if (backendString == null) {
    Log.warn("backend not specified. backend set to default value " + DEFAULT_BACKEND);
    backendString = DEFAULT_BACKEND;
    }
    Optional<Backend> backend = Backend.getBackendFromString(backendString);
    if (!backend.isPresent()){
    Log.warn("specified backend " + backendString + " not supported. backend set to default value " + DEFAULT_BACKEND);
    backend = Backend.getBackendFromString(DEFAULT_BACKEND);
    }
    EMADLGenerator generator = new EMADLGenerator(backend.get());
    if (outputPath != null){
    generator.setGenerationTargetPath(outputPath);
    }
    ......
    src/main/java/de/monticore/lang/monticar/emadl/generator/TemplateConfiguration.java deleted 100644 → 0
    View file @ 9c3425c2
    /**
    *
    * ******************************************************************************
    * MontiCAR Modeling Family, www.se-rwth.de
    * Copyright (c) 2017, Software Engineering Group at RWTH Aachen,
    * All rights reserved.
    *
    * This project is free software; you can redistribute it and/or
    * modify it under the terms of the GNU Lesser General Public
    * License as published by the Free Software Foundation; either
    * version 3.0 of the License, or (at your option) any later version.
    * This library is distributed in the hope that it will be useful,
    * but WITHOUT ANY WARRANTY; without even the implied warranty of
    * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
    * Lesser General Public License for more details.
    *
    * You should have received a copy of the GNU Lesser General Public
    * License along with this project. If not, see <http://www.gnu.org/licenses/>.
    * *******************************************************************************
    */
    package de.monticore.lang.monticar.emadl.generator;
    import freemarker.template.Configuration;
    import freemarker.template.TemplateExceptionHandler;
    public class TemplateConfiguration {
    private static TemplateConfiguration instance;
    private Configuration configuration;
    private TemplateConfiguration() {
    configuration = new Configuration(Configuration.VERSION_2_3_23);
    configuration.setClassForTemplateLoading(TemplateConfiguration.class, "/templates/");
    configuration.setDefaultEncoding("UTF-8");
    configuration.setTemplateExceptionHandler(TemplateExceptionHandler.RETHROW_HANDLER);
    }
    public Configuration getConfiguration() {
    return configuration;
    }
    public static Configuration get(){
    if (instance == null){
    instance = new TemplateConfiguration();
    }
    return instance.getConfiguration();
    }
    }
    src/main/resources/templates/CNNTrainer.ftl deleted 100644 → 0
    View file @ 9c3425c2
    import logging
    import mxnet as mx
    <#list instances as instance>
    import CNNCreator_${instance.fullName?replace(".", "_")}
    </#list>
    if __name__ == "__main__":
    logging.basicConfig(level=logging.DEBUG)
    logger = logging.getLogger()
    handler = logging.FileHandler("train.log","w", encoding=None, delay="true")
    logger.addHandler(handler)
    <#list instances as instance>
    ${instance.fullName?replace(".", "_")} = CNNCreator_${instance.fullName?replace(".", "_")}.CNNCreator_${instance.fullName?replace(".", "_")}()
    ${instance.fullName?replace(".", "_")}.train(
    <#if (trainParams[instance_index])??>
    ${trainParams[instance_index]}
    </#if>
    )
    </#list>
    \ No newline at end of file
    src/test/java/de/monticore/lang/monticar/emadl/AbstractSymtabTest.java
    View file @ 7f278cce
    ......@@ -20,7 +20,7 @@
    */
    package de.monticore.lang.monticar.emadl;
    import de.monticore.lang.monticar.emadl.generator.AbstractSymtab;
    import de.monticore.lang.monticar.emadl.generator.EMADLAbstractSymtab;
    import de.monticore.lang.tagging._symboltable.TaggingResolver;
    import org.junit.Assert;
    ......@@ -36,7 +36,7 @@ import static org.junit.Assert.assertTrue;
    public class AbstractSymtabTest {
    protected static TaggingResolver createSymTab(String... modelPath) {
    return AbstractSymtab.createSymTabAndTaggingResolver(modelPath);
    return EMADLAbstractSymtab.createSymTabAndTaggingResolver(modelPath);
    }
    public static void checkFilesAreEqual(Path generationPath, Path resultsPath, List<String> fileNames) {
    ......
    src/test/java/de/monticore/lang/monticar/emadl/GenerationTest.java
    View file @ 7f278cce
    ......@@ -44,7 +44,7 @@ public class GenerationTest extends AbstractSymtabTest {
    @Test
    public void testCifar10Generation() throws IOException, TemplateException {
    Log.getFindings().clear();
    String[] args = {"-m", "src/test/resources/models/", "-r", "cifar10.Cifar10Classifier"};
    String[] args = {"-m", "src/test/resources/models/", "-r", "cifar10.Cifar10Classifier", "-b", "MXNET"};
    EMADLGeneratorCli.main(args);
    assertTrue(Log.getFindings().isEmpty());
    ......@@ -65,7 +65,7 @@ public class GenerationTest extends AbstractSymtabTest {
    @Test
    public void testSimulatorGeneration() throws IOException, TemplateException {
    Log.getFindings().clear();
    String[] args = {"-m", "src/test/resources/models/", "-r", "simulator.MainController"};
    String[] args = {"-m", "src/test/resources/models/", "-r", "simulator.MainController", "-b", "MXNET"};
    EMADLGeneratorCli.main(args);
    assertTrue(Log.getFindings().isEmpty());
    }
    ......@@ -73,7 +73,7 @@ public class GenerationTest extends AbstractSymtabTest {
    @Test
    public void testAddGeneration() throws IOException, TemplateException {
    Log.getFindings().clear();
    String[] args = {"-m", "src/test/resources/models/", "-r", "Add"};
    String[] args = {"-m", "src/test/resources/models/", "-r", "Add", "-b", "MXNET"};
    EMADLGeneratorCli.main(args);
    assertTrue(Log.getFindings().isEmpty());
    }
    ......@@ -81,7 +81,7 @@ public class GenerationTest extends AbstractSymtabTest {
    @Test
    public void testAlexnetGeneration() throws IOException, TemplateException {
    Log.getFindings().clear();
    String[] args = {"-m", "src/test/resources/models/", "-r", "Alexnet"};
    String[] args = {"-m", "src/test/resources/models/", "-r", "Alexnet", "-b", "MXNET"};
    EMADLGeneratorCli.main(args);
    assertTrue(Log.getFindings().isEmpty());
    }
    ......@@ -89,7 +89,7 @@ public class GenerationTest extends AbstractSymtabTest {
    @Test
    public void testResNeXtGeneration() throws IOException, TemplateException {
    Log.getFindings().clear();