Moved generator from EmbeddedMontiArcDL to this repo.

.gitignore

+target
+nppBackup
+.project
+.settings
+.classpath
+.idea
+.git
+
+*.iml

.travis.yml

+script:
+- git checkout ${TRAVIS_BRANCH}
+- mvn clean install cobertura:cobertura org.eluder.coveralls:coveralls-maven-plugin:report --settings "settings.xml"
+after_success:
+- if [ "${TRAVIS_BRANCH}" == "master" ]; then mvn -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -B deploy --debug --settings "./settings.xml"; fi

src/license/se/license.txt

+
+ ******************************************************************************
+ 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/>.
+*******************************************************************************

src/main/java/de/monticore/lang/monticar/emadl/generator/AbstractSymtab.java

+/**
+ *
+ *  ******************************************************************************
+ *  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 de.monticore.ModelingLanguageFamily;
+import de.monticore.io.paths.ModelPath;
+import de.monticore.lang.embeddedmontiarc.LogConfig;
+import de.monticore.lang.embeddedmontiarc.embeddedmontiarc._symboltable.ConstantPortSymbol;
+import de.monticore.lang.monticar.emadl._symboltable.EMADLLanguage;
+import de.monticore.lang.monticar.enumlang._symboltable.EnumLangLanguage;
+import de.monticore.lang.monticar.generator.cpp.converter.MathConverter;
+import de.monticore.lang.monticar.generator.optimization.ThreadingOptimizer;
+import de.monticore.lang.monticar.generator.order.nfp.TagBreakpointsTagSchema.TagBreakpointsTagSchema;
+import de.monticore.lang.monticar.generator.order.nfp.TagDelayTagSchema.TagDelayTagSchema;
+import de.monticore.lang.monticar.generator.order.nfp.TagExecutionOrderTagSchema.TagExecutionOrderTagSchema;
+import de.monticore.lang.monticar.generator.order.nfp.TagInitTagSchema.TagInitTagSchema;
+import de.monticore.lang.monticar.generator.order.nfp.TagMinMaxTagSchema.TagMinMaxTagSchema;
+import de.monticore.lang.monticar.generator.order.nfp.TagTableTagSchema.TagTableTagSchema;
+import de.monticore.lang.monticar.generator.order.nfp.TagThresholdTagSchema.TagThresholdTagSchema;
+import de.monticore.lang.monticar.streamunits._symboltable.StreamUnitsLanguage;
+import de.monticore.lang.monticar.struct._symboltable.StructLanguage;
+import de.monticore.lang.tagging._symboltable.TaggingResolver;
+import de.monticore.symboltable.GlobalScope;
+import de.monticore.symboltable.Scope;
+
+import java.nio.file.Paths;
+import java.util.Arrays;
+
+public class AbstractSymtab {
+    public static TaggingResolver createSymTabAndTaggingResolver(String... modelPath) {
+        Scope scope = createSymTab(modelPath);
+        TaggingResolver tagging = new TaggingResolver(scope, Arrays.asList(modelPath));
+        TagMinMaxTagSchema.registerTagTypes(tagging);
+        TagTableTagSchema.registerTagTypes(tagging);
+        TagBreakpointsTagSchema.registerTagTypes(tagging);
+        TagExecutionOrderTagSchema.registerTagTypes(tagging);
+        TagInitTagSchema.registerTagTypes(tagging);
+        TagThresholdTagSchema.registerTagTypes(tagging);
+        TagDelayTagSchema.registerTagTypes(tagging);
+        return tagging;
+    }
+
+    public static Scope createSymTab(String... modelPath) {
+        ConstantPortSymbol.resetLastID();
+        MathConverter.resetIDs();
+        ThreadingOptimizer.resetID();
+        ModelingLanguageFamily fam = new ModelingLanguageFamily();
+        EMADLLanguage montiArcLanguage = new EMADLLanguage();
+
+        fam.addModelingLanguage(montiArcLanguage);
+        fam.addModelingLanguage(new StreamUnitsLanguage());
+        fam.addModelingLanguage(new StructLanguage());
+        fam.addModelingLanguage(new EnumLangLanguage());
+        final ModelPath mp = new ModelPath();
+        for (String m : modelPath) {
+            mp.addEntry(Paths.get(m));
+        }
+        LogConfig.init();//TODO comment for debug output
+        GlobalScope scope = new GlobalScope(mp, fam);
+        de.monticore.lang.monticar.Utils.addBuiltInTypes(scope);
+        return scope;
+    }
+}

src/main/java/de/monticore/lang/monticar/emadl/generator/EMADLGeneratorCli.java

+/**
+ *
+ *  ******************************************************************************
+ *  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 de.se_rwth.commons.logging.Log;
+import freemarker.template.TemplateException;
+import org.apache.commons.cli.*;
+
+import java.io.IOException;
+
+public class EMADLGeneratorCli {
+
+    public static final Option OPTION_MODELS_PATH = Option.builder("m")
+            .longOpt("models-dir")
+            .desc("full path to directory with EMADL models e.g. C:\\Users\\vpupkin\\proj\\MyAwesomeAutopilot\\src\\main\\emam")
+            .hasArg(true)
+            .required(true)
+            .build();
+
+    public static final Option OPTION_ROOT_MODEL = Option.builder("r")
+            .longOpt("root-model")
+            .desc("fully qualified name of the root model e.g. de.rwth.vpupkin.modeling.mySuperAwesomeAutopilotComponent")
+            .hasArg(true)
+            .required(true)
+            .build();
+
+    public static final Option OPTION_OUTPUT_PATH = Option.builder("o")
+            .longOpt("output-dir")
+            .desc("full path to output directory for tests e.g. C:\\Users\\vpupkin\\proj\\MyAwesomeAutopilot\\target\\gen-cpp")
+            .hasArg(true)
+            .required(false)
+            .build();
+
+    private EMADLGeneratorCli() {
+    }
+
+    public static void main(String[] args) {
+        Options options = getOptions();
+        CommandLineParser parser = new DefaultParser();
+        CommandLine cliArgs = parseArgs(options, parser, args);
+        if (cliArgs != null) {
+            runGenerator(cliArgs);
+        }
+    }
+
+    private static Options getOptions() {
+        Options options = new Options();
+        options.addOption(OPTION_MODELS_PATH);
+        options.addOption(OPTION_ROOT_MODEL);
+        options.addOption(OPTION_OUTPUT_PATH);
+        return options;
+    }
+
+    private static CommandLine parseArgs(Options options, CommandLineParser parser, String[] args) {
+        CommandLine cliArgs;
+        try {
+            cliArgs = parser.parse(options, args);
+        } catch (ParseException e) {
+            System.err.println("argument parsing exception: " + e.getMessage());
+            System.exit(1);
+            return null;
+        }
+        return cliArgs;
+    }
+
+    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();
+        if (outputPath != null){
+            generator.setGenerationTargetPath(outputPath);
+        }
+        try{
+            generator.generate(cliArgs.getOptionValue(OPTION_MODELS_PATH.getOpt()), rootModelName);
+        }
+        catch (IOException e){
+            Log.error("io error during generation", e);
+            System.exit(1);
+        }
+        catch (TemplateException e){
+            Log.error("template error during generation", e);
+            System.exit(1);
+        }
+    }
+}

src/main/java/de/monticore/lang/monticar/emadl/generator/TemplateConfiguration.java

+/**
+ *
+ *  ******************************************************************************
+ *  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

+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/main/resources/templates/CNNTranslator.ftl

+#ifndef CNNTRANSLATOR_H
+#define CNNTRANSLATOR_H
+#include <armadillo>
+#include <cassert>
+
+using namespace std;
+using namespace arma;
+
+class CNNTranslator{
+public:
+    template<typename T> static void addColToSTDVector(const Col<T> &source, vector<float> &data){
+        for(size_t i = 0; i < source.n_elem; i++){
+            data.push_back((float) source(i));
+        }
+    }
+
+    template<typename T> static void addRowToSTDVector(const subview_row<T> &source, vector<float> &data){
+        for(size_t i = 0; i < source.n_elem; i++){
+            data.push_back((float) source(i));
+        }
+    }
+
+    template<typename T> static void addRowToSTDVector(const Row<T> &source, vector<float> &data){
+        for(size_t i = 0; i < source.n_elem; i++){
+            data.push_back((float) source(i));
+        }
+    }
+
+    template<typename T> static void addMatToSTDVector(const Mat<T> &source, vector<float> &data){
+        for(size_t i = 0; i < source.n_rows; i++){
+            addRowToSTDVector(source.row(i), data);
+        }
+    }
+
+
+    template<typename T> static vector<float> translate(const Col<T> &source){
+        size_t size = source.n_elem;
+        vector<float> data;
+        data.reserve(size);
+        addColToSTDVector(source, data);
+        return data;
+    }
+
+    template<typename T> static vector<float> translate(const Row<T> &source){
+        size_t size = source.n_elem;
+        vector<float> data;
+        data.reserve(size);
+        addRowToSTDVector(source, data);
+        return data;
+    }
+
+    template<typename T> static vector<float> translate(const Mat<T> &source){
+        size_t size = source.n_elem;
+        vector<float> data;
+        data.reserve(size);
+        addMatToSTDVector(source, data);
+        return data;
+    }
+
+    template<typename T> static vector<float> translate(const Cube<T> &source){
+        size_t size = source.n_elem;
+        vector<float> data;
+        data.reserve(size);
+        for(size_t i = 0; i < source.n_slices; i++){
+            addMatToSTDVector(source.slice(i), data);
+        }
+        return data;
+    }
+
+    static vec translateToCol(const vector<float> &source, const vector<size_t> &shape){
+        assert(shape.size() == 1);
+        vec column(shape[0]);
+        for(size_t i = 0; i < source.size(); i++){
+            column(i) = (double) source[i];
+        }
+        return column;
+    }
+
+    static mat translateToMat(const vector<float> &source, const vector<size_t> &shape){
+        assert(shape.size() == 2);
+        mat matrix(shape[1], shape[0]); //create transposed version of the matrix
+        int startPos = 0;
+        int endPos = matrix.n_rows;
+        const vector<size_t> columnShape = {matrix.n_rows};
+        for(size_t i = 0; i < matrix.n_cols; i++){
+            vector<float> colSource(&source[startPos], &source[endPos]);
+            matrix.col(i) = translateToCol(colSource, columnShape);
+            startPos = endPos;
+            endPos += matrix.n_rows;
+        }
+        return matrix.t();
+    }
+
+    static cube translateToCube(const vector<float> &source, const vector<size_t> &shape){
+        assert(shape.size() == 3);
+        cube cubeMatrix(shape[1], shape[2], shape[0]);
+        const int matrixSize = shape[1] * shape[2];
+        const vector<size_t> matrixShape = {shape[1], shape[2]};
+        int startPos = 0;
+        int endPos = matrixSize;
+        for(size_t i = 0; i < cubeMatrix.n_slices; i++){
+            vector<float> matrixSource(&source[startPos], &source[endPos]);
+            cubeMatrix.slice(i) = translateToMat(matrixSource, matrixShape);
+            startPos = endPos;
+            endPos += matrixSize;
+        }
+        return cubeMatrix;
+    }
+
+    template<typename T> static vector<size_t> getShape(const Col<T> &source){
+        return {source.n_elem};
+    }
+
+    template<typename T> static vector<size_t> getShape(const Row<T> &source){
+        return {source.n_elem};
+    }
+
+    template<typename T> static vector<size_t> getShape(const Mat<T> &source){
+        return {source.n_rows, source.n_cols};
+    }
+
+    template<typename T> static vector<size_t> getShape(const Cube<T> &source){
+        return {source.n_slices, source.n_rows, source.n_cols};
+    }
+};
+
+#endif

src/test/java/de/monticore/lang/monticar/emadl/AbstractSymtabTest.java

+/**
+ *
+ *  ******************************************************************************
+ *  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;
+
+import de.monticore.lang.monticar.emadl.generator.AbstractSymtab;
+import de.monticore.lang.tagging._symboltable.TaggingResolver;
+import org.junit.Assert;
+
+import java.io.File;
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.util.List;
+import java.util.stream.Collectors;
+
+import static org.junit.Assert.assertTrue;
+
+public class AbstractSymtabTest {
+    protected static TaggingResolver createSymTab(String... modelPath) {
+
+        return AbstractSymtab.createSymTabAndTaggingResolver(modelPath);
+    }
+
+    public static void checkFilesAreEqual(Path generationPath, Path resultsPath, List<String> fileNames) {
+        for (String fileName : fileNames){
+            File genFile = new File(generationPath.toString() + "/" + fileName);
+            File fileTarget = new File(resultsPath.toString() + "/" + fileName);
+            assertTrue(areBothFilesEqual(genFile, fileTarget));
+        }
+    }
+
+    public static boolean areBothFilesEqual(File file1, File file2) {
+        if (!file1.exists()) {
+            Assert.fail("file does not exist: " + file1.getAbsolutePath());
+            return false;
+        }
+        if (!file2.exists()) {
+            Assert.fail("file does not exist: " + file2.getAbsolutePath());
+            return false;
+        }
+        List<String> lines1;
+        List<String> lines2;
+        try {
+            lines1 = Files.readAllLines(file1.toPath());
+            lines2 = Files.readAllLines(file2.toPath());
+        } catch (IOException e) {
+            e.printStackTrace();
+            Assert.fail("IO error: " + e.getMessage());
+            return false;
+        }
+        lines1 = discardEmptyLines(lines1);
+        lines2 = discardEmptyLines(lines2);
+        if (lines1.size() != lines2.size()) {
+            Assert.fail(
+                    "files have different number of lines: "
+                            + file1.getAbsolutePath()
+                            + " has " + lines1
+                            + " lines and " + file2.getAbsolutePath() + " has " + lines2 + " lines"
+            );
+            return false;
+        }
+        int len = lines1.size();
+        for (int i = 0; i < len; i++) {
+            String l1 = lines1.get(i);
+            String l2 = lines2.get(i);
+            Assert.assertEquals("files differ in " + i + " line: "
+                            + file1.getAbsolutePath()
+                            + " has " + l1
+                            + " and " + file2.getAbsolutePath() + " has " + l2,
+                    l1,
+                    l2
+            );
+        }
+        return true;
+    }
+
+    private static List<String> discardEmptyLines(List<String> lines) {
+        return lines.stream()
+                .map(String::trim)
+                .filter(l -> !l.isEmpty())
+                .collect(Collectors.toList());
+    }
+}

src/test/java/de/monticore/lang/monticar/emadl/GenerationTest.java

+/**
+ *
+ *  ******************************************************************************
+ *  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;
+
+import de.monticore.lang.monticar.emadl.generator.EMADLGeneratorCli;
+import de.se_rwth.commons.logging.Log;
+import freemarker.template.TemplateException;
+import org.junit.Before;
+import org.junit.Test;
+
+import java.io.IOException;
+import java.nio.file.Paths;
+import java.util.Arrays;
+
+import static junit.framework.TestCase.assertTrue;
+
+public class GenerationTest extends AbstractSymtabTest {
+
+    @Before
+    public void setUp() {
+        // ensure an empty log
+        Log.getFindings().clear();
+        Log.enableFailQuick(false);
+    }
+
+    @Test
+    public void testCifar10Generation() throws IOException, TemplateException {
+        Log.getFindings().clear();
+        String[] args = {"-m", "src/test/resources/models/", "-r", "cifar10.Cifar10Classifier"};
+        EMADLGeneratorCli.main(args);
+        assertTrue(Log.getFindings().isEmpty());
+
+        checkFilesAreEqual(
+                Paths.get("./target/generated-sources-emadl"),
+                Paths.get("./src/test/resources/target_code"),
+                Arrays.asList(
+                        "cifar10_cifar10Classifier.h",
+                        "CNNCreator_cifar10_cifar10Classifier_net.py",
+                        "CNNBufferFile.h",
+                        "CNNPredictor_cifar10_cifar10Classifier_net.h",
+                        "cifar10_cifar10Classifier_net.h",
+                        "CNNTranslator.h",
+                        "cifar10_cifar10Classifier_calculateClass.h",
+                        "CNNTrainer_cifar10_Cifar10Classifier.py"));
+    }
+
+    @Test
+    public void testSimulatorGeneration() throws IOException, TemplateException {
+        Log.getFindings().clear();
+        String[] args = {"-m", "src/test/resources/models/", "-r", "simulator.MainController"};
+        EMADLGeneratorCli.main(args);
+        assertTrue(Log.getFindings().isEmpty());
+    }
+
+    @Test
+    public void testAddGeneration() throws IOException, TemplateException {
+        Log.getFindings().clear();
+        String[] args = {"-m", "src/test/resources/models/", "-r", "Add"};
+        EMADLGeneratorCli.main(args);
+        assertTrue(Log.getFindings().isEmpty());
+    }
+
+    @Test
+    public void testAlexnetGeneration() throws IOException, TemplateException {
+        Log.getFindings().clear();
+        String[] args = {"-m", "src/test/resources/models/", "-r", "Alexnet"};
+        EMADLGeneratorCli.main(args);
+        assertTrue(Log.getFindings().isEmpty());
+    }
+
+    @Test
+    public void testResNeXtGeneration() throws IOException, TemplateException {
+        Log.getFindings().clear();
+        String[] args = {"-m", "src/test/resources/models/", "-r", "ResNeXt50"};
+        EMADLGeneratorCli.main(args);
+        assertTrue(Log.getFindings().isEmpty());
+    }
+
+    @Test
+    public void testThreeInputGeneration() throws IOException, TemplateException {
+        Log.getFindings().clear();
+        String[] args = {"-m", "src/test/resources/models/", "-r", "ThreeInputCNN_M14"};
+        EMADLGeneratorCli.main(args);
+        assertTrue(Log.getFindings().size() == 1);
+    }
+
+    @Test
+    public void testMultipleOutputsGeneration() throws IOException, TemplateException {
+        Log.getFindings().clear();<