Complete rework of the language.

Added keywords 'def', 'group' 'output' and 'repeat'.
Added more tests and architectures of existing networks.

src/main/java/de/monticore/lang/monticar/cnnarch/_ast/ASTMethod.java → src/main/java/de/monticore/lang/monticar/cnnarch/_ast/ASTArgumentListing.java

@@ -20,27 +20,12 @@
  */
 package de.monticore.lang.monticar.cnnarch._ast;
 
+import de.monticore.lang.monticar.cnnarch._ast.ASTArgumentAssignment;
 
-import java.util.LinkedList;
 import java.util.List;
 
-public interface ASTMethod extends ASTMethodTOP {
+public interface ASTArgumentListing extends ASTArgumentListingTOP {
 
-    String getName();
+    List<? extends ASTArgumentAssignment> getArguments();
 
-    default List<? extends ASTArgumentAssignment> getArguments() {
-        return new LinkedList<ASTArgumentAssignment>();
-    }
-
-    default ASTArgumentRhs get(String lhsName) {
-        ASTArgumentRhs rhs = null;
-        lhsName = lhsName.replace("_", "");
-        for (ASTArgumentAssignment assignment : getArguments()) {
-            String assignmentLhs = assignment.getLhs().name();
-            if (assignmentLhs.equalsIgnoreCase(lhsName)) {
-                rhs =  assignment.getRhs();
-            }
-        }
-        return rhs;
-    }
 }

src/main/java/de/monticore/lang/monticar/cnnarch/_cocos/ArchitectureCheck.java

@@ -20,21 +20,20 @@
  */
 package de.monticore.lang.monticar.cnnarch._cocos;
 
-import de.monticore.lang.monticar.cnnarch._ast.*;
+import de.monticore.lang.monticar.cnnarch._ast.ASTArchitecture;
+import de.monticore.lang.monticar.cnnarch._ast.ASTArchitectureElement;
 
 import java.util.List;
 
 public class ArchitectureCheck implements CNNArchASTArchitectureCoCo {
 
-    //private static final ASTFlattenMethod.Builder flattenMethodBuilder = new ASTFlattenMethod.Builder().name("Flatten");
-
     @Override
     public void check(ASTArchitecture node) {
-            completeArchitecture(node.getMainLayers());
+            completeArchitecture(node.getElements());
     }
 
     //set position for each layer and insert flatten layer if necessary
-    private void completeArchitecture(List<ASTMainLayer> layers) {
+    private void completeArchitecture(List<ASTArchitectureElement> layers) {
         /*int pos = 0;
         boolean isConvNet = false;
         int flattenPos = -1;

src/main/java/de/monticore/lang/monticar/cnnarch/_cocos/CNNArchCocos.java

@@ -20,6 +20,7 @@
  */
 package de.monticore.lang.monticar.cnnarch._cocos;
 
+
 public class CNNArchCocos {
 
     public static CNNArchCoCoChecker createChecker() {

src/main/java/de/monticore/lang/monticar/cnnarch/_cocos/DuplicateArgumentCheck.java

@@ -20,6 +20,7 @@
  */
 package de.monticore.lang.monticar.cnnarch._cocos;
 
+
 import de.monticore.lang.monticar.cnnarch._ast.ASTArgumentAssignment;
 import de.monticore.lang.monticar.cnnarch._ast.ASTMethod;
 import de.se_rwth.commons.logging.Log;
@@ -32,7 +33,7 @@ public class DuplicateArgumentCheck implements CNNArchASTMethodCoCo {
     @Override
     public void check(ASTMethod node) {
         Set<Enum> set = new HashSet<>();
-        for (ASTArgumentAssignment assignment : node.getArguments()) {
+        for (ASTArgumentAssignment assignment : node.getArgumentListing().getArguments()) {
             if (set.contains(assignment.getLhs())) {
                 Log.error("0x03011 Multiple assignments of the same argument are not allowed",
                         assignment.get_SourcePositionStart());

src/main/java/de/monticore/lang/monticar/cnnarch/_symboltable/CNNArchLanguage.java

@@ -20,11 +20,6 @@
  */
 package de.monticore.lang.monticar.cnnarch._symboltable;
 
-import de.monticore.symboltable.MutableScope;
-import de.monticore.symboltable.ResolvingConfiguration;
-import de.monticore.symboltable.SymbolTableCreator;
-
-import java.util.Optional;
 
 public class CNNArchLanguage extends CNNArchLanguageTOP {
 

src/main/java/de/monticore/lang/monticar/cnnarch/_symboltable/CNNArchSymbolTableCreator.java

@@ -20,6 +20,7 @@
  */
 package de.monticore.lang.monticar.cnnarch._symboltable;
 
+
 import de.monticore.lang.monticar.cnnarch._ast.ASTArchitecture;
 import de.monticore.lang.monticar.cnnarch._ast.ASTCNNArchCompilationUnit;
 import de.monticore.symboltable.ArtifactScope;
@@ -28,7 +29,10 @@ import de.monticore.symboltable.MutableScope;
 import de.monticore.symboltable.ResolvingConfiguration;
 import de.se_rwth.commons.logging.Log;
 
-import java.util.*;
+import java.util.ArrayList;
+import java.util.Deque;
+import java.util.List;
+import java.util.Optional;
 
 public class CNNArchSymbolTableCreator extends CNNArchSymbolTableCreatorTOP {
 

src/main/java/de/monticore/lang/monticar/cnnarch/datamodel/Activation.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.cnnarch.datamodel;
+
+public class Activation {
+}

src/main/java/de/monticore/lang/monticar/cnnarch/datamodel/Architecture.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.cnnarch.datamodel;
+
+public class Architecture {
+}

src/main/java/de/monticore/lang/monticar/cnnarch/datamodel/BatchNorm.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.cnnarch.datamodel;
+
+public class BatchNorm {
+}

src/main/java/de/monticore/lang/monticar/cnnarch/datamodel/Convolution.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.cnnarch.datamodel;
+
+public class Convolution {
+}

src/main/java/de/monticore/lang/monticar/cnnarch/datamodel/DataModel.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.cnnarch.datamodel;
+
+public class DataModel {
+
+    public void resolveDimensions(){
+
+    }
+}

src/main/java/de/monticore/lang/monticar/cnnarch/datamodel/Dimension.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.cnnarch.datamodel;
+
+public class Dimension {
+}

src/main/java/de/monticore/lang/monticar/cnnarch/datamodel/FullyConnected.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.cnnarch.datamodel;
+
+public class FullyConnected {
+}

src/main/java/de/monticore/lang/monticar/cnnarch/datamodel/Layer.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.cnnarch.datamodel;
+
+import java.util.HashMap;
+
+public class Layer {
+
+    private Dimension inputDimension;
+    private Dimension outputDimension;
+    private HashMap<String, Value> argumentMap;
+
+
+    public Dimension getInputDimension() {
+        return inputDimension;
+    }
+
+    public void setInputDimension(Dimension inputDimension) {
+        this.inputDimension = inputDimension;
+    }
+
+    public Dimension getOutputDimension() {
+        return outputDimension;
+    }
+
+    public void setOutputDimension(Dimension outputDimension) {
+        this.outputDimension = outputDimension;
+    }
+
+    public HashMap<String, Value> getArgumentMap() {
+        return argumentMap;
+    }
+
+    public void setArgumentMap(HashMap<String, Value> argumentMap) {
+        this.argumentMap = argumentMap;
+    }
+}

src/main/java/de/monticore/lang/monticar/cnnarch/datamodel/Pooling.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.cnnarch.datamodel;
+
+public class Pooling {
+}

src/main/java/de/monticore/lang/monticar/cnnarch/datamodel/Value.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.cnnarch.datamodel;
+
+public class Value {
+
+
+}

src/test/java/de/monticore/lang/monticar/cnnarch/ParserTest.java

@@ -42,13 +42,15 @@ public class ParserTest {
     public static final boolean ENABLE_FAIL_QUICK = false;
     private static List<String> expectedParseErrorModels = Arrays.asList(
             // incorrect argument name for a layer
-            "src/test/resources/WrongArgument.cnna",
+            "src/test/resources/invalid_tests/WrongArgument.cnna",
 
-            "src/test/resources/MissingOutputLayer.cnna",
+            "src/test/resources/invalid_tests/InvalidRepeatInput.cnna",
 
-            "src/test/resources/WrongOutputLayerPosition.cnna",
+            "src/test/resources/invalid_tests/MissingInput.cnna",
 
-            "src/test/resources/WrongActivationType.cnna")
+            "src/test/resources/invalid_tests/WrongInputPosition.cnna",
+
+            "src/test/resources/invalid_tests/WrongActivationType.cnna")
 
             .stream().map(s -> Paths.get(s).toString())
             .collect(Collectors.toList());

src/test/java/de/monticore/lang/monticar/cnnarch/SymtabTest.java

@@ -35,12 +35,12 @@ public class SymtabTest extends AbstractSymtabTest {
     @Test
     public void testParsing() throws Exception {
         CNNArchParser parser = new CNNArchParser();
-        assertTrue(parser.parse("src/test/resources/SimpleNetwork2.cnna").isPresent());
+        assertTrue(parser.parse("src/test/resources/valid_tests/SimpleNetworkSoftmax.cnna").isPresent());
     }
 
     @Test
     public void testAlexnet(){
-        Scope symTab = createSymTab("src/test/resources");
+        Scope symTab = createSymTab("src/test/resources/architectures");
         CNNArchCompilationUnitSymbol a = symTab.<CNNArchCompilationUnitSymbol>resolve(
                 "Alexnet",
                 CNNArchCompilationUnitSymbol.KIND).orElse(null);
@@ -48,4 +48,24 @@ public class SymtabTest extends AbstractSymtabTest {
 
     }
 
+    @Test
+    public void testMultiInput(){
+        Scope symTab = createSymTab("src/test/resources/architectures");
+        CNNArchCompilationUnitSymbol a = symTab.<CNNArchCompilationUnitSymbol>resolve(
+                "ThreeInputCNN_M14",
+                CNNArchCompilationUnitSymbol.KIND).orElse(null);
+        assertNotNull(a);
+
+    }
+
+    @Test
+    public void testMultiInputArray(){
+        Scope symTab = createSymTab("src/test/resources/architectures");
+        CNNArchCompilationUnitSymbol a = symTab.<CNNArchCompilationUnitSymbol>resolve(
+                "ThreeInputCNN_M14_alternative",
+                CNNArchCompilationUnitSymbol.KIND).orElse(null);
+        assertNotNull(a);
+
+    }
+
 }

src/test/java/de/monticore/lang/monticar/cnnarch/cocos/AllCoCoTest.java

@@ -20,10 +20,14 @@
  */
 package de.monticore.lang.monticar.cnnarch.cocos;
 
+import de.monticore.lang.monticar.cnnarch.ParserTest;
 import de.monticore.lang.monticar.cnnarch._cocos.CNNArchCocos;
+import de.monticore.lang.monticar.cnnarch._symboltable.CNNArchLanguage;
 import org.junit.Test;
 
 import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Paths;
 
 import static org.junit.Assert.assertTrue;
 
@@ -31,9 +35,23 @@ public class AllCoCoTest extends AbstractCoCoTest {
     String baseDir="src/test/resources";
     @Test
     public void testCoCosSimulator() throws IOException {
-        testModel("SimpleNetwork");
-        testModel("SimpleNetwork2");
-        testModel("Alexnet");
+
+        checkValid("architectures", "Alexnet");
+        checkValid("architectures", "Resnet34");
+        checkValid("architectures", "ResNeXt50");
+        checkValid("architectures", "SequentialAlexnet");
+        checkValid("architectures", "ThreeInputCNN_M14");
+        checkValid("architectures", "ThreeInputCNN_M14_alternative");
+        checkValid("architectures", "VGG16");
+
+        checkValid("valid_tests", "SimpleNetworkSoftmax");
+        checkValid("valid_tests", "SimpleNetworkSigmoid");
+        checkValid("valid_tests", "SimpleNetworkLinear");
+        checkValid("valid_tests", "SimpleNetworkRelu");
+        checkValid("valid_tests", "SimpleNetworkTanh");
+        checkValid("valid_tests", "VGG16_alternative");
+        checkValid("valid_tests", "DirectPerception");
+        checkValid("valid_tests", "SafetyNetwork");
 
         /*testInvalidModel("DuplicateArgument",1,"x03011");
         testInvalidModel("IntegerArgumentTypeTest",9,"x03012");

src/test/resources/Alexnet.cnna

-Architecture Alexnet {
-    Convolution(num_filter=96, kernel=(11,11), stride=(4,4))
-    Activation(type=relu)
-    LRN(alpha=0.0001, beta=0.75, knorm=2, nsize=5)
-    Pooling(type=max, kernel=(3, 3), stride=(2,2))
-
-    Convolution(num_filter=256, kernel=(5,5), pad=(2,2))
-    Activation(type=relu)
-    LRN(alpha=0.0001, beta=0.75, knorm=2, nsize=5)
-    Pooling(type=max, kernel=(3, 3), stride=(2,2))
-
-    Convolution(num_filter=384, kernel=(3,3), pad=(1,1))
-    Activation(type=relu)
-
-    Convolution(num_filter=384, kernel=(3,3), pad=(1,1))
-    Activation(type=relu)
-
-    Convolution(num_filter=256, kernel=(3,3), pad=(1,1))
-    Activation(type=relu)
-
-    FullyConnected(units=4096)
-    Activation(type=relu)
-    Dropout(p=0.5)
-
-    FullyConnected(units=4096)
-    Activation(type=relu)
-    Dropout(p=0.5)
-
-    Output(type=softmax)
-}
\ No newline at end of file

src/test/resources/DuplicateArgument.cnna

-Architecture DuplicateArgument{
-    FullyConnected(units=64, units=64)
-    Output(type=softmax)
-}
\ No newline at end of file

src/test/resources/IntegerArgumentTypeTest.cnna

-Architecture IntegerArgumentTypeTest {
-    Convolution(num_filter=3.4, kernel=(2,2.5), stride=(2.3,3), pad=(3/3,3/3))
-    LRN(nsize=2.5)
-    Pooling(type=max, kernel=(2,2.5), stride=(2.3,3), pad=(3.2,3.1))
-    FullyConnected(units=3/2)
-    Output(type=softmax)
-}
\ No newline at end of file

src/test/resources/InvalidActivationBeforeOutput1.cnna

-Architecture InvalidActivationBeforeOutput1 {
-    FullyConnected(units=64)
-    Activation(type=relu)
-    Output(type=linear)
-}
\ No newline at end of file

src/test/resources/InvalidLayerDimension.cnna

-Architecture InvalidLayerDimension{
-    FullyConnected(units=128)
-    Convolution(num_filter=4, kernel=(2,2))
-    Output(type=softmax)
-}
\ No newline at end of file

src/test/resources/MissingConvolutionArgument1.cnna

-Architecture MissingConvolutionArgument1{
-    Convolution(kernel=(12,12), no_bias=true)
-    Output(type=softmax)
-}
\ No newline at end of file

src/test/resources/MissingConvolutionArgument2.cnna

-Architecture MissingConvolutionArgument2{
-    Convolution(num_filter=64, no_bias=true)
-    Output(type=softmax)
-}
\ No newline at end of file

src/test/resources/MissingFullyConnectedArgument.cnna

-Architecture MissingFullyConnectedArgument{
-    FullyConnected(no_bias=true)
-    Output(type=softmax)