Tensorflow group

.circleci/config.yml

+#
+# (c) https://github.com/MontiCore/monticore
+#
+# The license generally applicable for this project
+# can be found under https://github.com/MontiCore/monticore.
+#
+
 # (c) https://github.com/MontiCore/monticore
 #
 

.gitlab-ci.yml

+#
+# (c) https://github.com/MontiCore/monticore
+#
+# The license generally applicable for this project
+# can be found under https://github.com/MontiCore/monticore.
+#
+
 # (c) https://github.com/MontiCore/monticore
 
 stages:

pom.xml

+<!--
+
+    (c) https://github.com/MontiCore/monticore
+
+    The license generally applicable for this project
+    can be found under https://github.com/MontiCore/monticore.
+
+-->
 <!-- (c) https://github.com/MontiCore/monticore -->
 
 <project xmlns="http://maven.apache.org/POM/4.0.0"

settings.xml

 <?xml version="1.0" encoding="UTF-8"?>
+<!--
+
+    (c) https://github.com/MontiCore/monticore
+
+    The license generally applicable for this project
+    can be found under https://github.com/MontiCore/monticore.
+
+-->
 <!-- (c) https://github.com/MontiCore/monticore -->
 
 

src/main/grammars/de/monticore/lang/monticar/CNNTrain.mc4

@@ -33,7 +33,8 @@ grammar CNNTrain extends de.monticore.lang.monticar.Common2, de.monticore.Number
     TrainContextEntry implements ConfigEntry = name:"context" ":" value:TrainContextValue;
     EvalMetricEntry implements ConfigEntry = name:"eval_metric" ":" value:EvalMetricValue;
     LossEntry implements ConfigEntry = name:"loss" ":" value:LossValue;
-
+    LossWeightsEntry implements ConfigEntry = name:"loss_weights" ":" value:DoubleVectorValue;
+    
     EvalMetricValue implements ConfigValue =(accuracy:"accuracy"
                                                | crossEntropy:"cross_entropy"
                                                | f1:"f1"
@@ -58,6 +59,8 @@ grammar CNNTrain extends de.monticore.lang.monticar.Common2, de.monticore.Number
 
     L2Loss implements LossValue = name:"l2" ("{" params:Entry* "}")?;
 
+    EPELoss implements LossValue = name:"epe" ("{" params:Entry* "}")?;
+
     LogCoshLoss implements LossValue = name:"log_cosh" ("{" params:Entry* "}")?;
 
     interface HuberEntry extends Entry;
@@ -126,7 +129,7 @@ grammar CNNTrain extends de.monticore.lang.monticar.Common2, de.monticore.Number
     Gamma2Entry implements RmsPropEntry = name:"gamma2" ":" value:NumberValue;
     CenteredEntry implements RmsPropEntry = name:"centered" ":" value:BooleanValue;
     ClipWeightsEntry implements RmsPropEntry = name:"clip_weights" ":" value:NumberValue;
-    RhoEntry implements AdaDeltaEntry, HuberEntry = name:"rho" ":" value:NumberValue;
+    RhoEntry implements AdaDeltaEntry,RmsPropEntry,HuberEntry = name:"rho" ":" value:NumberValue;
 
     // Reinforcement Extensions
     interface MultiParamValue extends ConfigValue;

src/main/java/de/monticore/lang/monticar/cnntrain/_ast/ASTLossValue.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._ast;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_ast/ASTMultiParamValue.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._ast;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_ast/ASTOptimizerValue.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._ast;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/ASTConfigurationUtils.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CNNTrainCocos.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 
@@ -43,4 +49,4 @@ public class CNNTrainCocos {
                 .addCoCo(new CheckCriticNetworkInputs());
         checker.checkAll(configurationSymbol);
     }
-}
+}
\ No newline at end of file

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CNNTrainConfigurationSymbolChecker.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 
@@ -22,4 +28,4 @@ public class CNNTrainConfigurationSymbolChecker {
             coco.check(configurationSymbol);
         }
     }
-}
+}
\ No newline at end of file

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CNNTrainConfigurationSymbolCoCo.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 
@@ -8,4 +14,4 @@ import de.monticore.lang.monticar.cnntrain._symboltable.ConfigurationSymbol;
  */
 public interface CNNTrainConfigurationSymbolCoCo {
     void check(ConfigurationSymbol configurationSymbol);
-}
+}
\ No newline at end of file

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CNNTrainConfigurationSymbolCoCo.java~Integrate TD3 Algorithm and Gaussian Noise

+/**
+ *
+ *  ******************************************************************************
+ *  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.cnntrain._cocos;
+
+import de.monticore.lang.monticar.cnntrain._symboltable.ConfigurationSymbol;
+
+/**
+ *
+ */
+public interface CNNTrainConfigurationSymbolCoCo {
+    void check(ConfigurationSymbol configurationSymbol);
+}
\ No newline at end of file

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CNNTrainConfigurationSymbolCoCo.java~e19e3385152e0d44db9cd13f93428bb407f56cce

+/**
+ *
+ *  ******************************************************************************
+ *  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.cnntrain._cocos;
+
+import de.monticore.lang.monticar.cnntrain._symboltable.ConfigurationSymbol;
+
+/**
+ *
+ */
+public interface CNNTrainConfigurationSymbolCoCo {
+    void check(ConfigurationSymbol configurationSymbol);
+}
\ No newline at end of file

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckActorCriticRequiresCriticNetwork.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckContinuousRLAlgorithmUsesContinuousStrategy.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckCriticNetworkHasExactlyAOneDimensionalOutput.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckCriticNetworkInputs.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 
@@ -96,4 +102,4 @@ public class CheckCriticNetworkInputs implements CNNTrainConfigurationSymbolCoCo
             }
         }
     }
-}
+}
\ No newline at end of file

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckDiscreteRLAlgorithmUsesDiscreteStrategy.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckEntryRepetition.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckFixTargetNetworkRequiresInterval.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckInteger.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckLearningParameterCombination.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckOUParameterDimensionEqualsActionDimension.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckReinforcementRequiresEnvironment.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckRlAlgorithmParameter.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckRosEnvironmentHasOnlyOneRewardSpecification.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckRosEnvironmentRequiresRewardFunction.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckTrainedRlNetworkHasExactlyOneInput.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/CheckTrainedRlNetworkHasExactlyOneOutput.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 
@@ -26,4 +32,4 @@ public class CheckTrainedRlNetworkHasExactlyOneOutput implements CNNTrainConfigu
             }
         }
     }
-}
+}
\ No newline at end of file

src/main/java/de/monticore/lang/monticar/cnntrain/_cocos/ParameterAlgorithmMapping.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._cocos;
 
@@ -35,6 +41,7 @@ class ParameterAlgorithmMapping {
         ASTNormalizeEntry.class,
         ASTNumEpochEntry.class,
         ASTLossEntry.class,
+		ASTLossWeightsEntry.class,
         ASTSparseLabelEntry.class,
         ASTFromLogitsEntry.class,
         ASTMarginEntry.class,

src/main/java/de/monticore/lang/monticar/cnntrain/_symboltable/CNNTrainCompilationUnitSymbol.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._symboltable;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_symboltable/CNNTrainLanguage.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._symboltable;
 

src/main/java/de/monticore/lang/monticar/cnntrain/_symboltable/CNNTrainSymbolTableCreator.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._symboltable;
 
@@ -195,9 +201,15 @@ public class CNNTrainSymbolTableCreator extends CNNTrainSymbolTableCreatorTOP {
             param.setValue(lossParamValue);
             configuration.getLoss().getLossParamMap().put(nodeParam.getName(), param);
         }
-
     }
 
+	@Override
+    public void endVisit(ASTLossWeightsEntry node) {
+        EntrySymbol entry = new EntrySymbol(node.getName());
+        entry.setValue(getValueSymbolForDoubleVector(node.getValue()));
+        addToScopeAndLinkWithNode(entry, node);
+        configuration.getEntryMap().put(node.getName(), entry); 
+    }
 
     @Override
     public void endVisit(ASTLRPolicyValue node) {
@@ -250,7 +262,8 @@ public class CNNTrainSymbolTableCreator extends CNNTrainSymbolTableCreatorTOP {
         }
         addToScopeAndLinkWithNode(value, node);
     }
-
+	
+	
     private ValueSymbol getValueSymbolForInteger(ASTIntegerValue astIntegerValue) {
         ValueSymbol value = new ValueSymbol();
         Integer value_as_int = getIntegerFromNumber(astIntegerValue);
@@ -279,6 +292,13 @@ public class CNNTrainSymbolTableCreator extends CNNTrainSymbolTableCreatorTOP {
         return value;
     }
 
+    private ValueSymbol getValueSymbolForDoubleVector(ASTDoubleVectorValue astDoubleVectorValue) {
+        ValueSymbol value = new ValueSymbol();
+		List<Double> value_as_double_list = getDoubleVectorFromList(astDoubleVectorValue);
+        value.setValue(value_as_double_list);
+        return value;
+    }
+    
     private ValueSymbol getValueSymbolForComponentName(ASTComponentNameValue astComponentNameValue) {
         ValueSymbol value = new ValueSymbol();
         List<String> valueAsList = astComponentNameValue.getNameList();
@@ -309,6 +329,14 @@ public class CNNTrainSymbolTableCreator extends CNNTrainSymbolTableCreatorTOP {
         return value2.isPresentTRUE();
     }
 
+    private List<Double> getDoubleVectorFromList(ASTDoubleVectorValue value) {
+        return value.getNumberList().stream()
+                .filter(n -> n.getNumber().isPresent())
+                .map(n -> n.getNumber().get())
+                .collect(Collectors.toList());
+    }
+    
+    
     @Override
     public void visit(ASTLearningMethodEntry node) {
         EntrySymbol entry = new EntrySymbol(node.getName());
@@ -547,7 +575,7 @@ public class CNNTrainSymbolTableCreator extends CNNTrainSymbolTableCreatorTOP {
                     retrievePrimitiveValueByConfigValue(nodeParam.getValue()));
         }
     }
-
+	
     private Object retrievePrimitiveValueByConfigValue(final ASTConfigValue configValue) {
         if (configValue instanceof ASTIntegerValue) {
             return getIntegerFromNumber((ASTIntegerValue)configValue);

src/main/java/de/monticore/lang/monticar/cnntrain/_symboltable/ConfigurationSymbol.java

+/**
+ * (c) https://github.com/MontiCore/monticore
+ *
+ * The license generally applicable for this project
+ * can be found under https://github.com/MontiCore/monticore.
+ */
 /* (c) https://github.com/MontiCore/monticore */
 package de.monticore.lang.monticar.cnntrain._symboltable;
 
@@ -103,4 +109,4 @@ public class ConfigurationSymbol extends CommonScopeSpanningSymbol {
         assert criticNameValue instanceof String;
         return Optional.of((String)criticNameValue);
     }
-}
+}
\ No newline at end of file