14 files changed, 392 insertions, 0 deletions

diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Domain.java._trace b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Domain.java._trace
new file mode 100644
index 00000000..8ab43fde
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Domain.java._trace
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Domain.xtendbin b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Domain.xtendbin
new file mode 100644
index 00000000..f502d04e
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Domain.xtendbin
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Main.java._trace b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Main.java._trace
new file mode 100644
index 00000000..7096f9db
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Main.java._trace
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Main.xtendbin b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Main.xtendbin
new file mode 100644
index 00000000..2362ebad
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.Main.xtendbin
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.MetricDistanceGroup.java._trace b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.MetricDistanceGroup.java._trace
new file mode 100644
index 00000000..f6505088
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.MetricDistanceGroup.java._trace
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetric.java._trace b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetric.java._trace
new file mode 100644
index 00000000..8708c793
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetric.java._trace
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetric.xtendbin b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetric.xtendbin
new file mode 100644
index 00000000..d9e88699
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetric.xtendbin
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetricDistance.java._trace b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetricDistance.java._trace
new file mode 100644
index 00000000..3e381b10
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetricDistance.java._trace
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetricDistance.xtendbin b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetricDistance.xtendbin
new file mode 100644
index 00000000..5071eb03
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/.PartialInterpretationMetricDistance.xtendbin
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/Domain.java b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/Domain.java
new file mode 100644
index 00000000..9b626001
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/Domain.java
@@ -0,0 +1,10 @@
+package ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.app;
+
+@SuppressWarnings("all")
+public enum Domain {
+  Yakindumm,
+  
+  Ecore,
+  
+  Github;
+}
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/Main.java b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/Main.java
new file mode 100644
index 00000000..dbb3bdd1
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/Main.java
@@ -0,0 +1,99 @@
+package ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.app;
+
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.app.Domain;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.graph.EMFGraph;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.io.CsvFileWriter;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.io.GraphReader;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.validation.ViolationCheck;
+import com.google.common.base.Objects;
+import com.google.common.collect.Iterators;
+import hu.bme.mit.inf.dslreasoner.domains.yakindu.sgraph.yakindumm.impl.YakindummPackageImpl;
+import java.io.File;
+import java.util.ArrayList;
+import java.util.Iterator;
+import org.eclipse.emf.ecore.EReference;
+import org.eclipse.emf.ecore.impl.EcorePackageImpl;
+import org.eclipse.xtext.xbase.lib.CollectionLiterals;
+import org.eclipse.xtext.xbase.lib.Functions.Function1;
+import org.eclipse.xtext.xbase.lib.InputOutput;
+import org.eclipse.xtext.xbase.lib.IteratorExtensions;
+import org.eclipse.xtext.xbase.lib.Procedures.Procedure1;
+
+@SuppressWarnings("all")
+public class Main {
+  public static class RWInformation {
+    public String inputFolder;
+    
+    public String outputFolder;
+    
+    public int numRuns;
+    
+    public RWInformation(final String inputFolder, final String outputFolder, final int numRuns) {
+      this.inputFolder = inputFolder;
+      this.outputFolder = outputFolder;
+      this.numRuns = numRuns;
+    }
+  }
+  
+  private static Domain d = Domain.Yakindumm;
+  
+  private final static String suffix = ".xmi";
+  
+  private final static String OUTPUT_FOLDER = "Inputs/measurement2/yakindu/Alloy/";
+  
+  private final static String INPUT_FOLDER = "outputs/measurement2/yakindu/Alloy/";
+  
+  private final static int NUM_RUNS = 1;
+  
+  public static void main(final String[] args) {
+    throw new Error("Unresolved compilation problems:"
+      + "\nThe method or field ReteEngine is undefined"
+      + "\ngetClass cannot be resolved");
+  }
+  
+  public static String calculateAllModels(final String inputFolder, final String outputFolder, final int numRuns, final GraphReader reader) {
+    String _xblockexpression = null;
+    {
+      new File(outputFolder).mkdir();
+      for (int i = 1; (i <= numRuns); i++) {
+        {
+          final ArrayList<EMFGraph> models = new ArrayList<EMFGraph>();
+          models.addAll(reader.readModels(((inputFolder + "run") + Integer.valueOf(i))));
+          for (final EMFGraph model : models) {
+            String _name = model.getName();
+            String _plus = (outputFolder + _name);
+            String _plus_1 = (_plus + "_run_");
+            String _plus_2 = (_plus_1 + Integer.valueOf(i));
+            String _plus_3 = (_plus_2 + ".csv");
+            Main.calculateAndOutputMetrics(model, YakindummPackageImpl.eNAME, _plus_3);
+          }
+        }
+      }
+      _xblockexpression = InputOutput.<String>println(("output results Ended for: " + outputFolder));
+    }
+    return _xblockexpression;
+  }
+  
+  public static void calculateAndOutputMetrics(final EMFGraph model, final String metaModel, final String fileName) {
+    model.setMetaModel(metaModel);
+    boolean _equals = Objects.equal(Main.d, Domain.Ecore);
+    if (_equals) {
+      final Function1<EReference, Boolean> _function = (EReference it) -> {
+        return Boolean.valueOf((((((it.getName().equals("eGenericType") || it.getName().equals("eGenericSuperTypes")) || it.getName().equals("eFactoryInstance")) || 
+          it.getName().equals("eGenericExceptions")) || it.getName().equals("references")) || it.getName().equals("contents")));
+      };
+      Iterator<EReference> refsToRemove = IteratorExtensions.<EReference>filter(Iterators.<EReference>filter(EcorePackageImpl.eINSTANCE.eAllContents(), EReference.class), _function);
+      final Procedure1<EReference> _function_1 = (EReference it) -> {
+        model.removeReference(it);
+      };
+      IteratorExtensions.<EReference>forEach(refsToRemove, _function_1);
+    }
+    ArrayList<ArrayList<String>> outputs = model.evaluateAllMetrics();
+    int violations = ViolationCheck.calculateViolationCounts(model.getRoot(), Main.d);
+    InputOutput.<Integer>println(Integer.valueOf(violations));
+    String _plus = (Integer.valueOf(violations) + "");
+    ArrayList<String> violationsOutput = CollectionLiterals.<String>newArrayList("violations", _plus);
+    outputs.add(violationsOutput);
+    CsvFileWriter.write(outputs, fileName);
+  }
+}
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/MetricDistanceGroup.java b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/MetricDistanceGroup.java
new file mode 100644
index 00000000..bb0e3ffb
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/MetricDistanceGroup.java
@@ -0,0 +1,49 @@
+package ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.app;
+
+import java.util.HashMap;
+
+@SuppressWarnings("all")
+public class MetricDistanceGroup {
+  private double mpcDistance;
+  
+  private double naDistance;
+  
+  private double outDegreeDistance;
+  
+  private double nodeTypeDistance;
+  
+  protected HashMap<String, Double> nodeTypeInfo;
+  
+  public MetricDistanceGroup(final double mpcDistance, final double naDistance, final double outDegreeDistance, final double nodeTypeDistance) {
+    this.mpcDistance = mpcDistance;
+    this.naDistance = naDistance;
+    this.outDegreeDistance = outDegreeDistance;
+    this.nodeTypeDistance = nodeTypeDistance;
+  }
+  
+  public MetricDistanceGroup(final double mpcDistance, final double naDistance, final double outDegreeDistance) {
+    this.mpcDistance = mpcDistance;
+    this.naDistance = naDistance;
+    this.outDegreeDistance = outDegreeDistance;
+  }
+  
+  public double getNodeTypeDistance() {
+    return this.nodeTypeDistance;
+  }
+  
+  public double getMPCDistance() {
+    return this.mpcDistance;
+  }
+  
+  public double getNADistance() {
+    return this.naDistance;
+  }
+  
+  public double getOutDegreeDistance() {
+    return this.outDegreeDistance;
+  }
+  
+  public double getNodeTypePercentage(final String typeName) {
+    return (this.nodeTypeInfo.getOrDefault(typeName, Double.valueOf(0.0))).doubleValue();
+  }
+}
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/PartialInterpretationMetric.java b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/PartialInterpretationMetric.java
new file mode 100644
index 00000000..d1d75d0d
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/PartialInterpretationMetric.java
@@ -0,0 +1,54 @@
+package ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.app;
+
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.distance.JSDistance;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.distance.KSDistance;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.graph.PartialInterpretationGraph;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.io.CsvFileWriter;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.metrics.Metric;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.metrics.MultiplexParticipationCoefficientMetric;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.metrics.NodeActivityMetric;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.metrics.OutDegreeMetric;
+import hu.bme.mit.inf.dslreasoner.viatrasolver.partialinterpretationlanguage.partialinterpretation.PartialInterpretation;
+import java.io.File;
+import java.util.ArrayList;
+import java.util.List;
+
+@SuppressWarnings("all")
+public class PartialInterpretationMetric {
+  private static KSDistance ks;
+  
+  private static JSDistance js;
+  
+  public static void initPaths() {
+    new File("debug/metric/").mkdir();
+    new File("debug/metric/trajectories/").mkdir();
+  }
+  
+  public static void calculateMetric(final PartialInterpretation partial, final String path, final String currentStateId, final Integer counter) {
+    final ArrayList<Metric> metrics = new ArrayList<Metric>();
+    OutDegreeMetric _outDegreeMetric = new OutDegreeMetric();
+    metrics.add(_outDegreeMetric);
+    NodeActivityMetric _nodeActivityMetric = new NodeActivityMetric();
+    metrics.add(_nodeActivityMetric);
+    MultiplexParticipationCoefficientMetric _multiplexParticipationCoefficientMetric = new MultiplexParticipationCoefficientMetric();
+    metrics.add(_multiplexParticipationCoefficientMetric);
+    new File(path).mkdir();
+    final String filename = (((((path + "/state_") + currentStateId) + "-") + counter) + ".csv");
+    final PartialInterpretationGraph metricCalculator = new PartialInterpretationGraph(partial, metrics, currentStateId);
+    CsvFileWriter.write(metricCalculator.evaluateAllMetrics(), filename);
+  }
+  
+  public static void outputTrajectories(final PartialInterpretation empty, final /* List<Solution> */Object solutions) {
+    throw new Error("Unresolved compilation problems:"
+      + "\nshortestTrajectory cannot be resolved"
+      + "\nmodel cannot be resolved"
+      + "\ndoNextTransformation cannot be resolved"
+      + "\nstateCoder cannot be resolved"
+      + "\ncreateStateCode cannot be resolved"
+      + "\ntoString cannot be resolved"
+      + "\ngetModel cannot be resolved"
+      + "\nstateCoder cannot be resolved"
+      + "\ncreateStateCode cannot be resolved"
+      + "\ntoString cannot be resolved");
+  }
+}
diff --git a/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/PartialInterpretationMetricDistance.java b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/PartialInterpretationMetricDistance.java
new file mode 100644
index 00000000..c98cbeea
--- /dev/null
+++ b/Metrics/Metrics-Calculation/ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator/xtend-gen/ca/mcgill/ecse/dslreasoner/realistic/metrics/calculator/app/PartialInterpretationMetricDistance.java
@@ -0,0 +1,180 @@
+package ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.app;
+
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.app.Domain;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.app.MetricDistanceGroup;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.distance.EuclideanDistance;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.distance.JSDistance;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.distance.KSDistance;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.distance.StateData;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.graph.PartialInterpretationGraph;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.metrics.Metric;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.metrics.MetricSampleGroup;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.metrics.MultiplexParticipationCoefficientMetric;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.metrics.NodeActivityMetric;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.metrics.NodeTypeMetric;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.metrics.OutDegreeMetric;
+import ca.mcgill.ecse.dslreasoner.realistic.metrics.calculator.predictor.LinearModel;
+import com.google.common.base.Objects;
+import hu.bme.mit.inf.dslreasoner.viatrasolver.partialinterpretationlanguage.partialinterpretation.PartialInterpretation;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Map;
+import org.eclipse.xtend.lib.annotations.AccessorType;
+import org.eclipse.xtend.lib.annotations.Accessors;
+import org.eclipse.xtext.xbase.lib.InputOutput;
+import org.eclipse.xtext.xbase.lib.Pure;
+
+@SuppressWarnings("all")
+public class PartialInterpretationMetricDistance {
+  private KSDistance ks;
+  
+  private JSDistance js;
+  
+  private EuclideanDistance ed;
+  
+  private Map<Object, StateData> stateAndHistory;
+  
+  private /* OLSMultipleLinearRegression */Object regression;
+  
+  private List<StateData> samples;
+  
+  private MetricSampleGroup g;
+  
+  @Accessors(AccessorType.PUBLIC_GETTER)
+  private LinearModel linearModel;
+  
+  public PartialInterpretationMetricDistance(final Domain d) {
+    throw new Error("Unresolved compilation problems:"
+      + "\nOLSMultipleLinearRegression cannot be resolved."
+      + "\nThe field PartialInterpretationMetricDistance.regression refers to the missing type OLSMultipleLinearRegression"
+      + "\nThe field PartialInterpretationMetricDistance.regression refers to the missing type OLSMultipleLinearRegression"
+      + "\nnoIntercept cannot be resolved");
+  }
+  
+  public MetricDistanceGroup calculateMetricDistanceKS(final PartialInterpretation partial) {
+    final ArrayList<Metric> metrics = new ArrayList<Metric>();
+    OutDegreeMetric _outDegreeMetric = new OutDegreeMetric();
+    metrics.add(_outDegreeMetric);
+    NodeActivityMetric _nodeActivityMetric = new NodeActivityMetric();
+    metrics.add(_nodeActivityMetric);
+    MultiplexParticipationCoefficientMetric _multiplexParticipationCoefficientMetric = new MultiplexParticipationCoefficientMetric();
+    metrics.add(_multiplexParticipationCoefficientMetric);
+    NodeTypeMetric _nodeTypeMetric = new NodeTypeMetric();
+    metrics.add(_nodeTypeMetric);
+    final PartialInterpretationGraph metricCalculator = new PartialInterpretationGraph(partial, metrics, null);
+    MetricSampleGroup metricSamples = metricCalculator.evaluateAllMetricsToSamples();
+    double mpc = this.ks.mpcDistance(metricSamples.mpcSamples);
+    double na = this.ks.naDistance(metricSamples.naSamples);
+    double outDegree = this.ks.outDegreeDistance(metricSamples.outDegreeSamples);
+    double nodeType = this.ks.nodeTypeDistance(metricSamples.nodeTypeSamples);
+    MetricDistanceGroup distance = new MetricDistanceGroup(mpc, na, outDegree, nodeType);
+    distance.nodeTypeInfo = metricSamples.nodeTypeSamples;
+    return distance;
+  }
+  
+  public MetricDistanceGroup calculateMetricEuclidean(final PartialInterpretation partial) {
+    final ArrayList<Metric> metrics = new ArrayList<Metric>();
+    OutDegreeMetric _outDegreeMetric = new OutDegreeMetric();
+    metrics.add(_outDegreeMetric);
+    NodeActivityMetric _nodeActivityMetric = new NodeActivityMetric();
+    metrics.add(_nodeActivityMetric);
+    MultiplexParticipationCoefficientMetric _multiplexParticipationCoefficientMetric = new MultiplexParticipationCoefficientMetric();
+    metrics.add(_multiplexParticipationCoefficientMetric);
+    final PartialInterpretationGraph metricCalculator = new PartialInterpretationGraph(partial, metrics, null);
+    MetricSampleGroup metricSamples = metricCalculator.evaluateAllMetricsToSamples();
+    double mpc = this.ed.mpcDistance(metricSamples.mpcSamples);
+    double na = this.ed.naDistance(metricSamples.naSamples);
+    double outDegree = this.ed.outDegreeDistance(metricSamples.outDegreeSamples);
+    return new MetricDistanceGroup(mpc, na, outDegree);
+  }
+  
+  public MetricDistanceGroup calculateMetricDistance(final PartialInterpretation partial) {
+    final ArrayList<Metric> metrics = new ArrayList<Metric>();
+    OutDegreeMetric _outDegreeMetric = new OutDegreeMetric();
+    metrics.add(_outDegreeMetric);
+    NodeActivityMetric _nodeActivityMetric = new NodeActivityMetric();
+    metrics.add(_nodeActivityMetric);
+    MultiplexParticipationCoefficientMetric _multiplexParticipationCoefficientMetric = new MultiplexParticipationCoefficientMetric();
+    metrics.add(_multiplexParticipationCoefficientMetric);
+    final PartialInterpretationGraph metricCalculator = new PartialInterpretationGraph(partial, metrics, null);
+    MetricSampleGroup metricSamples = metricCalculator.evaluateAllMetricsToSamples();
+    double mpc = this.js.mpcDistance(metricSamples.mpcSamples);
+    double na = this.js.naDistance(metricSamples.naSamples);
+    double outDegree = this.js.outDegreeDistance(metricSamples.outDegreeSamples);
+    return new MetricDistanceGroup(mpc, na, outDegree);
+  }
+  
+  public String resetRegression(final Object state) {
+    String _xblockexpression = null;
+    {
+      this.samples.clear();
+      boolean _containsKey = this.stateAndHistory.containsKey(state);
+      if (_containsKey) {
+        StateData data = this.stateAndHistory.get(state);
+        Object curState = state;
+        this.samples.add(data);
+        while ((this.stateAndHistory.containsKey(data.getLastState()) && (!Objects.equal(data.getLastState(), curState)))) {
+          {
+            curState = data.getLastState();
+            data = this.stateAndHistory.get(data.getLastState());
+            this.samples.add(data);
+          }
+        }
+        int _size = this.samples.size();
+        boolean _equals = (_size == 0);
+        if (_equals) {
+          InputOutput.<String>println(("state: " + state));
+          Object _lastState = data.getLastState();
+          String _plus = ("last state: " + _lastState);
+          InputOutput.<String>println(_plus);
+        }
+      }
+      int _size_1 = this.samples.size();
+      String _plus_1 = ("trajectory sample size:" + Integer.valueOf(_size_1));
+      _xblockexpression = InputOutput.<String>println(_plus_1);
+    }
+    return _xblockexpression;
+  }
+  
+  public boolean feedData(final Object state, final double[] features, final double value, final Object lastState) {
+    boolean _xblockexpression = false;
+    {
+      StateData data = new StateData(features, value, lastState);
+      this.stateAndHistory.put(state, data);
+      _xblockexpression = this.samples.add(data);
+    }
+    return _xblockexpression;
+  }
+  
+  public Object getPredictionForNextDataSample(final double[] features, final double value, final double[] featuresToPredict) {
+    throw new Error("Unresolved compilation problems:"
+      + "\nThe field PartialInterpretationMetricDistance.regression refers to the missing type OLSMultipleLinearRegression"
+      + "\nThe method predict(double[]) from the type PartialInterpretationMetricDistance refers to the missing type Object"
+      + "\nnewSampleData cannot be resolved");
+  }
+  
+  private Object predict(final double[] featuresToPredict) {
+    throw new Error("Unresolved compilation problems:"
+      + "\nThe field PartialInterpretationMetricDistance.regression refers to the missing type OLSMultipleLinearRegression"
+      + "\nestimateRegressionParameters cannot be resolved"
+      + "\nget cannot be resolved"
+      + "\n+= cannot be resolved"
+      + "\nget cannot be resolved"
+      + "\n* cannot be resolved");
+  }
+  
+  public double[] calculateFeature(final int step, final int violations) {
+    double[] features = new double[2];
+    features[0] = 1;
+    double _sqrt = Math.sqrt(step);
+    double _plus = (_sqrt + 30);
+    features[0] = _plus;
+    features[1] = (1.0 / (step + 30));
+    return features;
+  }
+  
+  @Pure
+  public LinearModel getLinearModel() {
+    return this.linearModel;
+  }
+}