Add unsupervised anomaly detection to the fully automated pipeline

Author: JohT

domains/anomaly-detection/anomalyDetectionPython.sh

@@ -108,8 +108,10 @@ anomaly_detection_using_python() {
     time "${ANOMALY_DETECTION_SCRIPT_DIR}/tunedNodeEmbeddingClustering.py" "${@}" ${verboseMode}
     # Reduce the dimensionality of the node embeddings down to 2D for visualization using UMAP
     time "${ANOMALY_DETECTION_SCRIPT_DIR}/umap2dNodeEmbeddings.py" "${@}" ${verboseMode}
-    
+    # Plot the results with clustering and UMAP embeddings to reveal anomalies in rare feature combinations
     time "${ANOMALY_DETECTION_SCRIPT_DIR}/anomalyDetectionFeaturePlots.py" "${@}" "--report_directory" "${FULL_REPORT_DIRECTORY}" ${verboseMode}
+    # Run an unsupervised anomaly detection algorithm including tuning and explainability
+    time "${ANOMALY_DETECTION_SCRIPT_DIR}/tunedAnomalyDetectionExplained.py" "${@}" "--report_directory" "${FULL_REPORT_DIRECTORY}" ${verboseMode}
     # Query Results: Output all collected features into a CSV file.
     execute_cypher "${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeatures.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_Features.csv"
 }

domains/anomaly-detection/features/AnomalyDetectionFeatures.cypher

@@ -17,6 +17,14 @@
      AND codeUnit.clusteringHDBSCANRadiusMax                  IS NOT NULL
      AND codeUnit.clusteringHDBSCANRadiusAverage              IS NOT NULL
      AND codeUnit.clusteringHDBSCANNormalizedDistanceToMedoid IS NOT NULL
+     AND codeUnit.anomalyLabel                                IS NOT NULL
+     AND codeUnit.anomalyScore                                IS NOT NULL
+     AND codeUnit.anomalyTopFeature1                          IS NOT NULL
+     AND codeUnit.anomalyTopFeature2                          IS NOT NULL
+     AND codeUnit.anomalyTopFeature3                          IS NOT NULL
+     AND codeUnit.anomalyTopFeatureSHAPValue1                 IS NOT NULL
+     AND codeUnit.anomalyTopFeatureSHAPValue2                 IS NOT NULL
+     AND codeUnit.anomalyTopFeatureSHAPValue3                 IS NOT NULL
      AND codeUnit.embeddingFastRandomProjectionVisualizationX IS NOT NULL
      AND codeUnit.embeddingFastRandomProjectionVisualizationY IS NOT NULL
 OPTIONAL MATCH (artifact:Java:Artifact)-[:CONTAINS]->(codeUnit)
@@ -44,6 +52,14 @@ OPTIONAL MATCH (projectRoot:Directory)<-[:HAS_ROOT]-(proj:TS:Project)-[:CONTAINS
         ,codeUnit.clusteringHDBSCANRadiusMax                  AS clusteringRadiusMax
         ,codeUnit.clusteringHDBSCANRadiusAverage              AS clusteringRadiusAverage
         ,codeUnit.clusteringHDBSCANNormalizedDistanceToMedoid AS clusteringNormalizedDistanceToMedoid
+        ,codeUnit.anomalyLabel                                AS anomalyLabel
+        ,codeUnit.anomalyScore                                AS anomalyScore
+        ,codeUnit.anomalyTopFeature1                          AS anomalyTopFeature1
+        ,codeUnit.anomalyTopFeature2                          AS anomalyTopFeature2
+        ,codeUnit.anomalyTopFeature3                          AS anomalyTopFeature3
+        ,codeUnit.anomalyTopFeatureSHAPValue1                 AS anomalyTopFeatureSHAPValue1
+        ,codeUnit.anomalyTopFeatureSHAPValue2                 AS anomalyTopFeatureSHAPValue2
+        ,codeUnit.anomalyTopFeatureSHAPValue3                 AS anomalyTopFeatureSHAPValue3
         ,codeUnit.embeddingFastRandomProjectionVisualizationX AS visualizationX
         ,codeUnit.embeddingFastRandomProjectionVisualizationY AS visualizationY
         ,coalesce(codeUnit.centralityPageRank, 0.00001)       AS centrality