Add hyper-parameter tuned Leiden community detection

Author: JohT

cypher/Community_Detection/Community_Detection_2b_Leiden_Tuneable_Statistics.cypher

@@ -0,0 +1,31 @@
+//Community Detection Leiden Statistics
+
+CALL gds.leiden.stats(
+ $dependencies_projection + '-cleaned', {
+  gamma: toFloat($dependencies_leiden_gamma),
+  theta: toFloat($dependencies_leiden_theta),
+  maxLevels: toInteger($dependencies_leiden_max_levels),
+  tolerance: 0.0000001,
+  consecutiveIds: true,
+  relationshipWeightProperty: $dependencies_projection_weight_property
+})
+YIELD nodeCount
+     ,communityCount
+     ,ranLevels
+     ,modularity
+     ,modularities
+     ,communityDistribution
+RETURN nodeCount
+      ,communityCount
+      ,ranLevels
+      ,modularity
+      ,modularities
+      ,communityDistribution.min
+      ,communityDistribution.mean
+      ,communityDistribution.max
+      ,communityDistribution.p50
+      ,communityDistribution.p75
+      ,communityDistribution.p90
+      ,communityDistribution.p95
+      ,communityDistribution.p99
+      ,communityDistribution.p999

cypher/Community_Detection/Community_Detection_2d_Leiden_Tuneable_Write.cypher

@@ -0,0 +1,40 @@
+//Community Detection Leiden Write property communityLeidenId
+
+CALL gds.leiden.write(
+ $dependencies_projection + '-cleaned', {
+  gamma: toFloat($dependencies_leiden_gamma),
+  theta: toFloat($dependencies_leiden_theta),
+  maxLevels: toInteger($dependencies_leiden_max_levels),
+  tolerance: 0.0000001,
+  consecutiveIds: true,
+  relationshipWeightProperty: $dependencies_projection_weight_property,
+  writeProperty: $dependencies_projection_write_property
+})
+YIELD preProcessingMillis
+     ,computeMillis
+     ,writeMillis
+     ,postProcessingMillis
+     ,nodePropertiesWritten
+     ,communityCount
+     ,ranLevels
+     ,modularity
+     ,modularities
+     ,communityDistribution
+RETURN preProcessingMillis
+      ,computeMillis
+      ,writeMillis
+      ,postProcessingMillis
+      ,nodePropertiesWritten
+      ,communityCount
+      ,ranLevels
+      ,modularity
+      ,communityDistribution.min
+      ,communityDistribution.mean
+      ,communityDistribution.max
+      ,communityDistribution.p50
+      ,communityDistribution.p75
+      ,communityDistribution.p90
+      ,communityDistribution.p95
+      ,communityDistribution.p99
+      ,communityDistribution.p999
+      ,modularities

cypher/Node_Embeddings/Node_Embeddings_1d_Fast_Random_Projection_Tuneable_Stream.cypher

@@ -21,6 +21,6 @@ OPTIONAL MATCH (projectRoot:Directory)<-[:HAS_ROOT]-(proj:TS:Project)-[:CONTAINS
        ,codeUnit.name                               AS shortCodeUnitName
        ,elementId(codeUnit)                         AS nodeElementId
        ,coalesce(artifactName, projectName)         AS projectName
-       ,coalesce(codeUnit.communityLeidenId, 0)     AS communityId
+       ,coalesce(codeUnit.communityLeidenIdTuned, codeUnit.communityLeidenId, 0) AS communityId
        ,coalesce(codeUnit.centralityPageRank, 0.01) AS centrality
        ,embedding

cypher/Node_Embeddings/Node_Embeddings_2d_Hash_GNN_Tuneable_Stream.cypher

@@ -25,6 +25,6 @@ OPTIONAL MATCH (projectRoot:Directory)<-[:HAS_ROOT]-(proj:TS:Project)-[:CONTAINS
        ,codeUnit.name                               AS shortCodeUnitName
        ,elementId(codeUnit)                         AS nodeElementId
        ,coalesce(artifactName, projectName)         AS projectName
-       ,coalesce(codeUnit.communityLeidenId, 0)     AS communityId
+       ,coalesce(codeUnit.communityLeidenIdTuned, codeUnit.communityLeidenId, 0) AS communityId
        ,coalesce(codeUnit.centralityPageRank, 0.01) AS centrality
        ,embedding

cypher/Node_Embeddings/Node_Embeddings_3d_Node2Vec_Tuneable_Stream.cypher

@@ -27,6 +27,6 @@ OPTIONAL MATCH (projectRoot:Directory)<-[:HAS_ROOT]-(proj:TS:Project)-[:CONTAINS
        ,codeUnit.name                               AS shortCodeUnitName
        ,elementId(codeUnit)                         AS nodeElementId
        ,coalesce(artifactName, projectName)         AS projectName
-       ,coalesce(codeUnit.communityLeidenId, 0)     AS communityId
+       ,coalesce(codeUnit.communityLeidenIdTuned, codeUnit.communityLeidenId, 0) AS communityId
        ,coalesce(codeUnit.centralityPageRank, 0.01) AS centrality
        ,embedding