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Attach domains folder to report compilations to run them automatically.
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‎domains/anomaly-detection/anomalyDetectionCsv.sh‎

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#!/usr/bin/env bash
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# Pipeline that coordinates anomaly detection using the Graph Data Science Library of Neo4j.
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# It requires an already running Neo4j graph database with already scanned and analyzed artifacts.
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# The results will be written into the sub directory reports/anomaly-detection.
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# Note that "scripts/prepareAnalysis.sh" is required to run prior to this script.
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# Requires executeQueryFunctions.sh, projectionFunctions.sh, cleanupAfterReportGeneration.sh
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# Fail on any error ("-e" = exit on first error, "-o pipefail" exist on errors within piped commands)
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set -o errexit -o pipefail
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# Overrideable Constants (defaults also defined in sub scripts)
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REPORTS_DIRECTORY=${REPORTS_DIRECTORY:-"reports"}
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## Get this "scripts/reports" directory if not already set
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# Even if $BASH_SOURCE is made for Bourne-like shells it is also supported by others and therefore here the preferred solution.
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# CDPATH reduces the scope of the cd command to potentially prevent unintended directory changes.
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# This way non-standard tools like readlink aren't needed.
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ANOMALY_DETECTION_SCRIPT_DIR=${ANOMALY_DETECTION_SCRIPT_DIR:-$(CDPATH=. cd -- "$(dirname -- "${BASH_SOURCE[0]}")" && pwd -P)}
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echo "anomalyDetectionCsv: ANOMALY_DETECTION_SCRIPT_DIR=${ANOMALY_DETECTION_SCRIPT_DIR}"
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# Get the "scripts" directory by taking the path of this script and going one directory up.
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SCRIPTS_DIR=${SCRIPTS_DIR:-"${ANOMALY_DETECTION_SCRIPT_DIR}/../../scripts"} # Repository directory containing the shell scripts
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# Get the "cypher" query directory for gathering features.
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ANOMALY_DETECTION_FEATURE_CYPHER_DIR=${ANOMALY_DETECTION_FEATURE_CYPHER_DIR:-"${ANOMALY_DETECTION_SCRIPT_DIR}/features"}
27+
ANOMALY_DETECTION_QUERY_CYPHER_DIR=${ANOMALY_DETECTION_QUERY_CYPHER_DIR:-"${ANOMALY_DETECTION_SCRIPT_DIR}/queries"}
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# Define functions to execute a cypher query from within a given file (first and only argument) like "execute_cypher"
30+
source "${SCRIPTS_DIR}/executeQueryFunctions.sh"
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# Define functions to create and delete Graph Projections like "createUndirectedDependencyProjection"
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source "${SCRIPTS_DIR}/projectionFunctions.sh"
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# Query or recalculate features.
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#
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# Required Parameters:
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# - projection_name=...
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# Name prefix for the in-memory projection name. Example: "package-anomaly-detection"
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# - projection_node_label=...
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# Label of the nodes that will be used for the projection. Example: "Package"
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# - projection_weight_property=...
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# Name of the node property that contains the dependency weight. Example: "weight"
44+
anomaly_detection_features() {
45+
local nodeLabel
46+
nodeLabel=$( extractQueryParameter "projection_node_label" "${@}" )
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echo "anomalyDetectionCsv: $(date +'%Y-%m-%dT%H:%M:%S%z') Collecting features for ${nodeLabel} nodes..."
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# Determine the Betweenness centrality (with the directed graph projection) if not already done
51+
execute_cypher_queries_until_results "${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeature-Betweenness-Exists.cypher" \
52+
"${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeature-Betweenness-Write.cypher" "${@}"
53+
# Determine the local clustering coefficient if not already done
54+
execute_cypher_queries_until_results "${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeature-LocalClusteringCoefficient-Exists.cypher" \
55+
"${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeature-LocalClusteringCoefficient-Write.cypher" "${@}"
56+
# Determine the page rank if not already done
57+
execute_cypher_queries_until_results "${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeature-PageRank-Exists.cypher" \
58+
"${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeature-PageRank-Write.cypher" "${@}"
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# Determine the article rank if not already done
60+
execute_cypher_queries_until_results "${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeature-ArticleRank-Exists.cypher" \
61+
"${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeature-PageRank-Write.cypher" "${@}"
62+
}
63+
# Run queries to find anomalies in the graph.
64+
#
65+
# Required Parameters:
66+
# - projection_node_label=...
67+
# Label of the nodes that will be used for the projection. Example: "Package"
68+
anomaly_detection_queries() {
69+
local nodeLabel
70+
nodeLabel=$( extractQueryParameter "projection_node_label" "${@}" )
71+
72+
echo "anomalyDetectionCsv: $(date +'%Y-%m-%dT%H:%M:%S%z') Executing Queries for ${nodeLabel} nodes..."
73+
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionPotentialImbalancedRoles.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_PotentialImbalancedRoles.csv"
74+
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionPotentialOverEngineerOrIsolated.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_PotentialOverEngineerOrIsolated.csv"
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76+
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionHiddenBridgeNodes.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_HiddenBridgeNodes.csv"
77+
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionPopularBottlenecks.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_PopularBottlenecks.csv"
78+
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionSilentCoordinators.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_SilentCoordinators.csv"
79+
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionOverReferencesUtilities.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_OverReferencesUtilities.csv"
80+
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionFragileStructuralBridges.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_FragileStructuralBridges.csv"
81+
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionDependencyHungryOrchestrators.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_DependencyHungryOrchestrators.csv"
82+
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionUnexpectedCentralNodes.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_UnexpectedCentralNodes.csv"
83+
}
84+
85+
# Run the anomaly detection pipeline.
86+
#
87+
# Required Parameters:
88+
# - projection_name=...
89+
# Name prefix for the in-memory projection name. Example: "package-anomaly-detection"
90+
# - projection_node_label=...
91+
# Label of the nodes that will be used for the projection. Example: "Package"
92+
# - projection_weight_property=...
93+
# Name of the node property that contains the dependency weight. Example: "weight"
94+
anomaly_detection_csv_reports() {
95+
time anomaly_detection_features "${@}"
96+
time anomaly_detection_queries "${@}"
97+
}
98+
99+
# Create report directory
100+
REPORT_NAME="anomaly-detection"
101+
FULL_REPORT_DIRECTORY="${REPORTS_DIRECTORY}/${REPORT_NAME}"
102+
mkdir -p "${FULL_REPORT_DIRECTORY}"
103+
104+
# Query Parameter key pairs for projection and algorithm side
105+
PROJECTION_NAME="dependencies_projection"
106+
ALGORITHM_PROJECTION="projection_name"
107+
108+
PROJECTION_NODE="dependencies_projection_node"
109+
ALGORITHM_NODE="projection_node_label"
110+
111+
PROJECTION_WEIGHT="dependencies_projection_weight_property"
112+
ALGORITHM_WEIGHT="projection_weight_property"
113+
114+
# Code independent algorithm parameters
115+
COMMUNITY_PROPERTY="community_property=communityLeidenIdTuned"
116+
EMBEDDING_PROPERTY="embedding_property=embeddingsFastRandomProjectionTunedForClustering"
117+
118+
# -- Java Artifact Node Embeddings -------------------------------
119+
120+
if createUndirectedDependencyProjection "${PROJECTION_NAME}=artifact-anomaly-detection" "${PROJECTION_NODE}=Artifact" "${PROJECTION_WEIGHT}=weight"; then
121+
createDirectedDependencyProjection "${PROJECTION_NAME}=artifact-anomaly-detection-directed" "${PROJECTION_NODE}=Artifact" "${PROJECTION_WEIGHT}=weight"
122+
anomaly_detection_csv_reports "${ALGORITHM_PROJECTION}=artifact-anomaly-detection" "${ALGORITHM_NODE}=Artifact" "${ALGORITHM_WEIGHT}=weight" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
123+
fi
124+
125+
# -- Java Package Node Embeddings --------------------------------
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127+
if createUndirectedDependencyProjection "${PROJECTION_NAME}=package-anomaly-detection" "${PROJECTION_NODE}=Package" "${PROJECTION_WEIGHT}=weight25PercentInterfaces"; then
128+
createDirectedDependencyProjection "${PROJECTION_NAME}=package-anomaly-detection-directed" "${PROJECTION_NODE}=Package" "${PROJECTION_WEIGHT}=weight25PercentInterfaces"
129+
anomaly_detection_csv_reports "${ALGORITHM_PROJECTION}=package-anomaly-detection" "${ALGORITHM_NODE}=Package" "${ALGORITHM_WEIGHT}=weight25PercentInterfaces" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
130+
fi
131+
132+
# -- Java Type Node Embeddings -----------------------------------
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134+
if createUndirectedJavaTypeDependencyProjection "${PROJECTION_NAME}=type-anomaly-detection"; then
135+
createDirectedJavaTypeDependencyProjection "${PROJECTION_NAME}=type-anomaly-detection-directed"
136+
anomaly_detection_csv_reports "${ALGORITHM_PROJECTION}=type-anomaly-detection" "${ALGORITHM_NODE}=Type" "${ALGORITHM_WEIGHT}=weight" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
137+
fi
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# -- Typescript Module Node Embeddings ---------------------------
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141+
if createUndirectedDependencyProjection "${PROJECTION_NAME}=typescript-module-embedding" "${PROJECTION_NODE}=Module" "${PROJECTION_WEIGHT}=lowCouplingElement25PercentWeight"; then
142+
createDirectedDependencyProjection "${PROJECTION_NAME}=typescript-module-embedding-directed" "${PROJECTION_NODE}=Module" "${PROJECTION_WEIGHT}=lowCouplingElement25PercentWeight"
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anomaly_detection_csv_reports "${ALGORITHM_PROJECTION}=typescript-module-embedding" "${ALGORITHM_NODE}=Module" "${ALGORITHM_WEIGHT}=lowCouplingElement25PercentWeight" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
144+
fi
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146+
# ---------------------------------------------------------------
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# Clean-up after report generation. Empty reports will be deleted.
149+
source "${SCRIPTS_DIR}/cleanupAfterReportGeneration.sh" "${FULL_REPORT_DIRECTORY}"
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echo "anomalyDetectionCsv: $(date +'%Y-%m-%dT%H:%M:%S%z') Successfully finished."

‎domains/anomaly-detection/anomalyDetectionPipeline.sh‎ renamed to ‎domains/anomaly-detection/anomalyDetectionPython.sh‎

Lines changed: 12 additions & 38 deletions
Original file line numberDiff line numberDiff line change
@@ -29,13 +29,12 @@ ANOMALY_DETECTION_QUERY_CYPHER_DIR=${ANOMALY_DETECTION_QUERY_CYPHER_DIR:-"${ANOM
2929
# Function to display script usage
3030
usage() {
3131
echo -e "${COLOR_ERROR}" >&2
32-
echo "Usage: $0 [--usePython] [--verbose]" >&2
32+
echo "Usage: $0 [--verbose]" >&2
3333
echo -e "${COLOR_DEFAULT}" >&2
3434
exit 1
3535
}
3636

3737
# Default values
38-
usePython="false" # Use Python scripts for anomaly detection
3938
verboseMode="" # either "" or "--verbose"
4039

4140
# Parse command line arguments
@@ -47,9 +46,6 @@ while [[ $# -gt 0 ]]; do
4746
--verbose)
4847
verboseMode="--verbose"
4948
;;
50-
--usePython)
51-
usePython="true"
52-
;;
5349
*)
5450
echo -e "${COLOR_ERROR}anomalyDetectionPipeline: Error: Unknown option: ${key}${COLOR_DEFAULT}" >&2
5551
usage
@@ -74,6 +70,8 @@ source "${SCRIPTS_DIR}/projectionFunctions.sh"
7470
# - projection_weight_property=...
7571
# Name of the node property that contains the dependency weight. Example: "weight"
7672
anomaly_detection_features() {
73+
local nodeLabel
74+
nodeLabel=$( extractQueryParameter "projection_node_label" "${@}" )
7775
echo "anomalyDetectionPipeline: $(date +'%Y-%m-%dT%H:%M:%S%z') Collecting features for ${nodeLabel} nodes..."
7876

7977
# Determine the Betweenness centrality (with the directed graph projection) if not already done
@@ -89,27 +87,6 @@ anomaly_detection_features() {
8987
execute_cypher_queries_until_results "${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeature-ArticleRank-Exists.cypher" \
9088
"${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeature-PageRank-Write.cypher" "${@}"
9189
}
92-
# Run queries to find anomalies in the graph.
93-
#
94-
# Required Parameters:
95-
# - projection_node_label=...
96-
# Label of the nodes that will be used for the projection. Example: "Package"
97-
anomaly_detection_queries() {
98-
local nodeLabel
99-
nodeLabel=$( extractQueryParameter "projection_node_label" "${@}" )
100-
101-
echo "anomalyDetectionPipeline: $(date +'%Y-%m-%dT%H:%M:%S%z') Executing Queries for ${nodeLabel} nodes..."
102-
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionPotentialImbalancedRoles.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_PotentialImbalancedRoles.csv"
103-
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionPotentialOverEngineerOrIsolated.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_PotentialOverEngineerOrIsolated.csv"
104-
105-
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionHiddenBridgeNodes.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_HiddenBridgeNodes.csv"
106-
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionPopularBottlenecks.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_PopularBottlenecks.csv"
107-
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionSilentCoordinators.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_SilentCoordinators.csv"
108-
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionOverReferencesUtilities.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_OverReferencesUtilities.csv"
109-
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionFragileStructuralBridges.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_FragileStructuralBridges.csv"
110-
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionDependencyHungryOrchestrators.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_DependencyHungryOrchestrators.csv"
111-
execute_cypher "${ANOMALY_DETECTION_QUERY_CYPHER_DIR}/AnomalyDetectionUnexpectedCentralNodes.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_UnexpectedCentralNodes.csv"
112-
}
11390

11491
# Execute the Python scripts for anomaly detection.
11592
#
@@ -121,6 +98,8 @@ anomaly_detection_queries() {
12198
# - projection_weight_property=...
12299
# Name of the node property that contains the dependency weight. Example: "weight"
123100
anomaly_detection_using_python() {
101+
local nodeLabel
102+
nodeLabel=$( extractQueryParameter "projection_node_label" "${@}" )
124103
echo "anomalyDetectionPipeline: $(date +'%Y-%m-%dT%H:%M:%S%z') Executing Python scripts for ${nodeLabel} nodes..."
125104

126105
# Get tuned Leiden communities as a reference to tune clustering
@@ -132,9 +111,7 @@ anomaly_detection_using_python() {
132111

133112
time "${ANOMALY_DETECTION_SCRIPT_DIR}/anomalyDetectionPlots.py" "${@}" "--report_directory" "${FULL_REPORT_DIRECTORY}" ${verboseMode}
134113
# Query Results: Output all collected features into a CSV file.
135-
local nodeLabel
136-
nodeLabel=$( extractQueryParameter "projection_node_label" "${@}" )
137-
execute_cypher "${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeatures.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetectionFeatures.csv"
114+
execute_cypher "${ANOMALY_DETECTION_FEATURE_CYPHER_DIR}/AnomalyDetectionFeatures.cypher" "${@}" > "${FULL_REPORT_DIRECTORY}/${nodeLabel}AnomalyDetection_Features.csv"
138115
}
139116

140117
# Run the anomaly detection pipeline.
@@ -146,12 +123,9 @@ anomaly_detection_using_python() {
146123
# Label of the nodes that will be used for the projection. Example: "Package"
147124
# - projection_weight_property=...
148125
# Name of the node property that contains the dependency weight. Example: "weight"
149-
anomaly_detection_pipeline() {
126+
anomaly_detection_python_reports() {
150127
time anomaly_detection_features "${@}"
151-
time anomaly_detection_queries "${@}"
152-
if [ "${usePython}" = "true" ]; then
153-
anomaly_detection_using_python "${@}"
154-
fi
128+
anomaly_detection_using_python "${@}"
155129
}
156130

157131
# Create report directory
@@ -177,28 +151,28 @@ EMBEDDING_PROPERTY="embedding_property=embeddingsFastRandomProjectionTunedForClu
177151

178152
if createUndirectedDependencyProjection "${PROJECTION_NAME}=artifact-anomaly-detection" "${PROJECTION_NODE}=Artifact" "${PROJECTION_WEIGHT}=weight"; then
179153
createDirectedDependencyProjection "${PROJECTION_NAME}=artifact-anomaly-detection-directed" "${PROJECTION_NODE}=Artifact" "${PROJECTION_WEIGHT}=weight"
180-
anomaly_detection_pipeline "${ALGORITHM_PROJECTION}=artifact-anomaly-detection" "${ALGORITHM_NODE}=Artifact" "${ALGORITHM_WEIGHT}=weight" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
154+
anomaly_detection_python_reports "${ALGORITHM_PROJECTION}=artifact-anomaly-detection" "${ALGORITHM_NODE}=Artifact" "${ALGORITHM_WEIGHT}=weight" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
181155
fi
182156

183157
# -- Java Package Node Embeddings --------------------------------
184158

185159
if createUndirectedDependencyProjection "${PROJECTION_NAME}=package-anomaly-detection" "${PROJECTION_NODE}=Package" "${PROJECTION_WEIGHT}=weight25PercentInterfaces"; then
186160
createDirectedDependencyProjection "${PROJECTION_NAME}=package-anomaly-detection-directed" "${PROJECTION_NODE}=Package" "${PROJECTION_WEIGHT}=weight25PercentInterfaces"
187-
anomaly_detection_pipeline "${ALGORITHM_PROJECTION}=package-anomaly-detection" "${ALGORITHM_NODE}=Package" "${ALGORITHM_WEIGHT}=weight25PercentInterfaces" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
161+
anomaly_detection_python_reports "${ALGORITHM_PROJECTION}=package-anomaly-detection" "${ALGORITHM_NODE}=Package" "${ALGORITHM_WEIGHT}=weight25PercentInterfaces" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
188162
fi
189163

190164
# -- Java Type Node Embeddings -----------------------------------
191165

192166
if createUndirectedJavaTypeDependencyProjection "${PROJECTION_NAME}=type-anomaly-detection"; then
193167
createDirectedJavaTypeDependencyProjection "${PROJECTION_NAME}=type-anomaly-detection-directed"
194-
anomaly_detection_pipeline "${ALGORITHM_PROJECTION}=type-anomaly-detection" "${ALGORITHM_NODE}=Type" "${ALGORITHM_WEIGHT}=weight" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
168+
anomaly_detection_python_reports "${ALGORITHM_PROJECTION}=type-anomaly-detection" "${ALGORITHM_NODE}=Type" "${ALGORITHM_WEIGHT}=weight" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
195169
fi
196170

197171
# -- Typescript Module Node Embeddings ---------------------------
198172

199173
if createUndirectedDependencyProjection "${PROJECTION_NAME}=typescript-module-embedding" "${PROJECTION_NODE}=Module" "${PROJECTION_WEIGHT}=lowCouplingElement25PercentWeight"; then
200174
createDirectedDependencyProjection "${PROJECTION_NAME}=typescript-module-embedding-directed" "${PROJECTION_NODE}=Module" "${PROJECTION_WEIGHT}=lowCouplingElement25PercentWeight"
201-
anomaly_detection_pipeline "${ALGORITHM_PROJECTION}=typescript-module-embedding" "${ALGORITHM_NODE}=Module" "${ALGORITHM_WEIGHT}=lowCouplingElement25PercentWeight" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
175+
anomaly_detection_python_reports "${ALGORITHM_PROJECTION}=typescript-module-embedding" "${ALGORITHM_NODE}=Module" "${ALGORITHM_WEIGHT}=lowCouplingElement25PercentWeight" "${COMMUNITY_PROPERTY}" "${EMBEDDING_PROPERTY}"
202176
fi
203177

204178
# ---------------------------------------------------------------

‎scripts/analysis/analyze.sh‎

Lines changed: 1 addition & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -44,7 +44,7 @@ LOG_GROUP_END=${LOG_GROUP_END:-"::endgroup::"} # Prefix to end a log group. Defa
4444

4545
# Function to display script usage
4646
usage() {
47-
echo "Usage: $0 [--report <All (default), Csv, Jupyter,...>] [--profile <Default, Neo4jv5, Neo4jv4,...>] [--explore]"
47+
echo "Usage: $0 [--report <All (default), Csv, Jupyter, Python, Visualization...>] [--profile <Default, Neo4jv5, Neo4jv4,...>] [--explore]"
4848
exit 1
4949
}
5050

‎scripts/reports/compilations/AllReports.sh‎

Lines changed: 1 addition & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -25,4 +25,5 @@ echo "AllReports: REPORT_COMPILATIONS_SCRIPT_DIR=${REPORT_COMPILATIONS_SCRIPT_DI
2525
# then hard to parallelize them. So if coupling can be prevented, it still should.
2626
source "${REPORT_COMPILATIONS_SCRIPT_DIR}/CsvReports.sh"
2727
source "${REPORT_COMPILATIONS_SCRIPT_DIR}/JupyterReports.sh"
28+
source "${REPORT_COMPILATIONS_SCRIPT_DIR}/PythonReports.sh"
2829
source "${REPORT_COMPILATIONS_SCRIPT_DIR}/VisualizationReports.sh"

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