feat(ai): add embedding consolidate func and operator #736
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# Conflicts: # geaflow-ai/pom.xml # geaflow-ai/src/main/java/org/apache/geaflow/ai/GraphMemoryServer.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/common/ErrorCode.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/common/config/Constants.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/graph/MemoryMutableGraph.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/graph/MutableGraph.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/graph/io/MemoryGraph.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/operator/GraphSearchStore.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/operator/SearchUtils.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/operator/SessionOperator.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/session/SessionManagement.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/verbalization/SubgraphSemanticPromptFunction.java # geaflow-ai/src/test/java/org/apache/geaflow/ai/MutableGraphTest.java
…lidate_func # Conflicts: # geaflow-ai/src/main/java/org/apache/geaflow/ai/GeaFlowMemoryServer.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/GraphMemoryServer.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/client/GeaFlowMemoryClientCLI.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/common/config/Constants.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/consolidate/ConsolidateServer.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/consolidate/function/ConsolidateFunction.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/consolidate/function/EmbeddingRelationFunction.java # geaflow-ai/src/main/java/org/apache/geaflow/ai/consolidate/function/KeywordRelationFunction.java # geaflow-ai/src/main/resources/application.yml # geaflow-ai/src/test/java/org/apache/geaflow/ai/MemoryServerTest.java # geaflow-ai/src/test/java/org/apache/geaflow/ai/MutableGraphTest.java
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This PR implements
ConsolidateFunctionand its correspondingOperatorusing relative vector constructions for relation representation in graph memory, including:C = A ⊙ B(Hadamard product capturing shared features)cos(Q, A ⊙ B)measures intersection alignment with queryQDiff(B→A) = normalize(A - (A·B)B)cos(Q, Diff(B→A))detects directional feature divergence fromBtoAunderQDist(A,B) = 1 - cos(A,B)delta = cos(Q,B) - cos(Q,A)quantifies relative affinity shift