Add search on neighbor nodes which are source to selected one

lightrag/kg/mongo_impl.py

@@ -710,11 +710,9 @@ class MongoGraphStorage(BaseGraphStorage):
         return labels
 
     def _construct_graph_node(
-        self, node_data: dict[str, str], seen_nodes: set
+        self, node_id, node_data: dict[str, str]
     ) -> KnowledgeGraphNode:
-        node_id = str(node_data["_id"])
+        return KnowledgeGraphNode(
-
-        graph_node = KnowledgeGraphNode(
             id=node_id,
             labels=[node_id],
             properties={
@@ -728,9 +726,6 @@ class MongoGraphStorage(BaseGraphStorage):
                 ]
             },
         )
-        seen_nodes.add(node_id)
-
-        return graph_node, seen_nodes
 
     async def get_knowledge_graph(
         self,
@@ -810,6 +805,25 @@ class MongoGraphStorage(BaseGraphStorage):
                             "as": "connected_edges",
                         },
                     },
+                    {
+                        "$unionWith": {
+                            "coll": "chunk_entity_relation",
+                            "pipeline": [
+                                {"$match": {"_id": "LightRAG"}},
+                                {
+                                    "$graphLookup": {
+                                        "from": "chunk_entity_relation_edges",
+                                        "startWith": "$_id",
+                                        "connectFromField": "source_node_id",
+                                        "connectToField": "target_node_id",
+                                        "as": "connected_edges",
+                                        "maxDepth": 3,
+                                        "depthField": "depth",
+                                    }
+                                },
+                            ],
+                        }
+                    },
                 ]
 
             cursor = await self.collection.aggregate(pipeline, allowDiskUse=True)
@@ -817,8 +831,10 @@ class MongoGraphStorage(BaseGraphStorage):
 
             async for doc in cursor:
                 # Add the start nodes
-                graph_node, seen_nodes = self._construct_graph_node(doc, seen_nodes)
+                node_id = str(doc["_id"])
-                result.nodes.append(graph_node)
+                if node_id not in seen_nodes:
+                    seen_nodes.add(node_id)
+                    result.nodes.append(self._construct_graph_node(node_id, doc))
 
                 if doc.get("connected_edges", []):
                     node_edges.extend(doc.get("connected_edges"))
@@ -857,13 +873,14 @@ class MongoGraphStorage(BaseGraphStorage):
                         node_ids.append(edge["target_node_id"])
                         seen_nodes.add(edge["target_node_id"])
 
+                # Filter out all the node whose id is same as label so that we do not check existence next step
                 cursor = self.collection.find(
                     {"_id": {"$in": [node for node in node_ids if node != label]}}
                 )
 
                 async for doc in cursor:
-                    graph_node, seen_nodes = self._construct_graph_node(doc, seen_nodes)
+                    node_id = str(doc["_id"])
-                    result.nodes.append(graph_node)
+                    result.nodes.append(self._construct_graph_node(node_id, doc))
 
             for edge in node_edges:
                 if (