imbajin commented on code in PR #101:
URL: 
https://github.com/apache/incubator-hugegraph-ai/pull/101#discussion_r1839743727


##########
hugegraph-llm/src/hugegraph_llm/operators/hugegraph_op/graph_rag_query.py:
##########
@@ -192,18 +191,19 @@ def _format_graph_query_result(self, query_paths) -> 
Tuple[Set[str], List[Set[st
         subgraph = set()
         subgraph_with_degree = {}
         vertex_degree_list: List[Set[str]] = []
+        global_vertex_cache: Set[str] = set()

Review Comment:
   use a short name like `v_cache`? same as `e_cache`



##########
hugegraph-llm/src/hugegraph_llm/operators/hugegraph_op/graph_rag_query.py:
##########
@@ -229,15 +230,20 @@ def _process_path(self, path: Any, use_id_to_match: bool) 
-> Tuple[str, List[str
 
     def _process_vertex(self, item: Any, flat_rel: str, node_cache: Set[str],
                         prior_edge_str_len: int, depth: int, 
nodes_with_degree: List[str],
-                        use_id_to_match: bool) -> Tuple[str, int, int]:
+                        use_id_to_match: bool, global_vertex_cache: Set[str]) 
-> Tuple[str, int, int]:
         matched_str = item["id"] if use_id_to_match else 
item["props"][self._prop_to_match]
         if matched_str in node_cache:
             flat_rel = flat_rel[:-prior_edge_str_len]
             return flat_rel, prior_edge_str_len, depth
 
         node_cache.add(matched_str)
         props_str = ", ".join(f"{k}: {v}" for k, v in item["props"].items())
-        node_str = f"{item['id']}{{{props_str}}}"
+        # TODO: we may remove label id or replace with label name
+        if matched_str in global_vertex_cache:
+            node_str = f"{item['id']}"

Review Comment:
   ```suggestion
               node_str = matched_str
   ```



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