Copilot commented on code in PR #313:
URL: 
https://github.com/apache/incubator-hugegraph-ai/pull/313#discussion_r2562737888


##########
hugegraph-llm/src/hugegraph_llm/flows/prompt_generate.py:
##########
@@ -17,18 +17,15 @@
 
 from hugegraph_llm.flows.common import BaseFlow
 from hugegraph_llm.nodes.llm_node.prompt_generate import PromptGenerateNode
-from hugegraph_llm.state.ai_state import WkFlowInput
-from hugegraph_llm.state.ai_state import WkFlowState
+from hugegraph_llm.state.ai_state import WkFlowInput, WkFlowState
 
 
 # pylint: disable=arguments-differ,keyword-arg-before-vararg
 class PromptGenerateFlow(BaseFlow):
     def __init__(self):
         pass
 
-    def prepare(
-        self, prepared_input: WkFlowInput, source_text, scenario, 
example_name, **kwargs
-    ):
+    def prepare(self, prepared_input: WkFlowInput, source_text, scenario, 
example_name, **kwargs):

Review Comment:
   This method requires 5 positional arguments, whereas overridden 
[BaseFlow.prepare](1) requires 2.



##########
hugegraph-llm/src/hugegraph_llm/flows/graph_extract.py:
##########
@@ -46,15 +48,11 @@ def prepare(
         prepared_input.schema = schema
         prepared_input.extract_type = extract_type
 
-    def build_flow(
-        self, schema, texts, example_prompt, extract_type, language="zh", 
**kwargs
-    ):
+    def build_flow(self, schema, texts, example_prompt, extract_type, 
language="zh", **kwargs):

Review Comment:
   This method requires at least 5 positional arguments, whereas overridden 
[BaseFlow.build_flow](1) requires 1.
   ```suggestion
       def build_flow(self, input_data, **kwargs):
           # Expect input_data to be a dict or object with required fields
           schema = getattr(input_data, "schema", None) if hasattr(input_data, 
"schema") else input_data.get("schema")
           texts = getattr(input_data, "texts", None) if hasattr(input_data, 
"texts") else input_data.get("texts")
           example_prompt = getattr(input_data, "example_prompt", None) if 
hasattr(input_data, "example_prompt") else input_data.get("example_prompt")
           extract_type = getattr(input_data, "extract_type", None) if 
hasattr(input_data, "extract_type") else input_data.get("extract_type")
           language = getattr(input_data, "language", "zh") if 
hasattr(input_data, "language") else input_data.get("language", "zh")
   ```



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