Merge branch 'mgx_ops' into 'data_analyst_ldy'

# Conflicts:
#   metagpt/schema.py

metagpt/actions/action.py

@@ -90,7 +90,7 @@ class Action(SerializationMixin, ContextMixin, BaseModel):
         msgs = args[0]
         context = "## History Messages\n"
         context += "\n".join([f"{idx}: {i}" for idx, i in enumerate(reversed(msgs))])
-        return await self.node.fill(context=context, llm=self.llm)
+        return await self.node.fill(req=context, llm=self.llm)
 
     async def run(self, *args, **kwargs):
         """Run action"""

metagpt/actions/action_node.py

@@ -18,6 +18,8 @@ from tenacity import retry, stop_after_attempt, wait_random_exponential
 
 from metagpt.actions.action_outcls_registry import register_action_outcls
 from metagpt.const import MARKDOWN_TITLE_PREFIX, USE_CONFIG_TIMEOUT
+from metagpt.exp_pool import exp_cache
+from metagpt.exp_pool.serializers import ActionNodeSerializer
 from metagpt.llm import BaseLLM
 from metagpt.logs import logger
 from metagpt.provider.postprocess.llm_output_postprocess import llm_output_postprocess
@@ -465,9 +467,11 @@ class ActionNode:
 
         return self
 
+    @exp_cache(serializer=ActionNodeSerializer())
     async def fill(
         self,
-        context,
+        *,
+        req,
         llm,
         schema="json",
         mode="auto",
@@ -478,7 +482,7 @@ class ActionNode:
     ):
         """Fill the node(s) with mode.
 
-        :param context: Everything we should know when filling node.
+        :param req: Everything we should know when filling node.
         :param llm: Large Language Model with pre-defined system message.
         :param schema: json/markdown, determine example and output format.
          - raw: free form text
@@ -497,7 +501,7 @@ class ActionNode:
         :return: self
         """
         self.set_llm(llm)
-        self.set_context(context)
+        self.set_context(req)
         if self.schema:
             schema = self.schema
 

metagpt/actions/design_api.py

@@ -178,12 +178,12 @@ class WriteDesign(Action):
         )
 
     async def _new_system_design(self, context):
-        node = await DESIGN_API_NODE.fill(context=context, llm=self.llm, schema=self.prompt_schema)
+        node = await DESIGN_API_NODE.fill(req=context, llm=self.llm, schema=self.prompt_schema)
         return node
 
     async def _merge(self, prd_doc, system_design_doc):
         context = NEW_REQ_TEMPLATE.format(old_design=system_design_doc.content, context=prd_doc.content)
-        node = await REFINED_DESIGN_NODE.fill(context=context, llm=self.llm, schema=self.prompt_schema)
+        node = await REFINED_DESIGN_NODE.fill(req=context, llm=self.llm, schema=self.prompt_schema)
         system_design_doc.content = node.instruct_content.model_dump_json()
         return system_design_doc
 

metagpt/actions/generate_questions.py

@@ -22,4 +22,4 @@ class GenerateQuestions(Action):
     name: str = "GenerateQuestions"
 
     async def run(self, context) -> ActionNode:
-        return await QUESTIONS.fill(context=context, llm=self.llm)
+        return await QUESTIONS.fill(req=context, llm=self.llm)

metagpt/actions/prepare_interview.py

@@ -22,4 +22,4 @@ class PrepareInterview(Action):
     name: str = "PrepareInterview"
 
     async def run(self, context):
-        return await QUESTIONS.fill(context=context, llm=self.llm)
+        return await QUESTIONS.fill(req=context, llm=self.llm)

metagpt/actions/project_management.py

@@ -151,12 +151,12 @@ class WriteTasks(Action):
         return task_doc
 
     async def _run_new_tasks(self, context: str):
-        node = await PM_NODE.fill(context, self.llm, schema=self.prompt_schema)
+        node = await PM_NODE.fill(req=context, llm=self.llm, schema=self.prompt_schema)
         return node
 
     async def _merge(self, system_design_doc, task_doc) -> Document:
         context = NEW_REQ_TEMPLATE.format(context=system_design_doc.content, old_task=task_doc.content)
-        node = await REFINED_PM_NODE.fill(context, self.llm, schema=self.prompt_schema)
+        node = await REFINED_PM_NODE.fill(req=context, llm=self.llm, schema=self.prompt_schema)
         task_doc.content = node.instruct_content.model_dump_json()
         return task_doc
 

metagpt/actions/write_code_an_draft.py

@@ -578,7 +578,7 @@ class WriteCodeAN(Action):
 
     async def run(self, context):
         self.llm.system_prompt = "You are an outstanding engineer and can implement any code"
-        return await WRITE_MOVE_NODE.fill(context=context, llm=self.llm, schema="json")
+        return await WRITE_MOVE_NODE.fill(req=context, llm=self.llm, schema="json")
 
 
 async def main():

metagpt/actions/write_code_plan_and_change_an.py

@@ -229,7 +229,7 @@ class WriteCodePlanAndChange(Action):
             code=await self.get_old_codes(),
         )
         logger.info("Writing code plan and change..")
-        return await WRITE_CODE_PLAN_AND_CHANGE_NODE.fill(context=context, llm=self.llm, schema="json")
+        return await WRITE_CODE_PLAN_AND_CHANGE_NODE.fill(req=context, llm=self.llm, schema="json")
 
     async def get_old_codes(self) -> str:
         old_codes = await self.repo.srcs.get_all()

metagpt/actions/write_prd.py

@@ -211,7 +211,7 @@ class WritePRD(Action):
         context = CONTEXT_TEMPLATE.format(requirements=requirement, project_name=project_name)
         exclude = [PROJECT_NAME.key] if project_name else []
         node = await WRITE_PRD_NODE.fill(
-            context=context, llm=self.llm, exclude=exclude, schema=self.prompt_schema
+            req=context, llm=self.llm, exclude=exclude, schema=self.prompt_schema
         )  # schema=schema
         return node
 
@@ -238,7 +238,7 @@ class WritePRD(Action):
     async def _is_bugfix(self, context: str) -> bool:
         if not self.repo.code_files_exists():
             return False
-        node = await WP_ISSUE_TYPE_NODE.fill(context, self.llm)
+        node = await WP_ISSUE_TYPE_NODE.fill(req=context, llm=self.llm)
         return node.get("issue_type") == "BUG"
 
     async def get_related_docs(self, req: Document, docs: list[Document]) -> list[Document]:
@@ -248,14 +248,14 @@ class WritePRD(Action):
 
     async def _is_related(self, req: Document, old_prd: Document) -> bool:
         context = NEW_REQ_TEMPLATE.format(old_prd=old_prd.content, requirements=req.content)
-        node = await WP_IS_RELATIVE_NODE.fill(context, self.llm)
+        node = await WP_IS_RELATIVE_NODE.fill(req=context, llm=self.llm)
         return node.get("is_relative") == "YES"
 
     async def _merge(self, req: Document, related_doc: Document) -> Document:
         if not self.project_name:
             self.project_name = Path(self.project_path).name
         prompt = NEW_REQ_TEMPLATE.format(requirements=req.content, old_prd=related_doc.content)
-        node = await REFINED_PRD_NODE.fill(context=prompt, llm=self.llm, schema=self.prompt_schema)
+        node = await REFINED_PRD_NODE.fill(req=prompt, llm=self.llm, schema=self.prompt_schema)
         related_doc.content = node.instruct_content.model_dump_json()
         await self._rename_workspace(node)
         return related_doc

metagpt/actions/write_review.py

@@ -36,4 +36,4 @@ class WriteReview(Action):
     name: str = "WriteReview"
 
     async def run(self, context):
-        return await WRITE_REVIEW_NODE.fill(context=context, llm=self.llm, schema="json")
+        return await WRITE_REVIEW_NODE.fill(req=context, llm=self.llm, schema="json")