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update reflect on previous plan

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This commit is contained in:
yzlin 2023-12-04 14:29:47 +08:00
parent d3d08fe5f3
commit 8d7657f347
5 changed files with 44 additions and 27 deletions
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37
metagpt/actions/ml_da_action.py
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@ -3,6 +3,7 @@ from typing import Dict, List, Union
from metagpt.actions import Action
from metagpt.schema import Message, Plan
from metagpt.utils.common import CodeParser
from metagpt.logs import logger
@ -98,22 +99,30 @@ class SummarizeAnalysis(Action):
class Reflect(Action):
PROMPT_TEMPLATE = """
# User Requirement
{user_requirement}
# Context
{context}
__context__
# Latest User Requirement
__user_requirement__
# Summary
Above is all your attempts to tackle the user requirement. You plan, act, submit your output, and get the result and feedback.
First, summarize each of your previous trial in a triple of (your methods, the corresponding result, potential improvement), list them out.
# Takeaways
Second, carefully find key takeaways from your summarization in a step-by-step thinking process
# Guidance
Finally, make a concise one-sentence guidance for improving your future plan.
Your response:
Output a json following the format:
```json
{
"summary": str = "summarize each of your previous trial in a triple of (your methods, the corresponding result, potential improvement), list them out",
"takeaways": str = "carefully find key takeaways from your summarization in a step-by-step thinking process",
"reflection": "in one sentence, state executable actions for improving your future plan",
}
```
"""
REWRITE_PLAN_INSTRUCTION = """When taking this reflection for rewriting plan, modify the current plan in place, replace, add, or delete tasks in the plan,
only make necessary change to the current plan, keep reusable tasks unchanged, provide the complete new plan."""
async def run(self, context: str) -> str:
user_requirement = "Score as high as possible in a data modeling competition"
prompt = self.PROMPT_TEMPLATE.format(context=context, user_requirement=user_requirement)
rsp = await self._aask(prompt)
return rsp
async def run(self, context: str, user_requirement: str = "") -> str:
user_requirement = user_requirement or "Score as high as possible in a data modeling competition"
# prompt = self.PROMPT_TEMPLATE.format(context=context, user_requirement=user_requirement)
prompt = self.PROMPT_TEMPLATE.replace("__context__", context).replace("__user_requirement__", user_requirement)
rsp_json = await self._aask(prompt)
rsp = CodeParser.parse_code(block=None, text=rsp_json)
reflection = json.loads(rsp)["reflection"]
reflection += self.REWRITE_PLAN_INSTRUCTION
return reflection