Files
NexQuant/rdagent/utils/agent/ret.py
T
you-n-g b60f5fc506 fix: refine details (#979)
* feat: add parquet preview and extract common DataFrame preview logic

* refactor: improve error messages, prompts, regex, and session loading

* lint
2025-06-23 10:38:27 +08:00

85 lines
2.1 KiB
Python

"""
The output of a agent is very important.
We think this part can be shared.
"""
import json
import re
from abc import abstractclassmethod
from typing import Any
from rdagent.utils.agent.tpl import T
class AgentOut:
json_mode: bool = False # To get the output, is json_mode required.
@abstractclassmethod
def get_spec(cls, **context: Any) -> str:
raise NotImplementedError(f"Please implement the `get_spec` method")
@classmethod
def extract_output(cls, resp: str) -> Any:
raise resp
class PythonAgentOut(AgentOut):
@classmethod
def get_spec(cls):
return T(".tpl:PythonAgentOut").r()
@classmethod
def extract_output(cls, resp: str):
# We use lazy mode (.*?) to only extract the first code block in the response.
match = re.search(r".*```[Pp]ython\n(.*?)\n```.*", resp, re.DOTALL)
if match:
code = match.group(1)
code = re.sub(r"</?code>", "", code, flags=re.IGNORECASE)
return code
return resp
class MarkdownAgentOut(AgentOut):
@classmethod
def get_spec(cls):
return T(".tpl:MarkdownOut").r()
@classmethod
def extract_output(cls, resp: str):
match = re.search(r".*````markdown\n(.*)\n````.*", resp, re.DOTALL)
if match:
content = match.group(1)
return content
return resp
class BatchEditOut(AgentOut):
json_mode: bool = True
@classmethod
def get_spec(cls, with_del=True):
return T(".tpl:BatchEditOut").r(with_del=with_del)
@classmethod
def extract_output(cls, resp: str):
return json.loads(resp)
class PythonBatchEditOut(AgentOut):
@classmethod
def get_spec(cls, with_del=True):
return T(".tpl:PythonBatchEditOut").r(with_del=with_del)
@classmethod
def extract_output(cls, resp: str):
code_blocks = {}
pattern = re.compile(r"```(.*?)\n(.*?)\n```", re.DOTALL)
matches = pattern.findall(resp)
for match in matches:
file_name, code = match
code_blocks[file_name.strip()] = code.strip()
return code_blocks