Files
GenericAgent/agent_loop.py
2026-01-31 15:47:23 +08:00

81 lines
3.4 KiB
Python

import json, re
from dataclasses import dataclass
from typing import Any, Optional
@dataclass
class StepOutcome:
data: Any
next_prompt: Optional[str] = None
should_exit: bool = False
def try_call_generator(func, *args, **kwargs):
ret = func(*args, **kwargs)
if hasattr(ret, '__iter__') and not isinstance(ret, (str, bytes, dict, list)):
ret = yield from ret
return ret
class BaseHandler:
def tool_before_callback(self, tool_name, args, response): pass
def tool_after_callback(self, tool_name, args, response, ret): pass
def dispatch(self, tool_name, args, response):
method_name = f"do_{tool_name}"
if hasattr(self, method_name):
_ = yield from try_call_generator(self.tool_before_callback, tool_name, args, response)
ret = yield from try_call_generator(getattr(self, method_name), args, response)
_ = yield from try_call_generator(self.tool_after_callback, tool_name, args, response, ret)
return ret
else:
yield f"❌ 未知工具: {tool_name}\n"
return StepOutcome(None, "未知工具", "ERROR")
def json_default(o):
if isinstance(o, set): return list(o)
return str(o)
def get_pretty_json(data):
if isinstance(data, dict) and "script" in data:
data = data.copy()
data["script"] = data["script"].replace("; ", ";\n ")
return json.dumps(data, indent=2, ensure_ascii=False).replace('\\n', '\n')
def agent_runner_loop(client, system_prompt, user_input, handler, tools_schema, max_turns=15):
messages = [
{"role": "system", "content": system_prompt},
{"role": "user", "content": user_input}
]
for turn in range(max_turns):
yield f"**LLM Running (Turn {turn+1}) ...**\n\n"
response = client.chat(messages=messages, tools=tools_schema)
if response.thinking: yield '<thinking>' + response.thinking + '</thinking>\n\n'
showcontent = response.content
if '</summary>' in showcontent: showcontent = showcontent.replace('</summary>', '</summary>\n\n')
if '</file_content>' in showcontent:
showcontent = re.sub(r'<file_content>\s*(.*?)\s*</file_content>', r'\n````\n<file_content>\n\1\n</file_content>\n````', showcontent, flags=re.DOTALL)
yield showcontent + '\n\n'
if not response.tool_calls:
tool_name, args = 'no_tool', {}
else:
tool_call = response.tool_calls[0]
tool_name = tool_call.function.name
args = json.loads(tool_call.function.arguments)
if tool_name == 'no_tool': pass
else:
yield f"🛠️ **正在调用工具:** `{tool_name}` 📥**参数:**\n"
yield f"````text\n{get_pretty_json(args)}\n````\n"
yield '`````\n'
outcome = yield from handler.dispatch(tool_name, args, response)
yield '`````\n'
if outcome.next_prompt is None: return {'result': 'CURRENT_TASK_DONE', 'data': outcome.data}
if outcome.should_exit: return {'result': 'EXITED', 'data': outcome.data}
next_prompt = ""
if outcome.data is not None:
datastr = json.dumps(outcome.data, ensure_ascii=False, default=json_default) if type(outcome.data) in [dict, list] else str(outcome.data)
next_prompt += f"<tool_result>\n{datastr}\n</tool_result>\n\n"
next_prompt += outcome.next_prompt
messages = [{"role": "user", "content": next_prompt}]
return {'result': 'MAX_TURNS_EXCEEDED'}