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from .bridge_newbing import preprocess_newbing_out, preprocess_newbing_out_simple | |
from multiprocessing import Process, Pipe | |
from toolbox import update_ui, get_conf, trimmed_format_exc | |
import threading | |
import importlib | |
import logging | |
import time | |
from toolbox import get_conf | |
import asyncio | |
load_message = "正在加载Claude组件,请稍候..." | |
try: | |
""" | |
======================================================================== | |
第一部分:Slack API Client | |
https://github.com/yokonsan/claude-in-slack-api | |
======================================================================== | |
""" | |
from slack_sdk.errors import SlackApiError | |
from slack_sdk.web.async_client import AsyncWebClient | |
class SlackClient(AsyncWebClient): | |
"""SlackClient类用于与Slack API进行交互,实现消息发送、接收等功能。 | |
属性: | |
- CHANNEL_ID:str类型,表示频道ID。 | |
方法: | |
- open_channel():异步方法。通过调用conversations_open方法打开一个频道,并将返回的频道ID保存在属性CHANNEL_ID中。 | |
- chat(text: str):异步方法。向已打开的频道发送一条文本消息。 | |
- get_slack_messages():异步方法。获取已打开频道的最新消息并返回消息列表,目前不支持历史消息查询。 | |
- get_reply():异步方法。循环监听已打开频道的消息,如果收到"Typing…_"结尾的消息说明Claude还在继续输出,否则结束循环。 | |
""" | |
CHANNEL_ID = None | |
async def open_channel(self): | |
response = await self.conversations_open(users=get_conf('SLACK_CLAUDE_BOT_ID')[0]) | |
self.CHANNEL_ID = response["channel"]["id"] | |
async def chat(self, text): | |
if not self.CHANNEL_ID: | |
raise Exception("Channel not found.") | |
resp = await self.chat_postMessage(channel=self.CHANNEL_ID, text=text) | |
self.LAST_TS = resp["ts"] | |
async def get_slack_messages(self): | |
try: | |
# TODO:暂时不支持历史消息,因为在同一个频道里存在多人使用时历史消息渗透问题 | |
resp = await self.conversations_history(channel=self.CHANNEL_ID, oldest=self.LAST_TS, limit=1) | |
msg = [msg for msg in resp["messages"] | |
if msg.get("user") == get_conf('SLACK_CLAUDE_BOT_ID')[0]] | |
return msg | |
except (SlackApiError, KeyError) as e: | |
raise RuntimeError(f"获取Slack消息失败。") | |
async def get_reply(self): | |
while True: | |
slack_msgs = await self.get_slack_messages() | |
if len(slack_msgs) == 0: | |
await asyncio.sleep(0.5) | |
continue | |
msg = slack_msgs[-1] | |
if msg["text"].endswith("Typing…_"): | |
yield False, msg["text"] | |
else: | |
yield True, msg["text"] | |
break | |
except: | |
pass | |
""" | |
======================================================================== | |
第二部分:子进程Worker(调用主体) | |
======================================================================== | |
""" | |
class ClaudeHandle(Process): | |
def __init__(self): | |
super().__init__(daemon=True) | |
self.parent, self.child = Pipe() | |
self.claude_model = None | |
self.info = "" | |
self.success = True | |
self.local_history = [] | |
self.check_dependency() | |
if self.success: | |
self.start() | |
self.threadLock = threading.Lock() | |
def check_dependency(self): | |
try: | |
self.success = False | |
import slack_sdk | |
self.info = "依赖检测通过,等待Claude响应。注意目前不能多人同时调用Claude接口(有线程锁),否则将导致每个人的Claude问询历史互相渗透。调用Claude时,会自动使用已配置的代理。" | |
self.success = True | |
except: | |
self.info = "缺少的依赖,如果要使用Claude,除了基础的pip依赖以外,您还需要运行`pip install -r request_llm/requirements_slackclaude.txt`安装Claude的依赖,然后重启程序。" | |
self.success = False | |
def ready(self): | |
return self.claude_model is not None | |
async def async_run(self): | |
await self.claude_model.open_channel() | |
while True: | |
# 等待 | |
kwargs = self.child.recv() | |
question = kwargs['query'] | |
history = kwargs['history'] | |
# system_prompt=kwargs['system_prompt'] | |
# 是否重置 | |
if len(self.local_history) > 0 and len(history) == 0: | |
# await self.claude_model.reset() | |
self.local_history = [] | |
# 开始问问题 | |
prompt = "" | |
# Slack API最好不要添加系统提示 | |
# if system_prompt not in self.local_history: | |
# self.local_history.append(system_prompt) | |
# prompt += system_prompt + '\n' | |
# 追加历史 | |
for ab in history: | |
a, b = ab | |
if a not in self.local_history: | |
self.local_history.append(a) | |
prompt += a + '\n' | |
# if b not in self.local_history: | |
# self.local_history.append(b) | |
# prompt += b + '\n' | |
# 问题 | |
prompt += question | |
self.local_history.append(question) | |
print('question:', prompt) | |
# 提交 | |
await self.claude_model.chat(prompt) | |
# 获取回复 | |
# async for final, response in self.claude_model.get_reply(): | |
# await self.handle_claude_response(final, response) | |
async for final, response in self.claude_model.get_reply(): | |
if not final: | |
print(response) | |
self.child.send(str(response)) | |
else: | |
# 防止丢失最后一条消息 | |
slack_msgs = await self.claude_model.get_slack_messages() | |
last_msg = slack_msgs[-1]["text"] if slack_msgs and len(slack_msgs) > 0 else "" | |
if last_msg: | |
self.child.send(last_msg) | |
print('-------- receive final ---------') | |
self.child.send('[Finish]') | |
def run(self): | |
""" | |
这个函数运行在子进程 | |
""" | |
# 第一次运行,加载参数 | |
self.success = False | |
self.local_history = [] | |
if (self.claude_model is None) or (not self.success): | |
# 代理设置 | |
proxies, = get_conf('proxies') | |
if proxies is None: | |
self.proxies_https = None | |
else: | |
self.proxies_https = proxies['https'] | |
try: | |
SLACK_CLAUDE_USER_TOKEN, = get_conf('SLACK_CLAUDE_USER_TOKEN') | |
self.claude_model = SlackClient(token=SLACK_CLAUDE_USER_TOKEN, proxy=self.proxies_https) | |
print('Claude组件初始化成功。') | |
except: | |
self.success = False | |
tb_str = '\n```\n' + trimmed_format_exc() + '\n```\n' | |
self.child.send(f'[Local Message] 不能加载Claude组件。{tb_str}') | |
self.child.send('[Fail]') | |
self.child.send('[Finish]') | |
raise RuntimeError(f"不能加载Claude组件。") | |
self.success = True | |
try: | |
# 进入任务等待状态 | |
asyncio.run(self.async_run()) | |
except Exception: | |
tb_str = '\n```\n' + trimmed_format_exc() + '\n```\n' | |
self.child.send(f'[Local Message] Claude失败 {tb_str}.') | |
self.child.send('[Fail]') | |
self.child.send('[Finish]') | |
def stream_chat(self, **kwargs): | |
""" | |
这个函数运行在主进程 | |
""" | |
self.threadLock.acquire() | |
self.parent.send(kwargs) # 发送请求到子进程 | |
while True: | |
res = self.parent.recv() # 等待Claude回复的片段 | |
if res == '[Finish]': | |
break # 结束 | |
elif res == '[Fail]': | |
self.success = False | |
break | |
else: | |
yield res # Claude回复的片段 | |
self.threadLock.release() | |
""" | |
======================================================================== | |
第三部分:主进程统一调用函数接口 | |
======================================================================== | |
""" | |
global claude_handle | |
claude_handle = None | |
def predict_no_ui_long_connection(inputs, llm_kwargs, history=[], sys_prompt="", observe_window=None, console_slience=False): | |
""" | |
多线程方法 | |
函数的说明请见 request_llm/bridge_all.py | |
""" | |
global claude_handle | |
if (claude_handle is None) or (not claude_handle.success): | |
claude_handle = ClaudeHandle() | |
observe_window[0] = load_message + "\n\n" + claude_handle.info | |
if not claude_handle.success: | |
error = claude_handle.info | |
claude_handle = None | |
raise RuntimeError(error) | |
# 没有 sys_prompt 接口,因此把prompt加入 history | |
history_feedin = [] | |
for i in range(len(history)//2): | |
history_feedin.append([history[2*i], history[2*i+1]]) | |
watch_dog_patience = 5 # 看门狗 (watchdog) 的耐心, 设置5秒即可 | |
response = "" | |
observe_window[0] = "[Local Message]: 等待Claude响应中 ..." | |
for response in claude_handle.stream_chat(query=inputs, history=history_feedin, system_prompt=sys_prompt, max_length=llm_kwargs['max_length'], top_p=llm_kwargs['top_p'], temperature=llm_kwargs['temperature']): | |
observe_window[0] = preprocess_newbing_out_simple(response) | |
if len(observe_window) >= 2: | |
if (time.time()-observe_window[1]) > watch_dog_patience: | |
raise RuntimeError("程序终止。") | |
return preprocess_newbing_out_simple(response) | |
def predict(inputs, llm_kwargs, plugin_kwargs, chatbot, history=[], system_prompt='', stream=True, additional_fn=None): | |
""" | |
单线程方法 | |
函数的说明请见 request_llm/bridge_all.py | |
""" | |
chatbot.append((inputs, "[Local Message]: 等待Claude响应中 ...")) | |
global claude_handle | |
if (claude_handle is None) or (not claude_handle.success): | |
claude_handle = ClaudeHandle() | |
chatbot[-1] = (inputs, load_message + "\n\n" + claude_handle.info) | |
yield from update_ui(chatbot=chatbot, history=[]) | |
if not claude_handle.success: | |
claude_handle = None | |
return | |
if additional_fn is not None: | |
import core_functional | |
importlib.reload(core_functional) # 热更新prompt | |
core_functional = core_functional.get_core_functions() | |
if "PreProcess" in core_functional[additional_fn]: | |
inputs = core_functional[additional_fn]["PreProcess"]( | |
inputs) # 获取预处理函数(如果有的话) | |
inputs = core_functional[additional_fn]["Prefix"] + \ | |
inputs + core_functional[additional_fn]["Suffix"] | |
history_feedin = [] | |
for i in range(len(history)//2): | |
history_feedin.append([history[2*i], history[2*i+1]]) | |
chatbot[-1] = (inputs, "[Local Message]: 等待Claude响应中 ...") | |
response = "[Local Message]: 等待Claude响应中 ..." | |
yield from update_ui(chatbot=chatbot, history=history, msg="Claude响应缓慢,尚未完成全部响应,请耐心完成后再提交新问题。") | |
for response in claude_handle.stream_chat(query=inputs, history=history_feedin, system_prompt=system_prompt): | |
chatbot[-1] = (inputs, preprocess_newbing_out(response)) | |
yield from update_ui(chatbot=chatbot, history=history, msg="Claude响应缓慢,尚未完成全部响应,请耐心完成后再提交新问题。") | |
if response == "[Local Message]: 等待Claude响应中 ...": | |
response = "[Local Message]: Claude响应异常,请刷新界面重试 ..." | |
history.extend([inputs, response]) | |
logging.info(f'[raw_input] {inputs}') | |
logging.info(f'[response] {response}') | |
yield from update_ui(chatbot=chatbot, history=history, msg="完成全部响应,请提交新问题。") | |