From e5e0979bfaf31fc3c355a370a8db5360c2b8933b Mon Sep 17 00:00:00 2001 From: zhayujie Date: Sat, 17 Dec 2022 23:08:08 +0800 Subject: [PATCH] feat: bring in openai completion api --- README.md | 68 +++++++++++++++++------------ bot/baidu/baidu_unit_bot.py | 1 + bot/bot_factory.py | 13 ++++-- bot/chatgpt/chat_gpt_bot.py | 2 + bot/openai/open_ai_bot.py | 30 +++++++++++++ bridge/bridge.py | 2 +- channel/wechat/wechat_channel.py | 29 +++++++----- config.json | 5 ++- docs/images/chatgpt-token.png | Bin 725862 -> 0 bytes docs/images/group-chat-sample.jpg | Bin 0 -> 333389 bytes docs/images/single-chat-sample.jpg | Bin 0 -> 190186 bytes 11 files changed, 107 insertions(+), 43 deletions(-) create mode 100644 bot/openai/open_ai_bot.py delete mode 100644 docs/images/chatgpt-token.png create mode 100644 docs/images/group-chat-sample.jpg create mode 100644 docs/images/single-chat-sample.jpg diff --git a/README.md b/README.md index 0969da2..7ca9779 100644 --- a/README.md +++ b/README.md @@ -1,61 +1,61 @@ # 简介 -本项目是基于ChatGPT模型实现的微信聊天机器人,通过[revChatGPT](https://github.com/acheong08/ChatGPT) 访问 ChatGPT接口,使用 [itchat](https://github.com/littlecodersh/ItChat) 实现微信消息的接收和发送。已实现的功能如下: +本项目是基于ChatGPT模型实现的微信聊天机器人,通过 [OpenAI](https://github.com/acheong08/ChatGPT) 访提供的API,使用 [itchat](https://github.com/littlecodersh/ItChat) 实现微信消息的接收和发送。已实现的功能如下: - [x] **基础功能:** 接收私聊及群组中的微信消息,使用ChatGPT生成回复内容,完成自动回复 - [x] **规则定制化:** 支持私聊中按指定规则触发自动回复,支持对群组设置自动回复白名单 -- [x] **会话上下文:** 支持用户维度的上下文保存和过期清理 -- [x] **Session刷新:** 支持ChatGPT session的定时刷新保鲜 - [x] **多账号:** 支持多微信账号同时运行 - - +- [ ] **会话上下文:** 支持用户维度的上下文记忆 + +# 更新 +> **2022.12.17:** 原来的方案是从 [ChatGPT页面](https://chat.openai.com/chat) 获取session_token,使用 [revChatGPT](https://github.com/acheong08/ChatGPT) 直接访问web接口,但随着ChatGPT接入Cloudflare人机验证,这一方案难以在服务器顺利运行。 所以目前使用的方案是调用 OpenAI 官方提供的 [API](https://beta.openai.com/docs/api-reference/introduction),劣势是暂不支持有上下文记忆的对话、且回复内容的智能性上相比ChatGPT稍差一些,优势是稳定性和响应速度较好。 + + # 快速开始 ## 准备 -### 1.网页版微信 +### 1.网页版微信 本方案中实现微信消息的收发依赖了网页版微信的登录,可以尝试登录 ,如果能够成功登录就可以开始后面的步骤了。 -### 2.运行环境 +### 2. OpenAI账号注册 + +前往 [OpenAI注册页面](https://beta.openai.com/signup) 创建账号,参考这篇 [博客](https://www.cnblogs.com/damugua/p/16969508.html) 可以通过虚拟手机号来接收验证码。创建完账号则前往 [API管理页面](https://beta.openai.com/account/api-keys) 创建一个 API Key 并保存下来,后面需要在项目中配置这个key。 + +> 项目中使用的对话模型是 davinci,计费方式是每1k字 (包含请求和回复) 消耗 $0.02,账号创建有免费的 $18 额度,使用完可以更换邮箱重新注册。 -操作系统支持 Linux、MacOS、Windows,并需安装 `Python3.6` 及以上版本。推荐使用Linux服务器,可以托管在后台长期运行。 -### 3.项目安装 +### 3.运行环境 -克隆本项目代码: +支持运行在 Linux、MacOS、Windows 操作系统上,需安装 `Python3.6` 及以上版本。推荐使用Linux服务器,可以托管在后台长期运行。 + +克隆项目代码: ```bash https://github.com/zhayujie/chatgpt-on-wechat ``` -安装所需依赖: +安装所需核心依赖: ```bash -pip3 install revChatGPT pip3 install itchat +pip3 install openai ``` - ## 配置 -配置文件在根目录的 `config.json` 中,示例文件及各配置项解析如下: (TODO) +配置文件在根目录的 `config.json` 中,示例文件及各配置项含义如下: ```bash { - "session_token": "YOUR SESSION TOKEN", # 从页面获取的token - "single_chat_prefix": ["bot", "@bot"], # 私聊触发自动回复的前缀 - "group_chat_prefix": ["@bot"], # 群聊触发自动回复的前缀 - "group_name_white_list": ["群名称1", "群名称2"] # 开启自动回复的群名称 + "open_ai_api_key": "${YOUR API KEY}$" # 上面在创建的 API KEY + "single_chat_prefix": ["bot", "@bot"], # 私聊时文本需要包含该前缀才能触发机器人回复 + "single_chat_reply_prefix": "[bot] ", # 私聊时自动回复的前缀,用于区分真人 + "group_chat_prefix": ["@bot"], # 群聊时包含该前缀则会触发机器人回复 + "group_name_white_list": ["ChatGPT测试群", "ChatGPT测试群2"] # 开启自动回复的群名称列表 } ``` - -其中 session_token 需要在openAI网页端获取: - -- 打开 并登录,可使用测试账号 (lgfo353p@linshiyouxiang.net, 密码yy123123),账号来源为该[文章](https://www.bilibili.com/read/cv20257021) -- F12 进入开发者控制台 -- 选择Application -> Cookies,将 session-token 中的值填入配置中 - -![](docs/images/chatgpt-token.png) +关于OpenAI对话接口的参数配置,可以参考 [接口文档](https://beta.openai.com/docs/api-reference/completions) 直接在代码 `bot\openai\open_ai_bot.py` 中进行调整。 ## 运行 @@ -71,8 +71,22 @@ python3 app.py 2.如果是服务器部署,则使用nohup在后台运行: ``` -nohup python3 app.py & +nohup python3 app.py & tail -f nohup.out ``` +同样在扫码后程序即可运行于后台。 + ## 使用 +### 个人聊天 + +![single-chat-sample.jpg](docs/images/single-chat-sample.jpg) + +默认配置中,个人聊天会以 "bot" 或 "@bot" 为开头的内容触发机器人,对应配置中的 `single_chat_prefix`;机器人回复的内容会以 "[bot]" 作为前缀, 以区分真人,对应的配置为 `single_chat_reply_prefix`。 + + +### 群组聊天 + +![group-chat-sample.jpg](docs/images/group-chat-sample.jpg) + +群名称需要配置在 `group_name_white_list ` 中才能开启群聊自动回复,默认只要被@就会触发机器人自动回复,另外群聊天中只要检测到以 "@bot" 开头的内容,同样会自动回复,这对应配置 `group_chat_prefix`。 diff --git a/bot/baidu/baidu_unit_bot.py b/bot/baidu/baidu_unit_bot.py index fe8a893..4c98a88 100644 --- a/bot/baidu/baidu_unit_bot.py +++ b/bot/baidu/baidu_unit_bot.py @@ -4,6 +4,7 @@ import requests from bot.bot import Bot +# Baidu Unit对话接口 (可用, 但能力较弱) class BaiduUnitBot(Bot): def reply(self, query, context=None): token = self.get_token() diff --git a/bot/bot_factory.py b/bot/bot_factory.py index 7794968..dd590c7 100644 --- a/bot/bot_factory.py +++ b/bot/bot_factory.py @@ -2,9 +2,6 @@ channel factory """ -from bot.baidu.baidu_unit_bot import BaiduUnitBot -from bot.chatgpt.chat_gpt_bot import ChatGPTBot - def create_bot(bot_type): """ @@ -13,7 +10,17 @@ def create_bot(bot_type): :return: channel instance """ if bot_type == 'baidu': + # Baidu Unit对话接口 + from bot.baidu.baidu_unit_bot import BaiduUnitBot return BaiduUnitBot() + elif bot_type == 'chatGPT': + # ChatGPT 网页端web接口 + from bot.chatgpt.chat_gpt_bot import ChatGPTBot return ChatGPTBot() + + elif bot_type == 'openAI': + # OpenAI 官方对话模型API + from bot.openai.open_ai_bot import OpenAIBot + return OpenAIBot() raise RuntimeError diff --git a/bot/chatgpt/chat_gpt_bot.py b/bot/chatgpt/chat_gpt_bot.py index 2e49993..36a4764 100644 --- a/bot/chatgpt/chat_gpt_bot.py +++ b/bot/chatgpt/chat_gpt_bot.py @@ -7,6 +7,8 @@ from config import conf user_session = dict() last_session_refresh = time.time() + +# ChatGPT web接口 (暂时不可用) class ChatGPTBot(Bot): def __init__(self): config = { diff --git a/bot/openai/open_ai_bot.py b/bot/openai/open_ai_bot.py new file mode 100644 index 0000000..c628153 --- /dev/null +++ b/bot/openai/open_ai_bot.py @@ -0,0 +1,30 @@ +from bot.bot import Bot +from config import conf +from common.log import logger +import openai + + +# OpenAI对话模型API (可用) +class OpenAIBot(Bot): + def __init__(self): + openai.api_key = conf().get('open_ai_api_key') + + def reply(self, query, context=None): + logger.info("[OPEN_AI] query={}".format(query)) + try: + response = openai.Completion.create( + model="text-davinci-003", #对话模型的名称 + prompt=query, + temperature=0.9, #值在[0,1]之间,越大表示回复越具有不确定性 + max_tokens=1200, #回复最大的字符数 + top_p=1, + frequency_penalty=0.0, #[-2,2]之间,该值越大则更倾向于产生不同的内容 + presence_penalty=0.2, #[-2,2]之间,该值越大则更倾向于产生不同的内容 + stop=["#"] + ) + res_content = response.choices[0]["text"].strip() + except Exception as e: + logger.error(e) + return None + logger.info("[OPEN_AI] reply={}".format(res_content)) + return res_content diff --git a/bridge/bridge.py b/bridge/bridge.py index 6c164e8..7411258 100644 --- a/bridge/bridge.py +++ b/bridge/bridge.py @@ -6,4 +6,4 @@ class Bridge(object): pass def fetch_reply_content(self, query, context): - return bot_factory.create_bot("chatGPT").reply(query, context) + return bot_factory.create_bot("openAI").reply(query, context) diff --git a/channel/wechat/wechat_channel.py b/channel/wechat/wechat_channel.py index eb5c208..eb8c7a7 100644 --- a/channel/wechat/wechat_channel.py +++ b/channel/wechat/wechat_channel.py @@ -36,20 +36,25 @@ class WechatChannel(Channel): def handle(self, msg): logger.info("[WX]receive msg: " + json.dumps(msg, ensure_ascii=False)) from_user_id = msg['FromUserName'] + to_user_id = msg['ToUserName'] other_user_id = msg['User']['UserName'] content = msg['Text'] if from_user_id == other_user_id and \ - self.check_prefix(content, conf().get('group_chat_prefix')): + self.check_prefix(content, conf().get('single_chat_prefix')): str_list = content.split('bot', 1) if len(str_list) == 2: content = str_list[1].strip() thead_pool.submit(self._do_send, content, from_user_id) - + elif to_user_id == other_user_id and \ + self.check_prefix(content, conf().get('single_chat_prefix')): + str_list = content.split('bot', 1) + if len(str_list) == 2: + content = str_list[1].strip() + thead_pool.submit(self._do_send, content, to_user_id) def handle_group(self, msg): logger.info("[WX]receive group msg: " + json.dumps(msg, ensure_ascii=False)) - group_id = msg['User']['UserName'] group_name = msg['User'].get('NickName', None) if not group_name: return "" @@ -72,18 +77,22 @@ class WechatChannel(Channel): logger.info('[WX] sendMsg={}, receiver={}'.format(msg, receiver)) itchat.send(msg, toUserName=receiver) - def _do_send(self, send_msg, reply_user_id): + def _do_send(self, query, reply_user_id): + if not query: + return context = dict() context['from_user_id'] = reply_user_id - content = super().build_reply_content(send_msg, context) - if content: - self.send("[bot] " + content, reply_user_id) + reply_text = super().build_reply_content(query, context).strip() + if reply_text: + self.send(conf().get("single_chat_reply_prefix") + reply_text, reply_user_id) - def _do_send_group(self, content, msg): + def _do_send_group(self, query, msg): + if not query: + return context = dict() context['from_user_id'] = msg['ActualUserName'] - reply_text = super().build_reply_content(content, context) - reply_text = '@' + msg['ActualNickName'] + ' ' + reply_text + reply_text = super().build_reply_content(query, context) + reply_text = '@' + msg['ActualNickName'] + ' ' + reply_text.strip() if reply_text: self.send(reply_text, msg['User']['UserName']) diff --git a/config.json b/config.json index bfb8b24..2fef83c 100644 --- a/config.json +++ b/config.json @@ -1,6 +1,7 @@ { - "session_token": 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