From bf50694658ca418935c5676c085bf94ab6edfc4e Mon Sep 17 00:00:00 2001 From: zhayujie Date: Mon, 19 Dec 2022 01:25:34 +0800 Subject: [PATCH] feat: picture auto-generate --- .gitignore | 3 +- README.md | 42 ++++++++---- app.py | 18 ++++-- bot/chatgpt/chat_gpt_bot.py | 2 +- bot/openai/open_ai_bot.py | 64 +++++++++++++++++-- channel/wechat/wechat_channel.py | 96 +++++++++++++++++++++------- config.json => config-template.json | 7 +- config.py | 18 +++--- docs/images/image-create-sample.jpg | Bin 0 -> 390884 bytes 9 files changed, 186 insertions(+), 64 deletions(-) rename config.json => config-template.json (54%) create mode 100644 docs/images/image-create-sample.jpg diff --git a/.gitignore b/.gitignore index aa03009..f0d5803 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,6 @@ .DS_Store .idea __pycache__/ -venv +venv* *.pyc +config.json diff --git a/README.md b/README.md index 5f2b1dc..1530222 100644 --- a/README.md +++ b/README.md @@ -5,10 +5,11 @@ 本项目是基于ChatGPT的微信聊天机器人,通过 [OpenAI](https://github.com/openai/openai-quickstart-python) 接口生成对话内容,使用 [itchat](https://github.com/littlecodersh/ItChat) 实现微信消息的接收和自动回复。已实现的特性如下: -- [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] **w文本对话:** 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] **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 +- [x] **图片生成:** 支持根据描述生成图片,并自动发送至个人聊天或群聊 + # 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),回复质量上基本接近于ChatGPT的内容,劣势是暂不支持有上下文记忆的对话,优势是稳定性和响应速度较好。 @@ -23,6 +24,11 @@ ![group-chat-sample.jpg](docs/images/group-chat-sample.jpg) +### 图片生成 + +![group-chat-sample.jpg](docs/images/image-create-sample.jpg) + + # 快速开始 ## 准备 @@ -34,12 +40,12 @@ 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。 +> 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,图片生成是每张消耗 $0.016,账号创建有免费的 $18 额度,使用完可以更换邮箱重新注册。 ### 3.运行环境 -支持运行在 Linux、MacOS、Windows 系统上,需安装有 `Python`(版本在3.7.1 ~ 3.8.16 之间),推荐使用Linux服务器,可以托管在后台长期运行。 +支持运行在 Linux、MacOS、Windows 系统上,且安装有 `Python`(版本需在 3.7.1~3.8.10 之间),推荐使用Linux服务器,可托管于后台长期运行。 克隆项目代码: @@ -50,28 +56,38 @@ https://github.com/zhayujie/chatgpt-on-wechat 安装所需核心依赖: ```bash -pip3 install itchat -pip3 install openai +pip3 install itchat==1.3.10 +pip3 install openai==0.25.0 ``` +> 注: 图片生成功能依赖openai 0.25.0版本,要求Python版本在3.7.1以上,而itchat目前只能运行于Python3.9以下版本,故需要Python版本在 3.7.1~3.9 之间,推荐使用 3.7.X 版本。 ## 配置 -配置文件在根目录的 `config.json` 中,示例文件及各配置项含义如下: +配置文件的模板在根目录的`config-template.json`中,需复制该模板创建最终生效的 `config.json` 文件: + +```bash +cp config-template.json config.json +``` + +然后填入自定义配置,各配置项含义如下: ```bash +# config.json文件内容示例 { - "open_ai_api_key": "${YOUR API KEY}$" # 上面创建的 OpenAI API KEY - "single_chat_prefix": ["bot", "@bot"], # 私聊时文本需要包含该前缀才能触发机器人回复 - "single_chat_reply_prefix": "[bot] ", # 私聊时自动回复的前缀,用于区分真人 - "group_chat_prefix": ["@bot"], # 群聊时包含该前缀则会触发机器人回复 - "group_name_white_list": ["ChatGPT测试群", "ChatGPT测试群2"] # 开启自动回复的群名称列表 + "open_ai_api_key": "${YOUR API KEY}$" # 必填,上面创建的 OpenAI 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 + "image_create_prefix": ["画", "看", "找"] # 开启图片生成的前缀 } ``` **配置说明:** + 个人聊天中,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` + 群组聊天中,群名称需配置在 `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` -+ 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 ++ 对于图像生成,在满足个人或群组触发条件外,还需要额外的关键词,对应配置 `image_create_prefix ` ++ 关于OpenAI对话及图片接口的参数配置(内容自由度、回复字数限制、图片大小等),可以参考 [对话接口](https://beta.openai.com/docs/api-reference/completions) 和 [图像接口](https://beta.openai.com/docs/api-reference/completions) 文档直接在 [代码](https://github.com/zhayujie/chatgpt-on-wechat/blob/master/bot/openai/open_ai_bot.py) `bot\openai\open_ai_bot.py` 中进行调整。 ## 运行 diff --git a/app.py b/app.py index 7225b0d..1ca359f 100644 --- a/app.py +++ b/app.py @@ -2,13 +2,19 @@ import config from channel import channel_factory +from common.log import logger + if __name__ == '__main__': - # load config - config.load_config() + try: + # load config + config.load_config() - # create channel - channel = channel_factory.create_channel("wx") + # create channel + channel = channel_factory.create_channel("wx") - # startup channel - channel.startup() + # startup channel + channel.startup() + except Exception as e: + logger.error("App startup failed!") + logger.exception(e) diff --git a/bot/chatgpt/chat_gpt_bot.py b/bot/chatgpt/chat_gpt_bot.py index 36a4764..4444dad 100644 --- a/bot/chatgpt/chat_gpt_bot.py +++ b/bot/chatgpt/chat_gpt_bot.py @@ -51,5 +51,5 @@ class ChatGPTBot(Bot): user_session[from_user_id] = user_cache return res['message'] except Exception as e: - logger.error(e) + logger.exception(e) return None diff --git a/bot/openai/open_ai_bot.py b/bot/openai/open_ai_bot.py index d575401..fc518c3 100644 --- a/bot/openai/open_ai_bot.py +++ b/bot/openai/open_ai_bot.py @@ -12,23 +12,75 @@ class OpenAIBot(Bot): openai.api_key = conf().get('open_ai_api_key') def reply(self, query, context=None): + if not context or not context.get('type') or context.get('type') == 'TEXT': + return self.reply_text(query) + elif context.get('type', None) == 'IMAGE_CREATE': + return self.create_img(query) + + def reply_text(self, query): logger.info("[OPEN_AI] query={}".format(query)) try: response = openai.Completion.create( - model="text-davinci-003", #对话模型的名称 + 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 + 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=0.6, #[-2,2]之间,该值越大则更倾向于产生不同的内容 + 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=0.6, # [-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) + logger.exception(e) return None logger.info("[OPEN_AI] reply={}".format(res_content)) return res_content + def create_img(self, query): + try: + logger.info("[OPEN_AI] image_query={}".format(query)) + response = openai.Image.create( + prompt=query, #图片描述 + n=1, #每次生成图片的数量 + size="256x256" #图片大小,可选有 256x256, 512x512, 1024x1024 + ) + image_url = response['data'][0]['url'] + logger.info("[OPEN_AI] image_url={}".format(image_url)) + except Exception as e: + logger.exception(e) + return None + return image_url + + def edit_img(self, query, src_img): + openai.api_key = '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' + try: + response = openai.Image.create_edit( + image=open(src_img, 'rb'), + mask=open('cat-mask.png', 'rb'), + prompt=query, + n=1, + size='512x512' + ) + image_url = response['data'][0]['url'] + logger.info("[OPEN_AI] image_url={}".format(image_url)) + except Exception as e: + logger.exception(e) + return None + return image_url + + def migration_img(self, query, src_img): + openai.api_key = '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' + try: + response = openai.Image.create_variation( + image=open(src_img, 'rb'), + n=1, + size="512x512" + ) + image_url = response['data'][0]['url'] + logger.info("[OPEN_AI] image_url={}".format(image_url)) + except Exception as e: + logger.exception(e) + return None + return image_url diff --git a/channel/wechat/wechat_channel.py b/channel/wechat/wechat_channel.py index 5579cc8..37544ea 100644 --- a/channel/wechat/wechat_channel.py +++ b/channel/wechat/wechat_channel.py @@ -10,6 +10,8 @@ from channel.channel import Channel from concurrent.futures import ThreadPoolExecutor from common.log import logger from config import conf +import requests +import io thead_pool = ThreadPoolExecutor(max_workers=8) @@ -17,11 +19,13 @@ thead_pool = ThreadPoolExecutor(max_workers=8) @itchat.msg_register(TEXT) def handler_single_msg(msg): WechatChannel().handle(msg) + return None @itchat.msg_register(TEXT, isGroupChat=True) def handler_group_msg(msg): WechatChannel().handle_group(msg) + return None class WechatChannel(Channel): @@ -38,26 +42,40 @@ 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'] + to_user_id = msg['ToUserName'] # 接收人id + other_user_id = msg['User']['UserName'] # 对手方id content = msg['Text'] - if from_user_id == other_user_id and \ - self.check_prefix(content, conf().get('single_chat_prefix')): - str_list = content.split('bot', 1) + match_prefix = self.check_prefix(content, conf().get('single_chat_prefix')) + if from_user_id == other_user_id and match_prefix: + # 好友向自己发送消息 + str_list = content.split(match_prefix, 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) + + img_match_prefix = self.check_prefix(content, ["画图"]) + if img_match_prefix: + content = content.split(img_match_prefix, 1)[1].strip() + thead_pool.submit(self._do_send_img, content, from_user_id) + else: + thead_pool.submit(self._do_send, content, from_user_id) + + elif to_user_id == other_user_id and match_prefix: + # 自己给好友发送消息 + str_list = content.split(match_prefix, 1) if len(str_list) == 2: content = str_list[1].strip() - thead_pool.submit(self._do_send, content, to_user_id) + img_match_prefix = self.check_prefix(content, conf().get('image_create_prefix')) + if img_match_prefix: + content = content.split(img_match_prefix, 1)[1].strip() + thead_pool.submit(self._do_send_img, content, to_user_id) + else: + 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_name = msg['User'].get('NickName', None) + group_id = msg['User'].get('UserName', None) if not group_name: return "" origin_content = msg['Content'] @@ -70,23 +88,53 @@ class WechatChannel(Channel): content = content_list[1] config = conf() - if group_name in config.get('group_name_white_list') \ - and (msg['IsAt'] or self.check_prefix(origin_content, config.get('group_chat_prefix'))): - thead_pool.submit(self._do_send_group, content, msg) + match_prefix = msg['IsAt'] or self.check_prefix(origin_content, config.get('group_chat_prefix')) + if group_name in config.get('group_name_white_list') and match_prefix: + img_match_prefix = self.check_prefix(content, conf().get('image_create_prefix')) + if img_match_prefix: + content = content.split(img_match_prefix, 1)[1].strip() + thead_pool.submit(self._do_send_img, content, group_id) + else: + thead_pool.submit(self._do_send_group, content, msg) def send(self, msg, receiver): - # time.sleep(random.randint(1, 3)) logger.info('[WX] sendMsg={}, receiver={}'.format(msg, receiver)) itchat.send(msg, toUserName=receiver) def _do_send(self, query, reply_user_id): - if not query: - return - context = dict() - context['from_user_id'] = 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) + try: + if not query: + return + context = dict() + context['from_user_id'] = 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) + except Exception as e: + logger.exception(e) + + def _do_send_img(self, query, reply_user_id): + try: + if not query: + return + context = dict() + context['type'] = 'IMAGE_CREATE' + img_url = super().build_reply_content(query, context) + if not img_url: + return + + # 图片下载 + pic_res = requests.get(img_url, stream=True) + image_storage = io.BytesIO() + for block in pic_res.iter_content(1024): + image_storage.write(block) + image_storage.seek(0) + + # 图片发送 + logger.info('[WX] sendImage, receiver={}'.format(reply_user_id)) + itchat.send_image(image_storage, reply_user_id) + except Exception as e: + logger.exception(e) def _do_send_group(self, query, msg): if not query: @@ -98,9 +146,9 @@ class WechatChannel(Channel): if reply_text: self.send(reply_text, msg['User']['UserName']) + def check_prefix(self, content, prefix_list): for prefix in prefix_list: if content.lower().startswith(prefix): - return True - return False - + return prefix + return None diff --git a/config.json b/config-template.json similarity index 54% rename from config.json rename to config-template.json index 2fef83c..f5d782b 100644 --- a/config.json +++ b/config-template.json @@ -1,7 +1,8 @@ { "open_ai_api_key": "${YOUR API KEY}$", - "single_chat_prefix": ["bot", "@bot"], + "single_chat_prefix": ["bt", "@bt"], "single_chat_reply_prefix": "[bot] ", - "group_chat_prefix": ["@bot"], - "group_name_white_list": ["ChatGPT测试群", "ChatGPT测试群2"] + "group_chat_prefix": ["@bt"], + "group_name_white_list": ["ChatGPT测试群", "ChatGPT测试群2"], + "image_create_prefix": ["画", "看", "找"] } diff --git a/config.py b/config.py index b050cc7..c7d798c 100644 --- a/config.py +++ b/config.py @@ -10,16 +10,14 @@ config = {} def load_config(): global config config_path = "config.json" - try: - if not os.path.exists(config_path): - logger.error('配置文件路径不存在') - return - config_str = read_file(config_path) - # 将json字符串反序列化为dict类型 - config = json.loads(config_str) - logger.info("[INIT] load config: {}".format(config)) - except Exception as e: - logger.error(e) + if not os.path.exists(config_path): + raise Exception('配置文件不存在,请根据config-template.json模板创建config.json文件') + + config_str = read_file(config_path) + # 将json字符串反序列化为dict类型 + config = json.loads(config_str) + logger.info("[INIT] load config: {}".format(config)) + def get_root(): diff --git a/docs/images/image-create-sample.jpg b/docs/images/image-create-sample.jpg new file mode 100644 index 0000000000000000000000000000000000000000..5d916c573551aa646058999d4d5afdbbe7842d7e GIT binary patch literal 390884 zcmeGDWp^A+vIdHZnVFfHnVFfH8Cxv1B#W8ZVzAg^iel+bK-M=fWWob zii@krii?w|0GzFC9V|gWWTMhCpfyr-u|_r@zHsZ2{DAF({ZW-VBYvT%A%;ehih~v$ 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