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feat(expression): 增强表达学习与选择系统的健壮性和智能匹配

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- 改进表达学习器的提示词格式规范，增强LLM输出解析的容错性
- 优化表达选择器的模型预测模式，添加情境提取和模糊匹配机制
- 增强StyleLearner的错误处理和日志记录，提高训练和预测的稳定性
- 改进流循环管理器的日志输出，避免重复信息刷屏
- 扩展SendAPI的消息查找功能，支持DatabaseMessages对象兼容
- 添加智能回退机制，当模型预测失败时自动切换到经典模式
- 优化数据库查询逻辑，支持跨聊天流的表达方式共享

BREAKING CHANGE: 表达选择器的模型预测模式现在需要情境提取器配合使用，旧版本配置可能需要更新依赖关系
This commit is contained in:
Windpicker-owo
2025-10-30 11:16:30 +08:00
parent f6349f278d
commit cfa642cf0a
9 changed files with 795 additions and 83 deletions
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63
src/plugin_system/apis/send_api.py
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@@ -108,52 +108,79 @@ def message_dict_to_message_recv(message_dict: dict[str, Any]) -> MessageRecv |
"""查找要回复的消息
Args:
message_dict: 消息字典
message_dict: 消息字典或 DatabaseMessages 对象
Returns:
Optional[MessageRecv]: 找到的消息，如果没找到则返回None
"""
# 兼容 DatabaseMessages 对象和字典
if isinstance(message_dict, dict):
user_platform = message_dict.get("user_platform", "")
user_id = message_dict.get("user_id", "")
user_nickname = message_dict.get("user_nickname", "")
user_cardname = message_dict.get("user_cardname", "")
chat_info_group_id = message_dict.get("chat_info_group_id")
chat_info_group_platform = message_dict.get("chat_info_group_platform", "")
chat_info_group_name = message_dict.get("chat_info_group_name", "")
chat_info_platform = message_dict.get("chat_info_platform", "")
message_id = message_dict.get("message_id") or message_dict.get("chat_info_message_id") or message_dict.get("id")
time_val = message_dict.get("time")
additional_config = message_dict.get("additional_config")
processed_plain_text = message_dict.get("processed_plain_text")
else:
# DatabaseMessages 对象
user_platform = getattr(message_dict, "user_platform", "")
user_id = getattr(message_dict, "user_id", "")
user_nickname = getattr(message_dict, "user_nickname", "")
user_cardname = getattr(message_dict, "user_cardname", "")
chat_info_group_id = getattr(message_dict, "chat_info_group_id", None)
chat_info_group_platform = getattr(message_dict, "chat_info_group_platform", "")
chat_info_group_name = getattr(message_dict, "chat_info_group_name", "")
chat_info_platform = getattr(message_dict, "chat_info_platform", "")
message_id = getattr(message_dict, "message_id", None)
time_val = getattr(message_dict, "time", None)
additional_config = getattr(message_dict, "additional_config", None)
processed_plain_text = getattr(message_dict, "processed_plain_text", "")
# 构建MessageRecv对象
user_info = {
"platform": message_dict.get("user_platform", ""),
"user_id": message_dict.get("user_id", ""),
"user_nickname": message_dict.get("user_nickname", ""),
"user_cardname": message_dict.get("user_cardname", ""),
"platform": user_platform,
"user_id": user_id,
"user_nickname": user_nickname,
"user_cardname": user_cardname,
}
group_info = {}
if message_dict.get("chat_info_group_id"):
if chat_info_group_id:
group_info = {
"platform": message_dict.get("chat_info_group_platform", ""),
"group_id": message_dict.get("chat_info_group_id", ""),
"group_name": message_dict.get("chat_info_group_name", ""),
"platform": chat_info_group_platform,
"group_id": chat_info_group_id,
"group_name": chat_info_group_name,
}
format_info = {"content_format": "", "accept_format": ""}
template_info = {"template_items": {}}
message_info = {
"platform": message_dict.get("chat_info_platform", ""),
"message_id": message_dict.get("message_id")
or message_dict.get("chat_info_message_id")
or message_dict.get("id"),
"time": message_dict.get("time"),
"platform": chat_info_platform,
"message_id": message_id,
"time": time_val,
"group_info": group_info,
"user_info": user_info,
"additional_config": message_dict.get("additional_config"),
"additional_config": additional_config,
"format_info": format_info,
"template_info": template_info,
}
new_message_dict = {
"message_info": message_info,
"raw_message": message_dict.get("processed_plain_text"),
"processed_plain_text": message_dict.get("processed_plain_text"),
"raw_message": processed_plain_text,
"processed_plain_text": processed_plain_text,
}
message_recv = MessageRecv(new_message_dict)
logger.info(f"[SendAPI] 找到匹配的回复消息，发送者: {message_dict.get('user_nickname', '')}")
logger.info(f"[SendAPI] 找到匹配的回复消息，发送者: {user_nickname}")
return message_recv