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xiaozhi-esp32-server/main/xiaozhi-server/core/handle/intentHandler.py
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from config.logger import setup_logging
import json
from core.handle.sendAudioHandle import send_stt_message
from core.utils.dialogue import Message
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from core.utils.util import remove_punctuation_and_length
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from config.functionCallConfig import FunctionCallConfig
import asyncio
from enum import Enum
TAG = __name__
logger = setup_logging()
class Action(Enum):
NOTFOUND = (0, "没有找到函数")
NONE = (1, "啥也不干")
RESPONSE = (2, "直接回复")
REQLLM = (3, "调用函数后再请求llm生成回复")
def __init__(self, code, message):
self.code = code
self.message = message
class ActionResponse:
def __init__(self, action: Action, result, response):
self.action = action # 动作类型
self.result = result # 动作产生的结果
self.response = response # 直接回复的内容
def get_functions():
"""获取功能调用配置"""
return FunctionCallConfig
def handle_llm_function_call(conn, function_call_data):
try:
function_name = function_call_data["name"]
if function_name == "handle_exit_intent":
# 处理退出意图
try:
say_goodbye = json.loads(function_call_data["arguments"]).get("say_goodbye", "再见")
conn.close_after_chat = True
logger.bind(tag=TAG).info(f"退出意图已处理:{say_goodbye}")
return ActionResponse(action=Action.RESPONSE, result="退出意图已处理", response=say_goodbye)
except Exception as e:
logger.bind(tag=TAG).error(f"处理退出意图错误: {e}")
elif function_name == "play_music":
# 处理音乐播放意图
try:
song_name = "random"
arguments = function_call_data["arguments"]
if arguments is not None and len(arguments) > 0:
args = json.loads(arguments)
song_name = args.get("song_name", "random")
music_intent = f"播放音乐 {song_name}" if song_name != "random" else "随机播放音乐"
# 执行音乐播放命令
future = asyncio.run_coroutine_threadsafe(
conn.music_handler.handle_music_command(conn, music_intent),
conn.loop
)
future.result()
return ActionResponse(action=Action.RESPONSE, result="退出意图已处理", response="还想听什么歌?")
except Exception as e:
logger.bind(tag=TAG).error(f"处理音乐意图错误: {e}")
else:
return ActionResponse(action=Action.NOTFOUND, result="没有找到对应的函数", response="没有找到对应的函数处理相对于的功能呢,你可以需要添加预设的对应函数处理呢")
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except Exception as e:
logger.bind(tag=TAG).error(f"处理function call错误: {e}")
return None
async def handle_user_intent(conn, text):
"""
Handle user intent before starting chat
Args:
conn: Connection object
text: User's text input
Returns:
bool: True if intent was handled, False if should proceed to chat
"""
# 检查是否有明确的退出命令
if await check_direct_exit(conn, text):
return True
if conn.use_function_call_mode:
# 使用支持function calling的聊天方法,不再进行意图分析
return False
# 使用LLM进行意图分析
intent = await analyze_intent_with_llm(conn, text)
if not intent:
return False
# 处理各种意图
return await process_intent_result(conn, intent, text)
async def check_direct_exit(conn, text):
"""检查是否有明确的退出命令"""
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_, text = remove_punctuation_and_length(text)
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cmd_exit = conn.cmd_exit
for cmd in cmd_exit:
if text == cmd:
logger.bind(tag=TAG).info(f"识别到明确的退出命令: {text}")
await conn.close()
return True
return False
async def analyze_intent_with_llm(conn, text):
"""使用LLM分析用户意图"""
if not hasattr(conn, 'intent') or not conn.intent:
logger.bind(tag=TAG).warning("意图识别服务未初始化")
return None
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# 对话历史记录
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dialogue = conn.dialogue
try:
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intent_result = await conn.intent.detect_intent(conn, dialogue.dialogue, text)
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# 尝试解析JSON结果
try:
intent_data = json.loads(intent_result)
if "intent" in intent_data:
return intent_data["intent"]
except json.JSONDecodeError:
# 如果不是JSON格式,尝试直接获取意图文本
return intent_result.strip()
except Exception as e:
logger.bind(tag=TAG).error(f"意图识别失败: {str(e)}")
return None
async def process_intent_result(conn, intent, original_text):
"""处理意图识别结果"""
# 处理退出意图
if "结束聊天" in intent:
logger.bind(tag=TAG).info(f"识别到退出意图: {intent}")
# 如果正在播放音乐,可以关了 TODO
# 如果是明确的离别意图,发送告别语并关闭连接
await send_stt_message(conn, original_text)
conn.executor.submit(conn.chat_and_close, original_text)
return True
# 处理播放音乐意图
if "播放音乐" in intent:
logger.bind(tag=TAG).info(f"识别到音乐播放意图: {intent}")
await conn.music_handler.handle_music_command(conn, intent)
return True
# 其他意图处理可以在这里扩展
# 默认返回False,表示继续常规聊天流程
return False