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https://github.com/xinnan-tech/xiaozhi-esp32-server.git
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* fix:连接manager后无法使用functioncallbug * fix:意图识别使用llm无法播放音乐bug * fix:manager第一图识别使用独立llm无法初始化llm的bug
151 lines
5.2 KiB
Python
151 lines
5.2 KiB
Python
from config.logger import setup_logging
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import json
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import uuid
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from core.handle.sendAudioHandle import send_stt_message
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from core.handle.helloHandle import checkWakeupWords
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from core.utils.util import remove_punctuation_and_length
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from core.utils.dialogue import Message
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from loguru import logger
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TAG = __name__
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logger = setup_logging()
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async def handle_user_intent(conn, text):
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# 检查是否有明确的退出命令
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if await check_direct_exit(conn, text):
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return True
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# 检查是否是唤醒词
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if await checkWakeupWords(conn, text):
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return True
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if conn.use_function_call_mode:
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# 使用支持function calling的聊天方法,不再进行意图分析
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return False
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# 使用LLM进行意图分析
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intent_result = await analyze_intent_with_llm(conn, text)
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if not intent_result:
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return False
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# 处理各种意图
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return await process_intent_result(conn, intent_result, text)
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async def check_direct_exit(conn, text):
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"""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
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for cmd in cmd_exit:
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if text == cmd:
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logger.bind(tag=TAG).info(f"识别到明确的退出命令: {text}")
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await send_stt_message(conn, text)
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await conn.close()
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return True
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return False
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async def analyze_intent_with_llm(conn, text):
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"""使用LLM分析用户意图"""
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if not hasattr(conn, "intent") or not conn.intent:
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logger.bind(tag=TAG).warning("意图识别服务未初始化")
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return None
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# 对话历史记录
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dialogue = conn.dialogue
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try:
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intent_result = await conn.intent.detect_intent(conn, dialogue.dialogue, text)
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return intent_result
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except Exception as e:
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logger.bind(tag=TAG).error(f"意图识别失败: {str(e)}")
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return None
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async def process_intent_result(conn, intent_result, original_text):
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"""处理意图识别结果"""
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try:
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# 尝试将结果解析为JSON
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intent_data = json.loads(intent_result)
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# 检查是否有function_call
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if "function_call" in intent_data:
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# 直接从意图识别获取了function_call
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logger.bind(tag=TAG).debug(
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f"检测到function_call格式的意图结果: {intent_data['function_call']['name']}"
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)
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function_name = intent_data["function_call"]["name"]
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if function_name == "continue_chat":
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return False
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if function_name == "play_music":
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funcItem = conn.func_handler.get_function(function_name)
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if not funcItem:
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conn.func_handler.function_registry.register_function("play_music")
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function_args = None
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if "arguments" in intent_data["function_call"]:
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function_args = intent_data["function_call"]["arguments"]
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# 确保参数是字符串格式的JSON
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if isinstance(function_args, dict):
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function_args = json.dumps(function_args)
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function_call_data = {
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"name": function_name,
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"id": str(uuid.uuid4().hex),
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"arguments": function_args,
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}
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await send_stt_message(conn, original_text)
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# 使用executor执行函数调用和结果处理
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def process_function_call():
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conn.dialogue.put(Message(role="user", content=original_text))
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result = conn.func_handler.handle_llm_function_call(
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conn, function_call_data
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)
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if result and function_name != "play_music":
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# 获取当前最新的文本索引
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text = result.response
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if text is None:
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text = result.result
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if text is not None:
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text_index = (
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conn.tts_last_text_index + 1
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if hasattr(conn, "tts_last_text_index")
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else 0
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)
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conn.recode_first_last_text(text, text_index)
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future = conn.executor.submit(
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conn.speak_and_play, text, text_index
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)
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conn.llm_finish_task = True
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conn.tts_queue.put(future)
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conn.dialogue.put(Message(role="assistant", content=text))
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# 将函数执行放在线程池中
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conn.executor.submit(process_function_call)
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return True
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return False
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except json.JSONDecodeError as e:
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logger.bind(tag=TAG).error(f"处理意图结果时出错: {e}")
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return False
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def extract_text_in_brackets(s):
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"""
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从字符串中提取中括号内的文字
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:param s: 输入字符串
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:return: 中括号内的文字,如果不存在则返回空字符串
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"""
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left_bracket_index = s.find("[")
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right_bracket_index = s.find("]")
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if (
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left_bracket_index != -1
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and right_bracket_index != -1
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and left_bracket_index < right_bracket_index
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):
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return s[left_bracket_index + 1 : right_bracket_index]
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else:
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return ""
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