mirror of
https://github.com/xinnan-tech/xiaozhi-esp32-server.git
synced 2026-07-22 07:03:53 +08:00
Update intentHandler.py
This commit is contained in:
@@ -4,6 +4,9 @@ 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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import re
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import asyncio
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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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@@ -21,11 +24,11 @@ async def handle_user_intent(conn, text):
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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 = await analyze_intent_with_llm(conn, text)
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if not intent:
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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, text)
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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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@@ -40,7 +43,6 @@ async def check_direct_exit(conn, text):
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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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@@ -51,49 +53,251 @@ async def analyze_intent_with_llm(conn, text):
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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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# 尝试解析JSON结果
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try:
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intent_data = json.loads(intent_result)
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if "intent" in intent_data:
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return intent_data["intent"]
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except json.JSONDecodeError:
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# 如果不是JSON格式,尝试直接获取意图文本
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return intent_result.strip()
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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, original_text):
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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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# 处理退出意图
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if "结束聊天" in intent:
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logger.bind(tag=TAG).info(f"识别到退出意图: {intent}")
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# 如果是明确的离别意图,发送告别语并关闭连接
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await send_stt_message(conn, original_text)
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conn.executor.submit(conn.chat_and_close, original_text)
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return True
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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).info(f"检测到function_call格式的意图结果: {intent_data['function_call']['name']}")
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function_name = intent_data["function_call"]["name"]
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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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# 处理特定类型的函数调用
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if function_name == "get_weather":
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logger.bind(tag=TAG).info(f"识别到天气查询意图")
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# 先发送消息确认
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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_weather_query():
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# 直接调用函数
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result = conn.func_handler.handle_llm_function_call(conn, function_call_data)
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if result:
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# 获取当前最新的文本索引
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text_index = conn.tts_last_text_index + 1 if hasattr(conn, 'tts_last_text_index') else 0
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# 处理函数调用结果
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conn._handle_function_result(result, function_call_data, text_index)
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# 将函数执行放在线程池中
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conn.executor.submit(process_weather_query)
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return True
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elif function_name == "play_music":
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logger.bind(tag=TAG).info(f"识别到音乐播放意图")
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# 先发送消息确认
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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_music_query():
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# 直接调用函数
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result = conn.func_handler.handle_llm_function_call(conn, function_call_data)
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if result:
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# 获取当前最新的文本索引
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text_index = conn.tts_last_text_index + 1 if hasattr(conn, 'tts_last_text_index') else 0
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# 处理函数调用结果
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conn._handle_function_result(result, function_call_data, text_index)
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# 将函数执行放在线程池中
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conn.executor.submit(process_music_query)
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return True
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elif function_name == "get_news":
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logger.bind(tag=TAG).info(f"识别到新闻查询意图")
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# 先发送消息确认
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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_news_query():
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# 直接调用函数
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result = conn.func_handler.handle_llm_function_call(conn, function_call_data)
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if result:
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# 获取当前最新的文本索引
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text_index = conn.tts_last_text_index + 1 if hasattr(conn, 'tts_last_text_index') else 0
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# 处理函数调用结果
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conn._handle_function_result(result, function_call_data, text_index)
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# 将函数执行放在线程池中
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conn.executor.submit(process_news_query)
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return True
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else:
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# 其他类型的函数调用,尝试直接执行
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# 先发送消息确认
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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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result = conn.func_handler.handle_llm_function_call(conn, function_call_data)
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if result:
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# 获取当前最新的文本索引
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text_index = conn.tts_last_text_index + 1 if hasattr(conn, 'tts_last_text_index') else 0
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# 处理函数调用结果
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conn._handle_function_result(result, function_call_data, text_index)
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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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# 处理传统意图格式
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elif "intent" in intent_data:
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intent = intent_data["intent"]
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# 处理退出意图
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if "结束聊天" in intent:
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logger.bind(tag=TAG).info(f"识别到退出意图: {intent}")
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# 如果是明确的离别意图,发送告别语并关闭连接
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await send_stt_message(conn, original_text)
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conn.executor.submit(conn.chat_and_close, original_text)
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return True
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# 其他不需要特殊处理的意图,让常规聊天流程处理
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return False
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except json.JSONDecodeError:
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# 如果不是有效的JSON,尝试兼容旧格式
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intent = intent_result
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# 处理退出意图
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if "结束聊天" in intent:
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logger.bind(tag=TAG).info(f"识别到退出意图: {intent}")
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# 如果是明确的离别意图,发送告别语并关闭连接
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await send_stt_message(conn, original_text)
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conn.executor.submit(conn.chat_and_close, original_text)
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return True
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# 处理播放音乐意图
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if "播放音乐" in intent:
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logger.bind(tag=TAG).info(f"识别到音乐播放意图: {intent}")
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# 调用play_music函数来播放音乐
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song_name = extract_text_in_brackets(intent)
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function_id = str(uuid.uuid4().hex)
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function_name = "play_music"
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function_arguments = '{ "song_name": "' + song_name + '" }'
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function_call_data = {
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"name": function_name,
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"id": function_id,
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"arguments": function_arguments
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}
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conn.func_handler.handle_llm_function_call(conn, function_call_data)
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return True
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# 其他意图处理可以在这里扩展
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# 处理播放音乐意图
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if "播放音乐" in intent:
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logger.bind(tag=TAG).info(f"识别到音乐播放意图: {intent}")
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# 获取歌曲名称
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song_name = extract_text_in_brackets(intent)
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# 先发送消息确认
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await send_stt_message(conn, original_text)
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# 构造合适的音乐播放函数调用
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function_id = str(uuid.uuid4().hex)
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function_name = "play_music"
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function_arguments = '{ "song_name": ' + (f'"{song_name}"' if song_name else '"random"') + ' }'
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function_call_data = {
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"name": function_name,
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"id": function_id,
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"arguments": function_arguments
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}
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# 使用executor执行函数调用和结果处理
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def process_music_query():
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# 直接调用函数
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result = conn.func_handler.handle_llm_function_call(conn, function_call_data)
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if result:
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# 获取当前最新的文本索引
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text_index = conn.tts_last_text_index + 1 if hasattr(conn, 'tts_last_text_index') else 0
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# 处理函数调用结果
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conn._handle_function_result(result, function_call_data, text_index)
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# 将函数执行放在线程池中
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conn.executor.submit(process_music_query)
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return True
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# 处理查询天气意图
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if "查询天气" in intent:
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logger.bind(tag=TAG).info(f"识别到天气查询意图: {intent}")
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# 获取地点
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location = extract_text_in_brackets(intent)
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# 先发送消息确认
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await send_stt_message(conn, original_text)
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# 构造合适的天气查询函数调用
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function_id = str(uuid.uuid4().hex)
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function_name = "get_weather"
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function_arguments = '{ "location": ' + (f'"{location}"' if location and location != "当前位置" else 'null') + ', "lang": "zh_CN" }'
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function_call_data = {
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"name": function_name,
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"id": function_id,
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"arguments": function_arguments
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}
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# 使用executor执行函数调用和结果处理
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def process_weather_query():
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# 直接调用函数
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result = conn.func_handler.handle_llm_function_call(conn, function_call_data)
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if result:
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# 获取当前最新的文本索引
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text_index = conn.tts_last_text_index + 1 if hasattr(conn, 'tts_last_text_index') else 0
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# 处理函数调用结果
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conn._handle_function_result(result, function_call_data, text_index)
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# 将函数执行放在线程池中
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conn.executor.submit(process_weather_query)
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return True
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# 处理查询新闻意图
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if "查询新闻" in intent or "播报新闻" in intent or "看新闻" in intent:
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logger.bind(tag=TAG).info(f"识别到新闻查询意图: {intent}")
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# 获取新闻类别
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category = extract_text_in_brackets(intent)
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# 先发送消息确认
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await send_stt_message(conn, original_text)
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# 构造合适的新闻查询函数调用
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function_id = str(uuid.uuid4().hex)
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function_name = "get_news"
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# 判断是否是查询详情
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detail = "详情" in intent or "详细" in intent
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# 构造参数JSON字符串
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if detail:
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function_arguments = '{ "detail": true, "lang": "zh_CN" }'
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else:
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function_arguments = '{ "category": ' + (f'"{category}"' if category else 'null') + ', "detail": false, "lang": "zh_CN" }'
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function_call_data = {
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"name": function_name,
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"id": function_id,
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"arguments": function_arguments
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}
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# 使用executor执行函数调用和结果处理
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def process_news_query():
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# 直接调用函数
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result = conn.func_handler.handle_llm_function_call(conn, function_call_data)
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if result:
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# 获取当前最新的文本索引
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text_index = conn.tts_last_text_index + 1 if hasattr(conn, 'tts_last_text_index') else 0
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# 处理函数调用结果
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conn._handle_function_result(result, function_call_data, text_index)
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# 将函数执行放在线程池中
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conn.executor.submit(process_news_query)
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return True
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except Exception 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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# 默认返回False,表示继续常规聊天流程
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return False
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@@ -112,4 +316,4 @@ def extract_text_in_brackets(s):
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if left_bracket_index != -1 and right_bracket_index != -1 and left_bracket_index < right_bracket_index:
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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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return ""
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