614 lines
26 KiB
Python
614 lines
26 KiB
Python
import difflib
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import math
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import os
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import random
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import time
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import wave
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import socket
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import eyed3
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from openpyxl import load_workbook
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# 适应模型使用
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import numpy as np
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# import tensorflow as tf
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import fay_booter
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from ai_module import xf_aiui
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from ai_module import xf_ltp
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from ai_module.ms_tts_sdk import Speech
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from core import wsa_server, tts_voice, song_player
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from core.interact import Interact
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from core.tts_voice import EnumVoice
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from scheduler.thread_manager import MyThread
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from utils import util, storer, config_util
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from ai_module import yuan_1_0
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from ai_module import chatgpt
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import pygame
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from utils import config_util as cfg
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class FeiFei:
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def __init__(self):
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pygame.mixer.init()
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self.q_msg = '你叫什么名字？'
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self.a_msg = 'hi,我叫菲菲，英文名是fay'
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self.mood = 0.0 # 情绪值
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self.item_index = 0
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self.deviceSocket = None
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self.deviceConnect = None
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#启动音频输入输出设备的连接服务
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self.deviceSocketThread = MyThread(target=self.__accept_audio_device_output_connect)
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self.deviceSocketThread.start()
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self.X = np.array([1, 0, 0, 0, 0, 0, 0, 0]).reshape(1, -1) # 适应模型变量矩阵
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# self.W = np.array([0.01577594,1.16119452,0.75828,0.207746,1.25017864,0.1044121,0.4294899,0.2770932]).reshape(-1,1) #适应模型变量矩阵
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self.W = np.array([0.0, 0.6, 0.1, 0.7, 0.3, 0.0, 0.0, 0.0]).reshape(-1, 1) # 适应模型变量矩阵
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self.command_keyword = [
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[['播放歌曲', '播放音乐', '唱首歌', '放首歌', '听音乐', '你会唱歌吗', '我想首听歌'], 'playSong'],
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[['关闭', '再见', '你走吧'], 'stop'],
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[['静音', '闭嘴', '我想静静'], 'mute'],
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[['取消静音', '你在哪呢', '你可以说话了'], 'unmute'],
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[['换个性别', '换个声音'], 'changeVoice']
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]
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# 人设提问关键字
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self.attribute_keyword = [
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[['你叫什么名字', '你的名字是什么'], 'name'],
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[['你是男的还是女的', '你是男生还是女生', '你的性别是什么', '你是男生吗', '你是女生吗', '你是男的吗', '你是女的吗', '你是男孩子吗', '你是女孩子吗', ], 'gender', ],
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[['你今年多大了', '你多大了', '你今年多少岁', '你几岁了', '你今年几岁了', '你今年几岁了', '你什么时候出生', '你的生日是什么', '你的年龄'], 'age', ],
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[['你的家乡在哪', '你的家乡是什么', '你家在哪', '你住在哪', '你出生在哪', '你的出生地在哪', '你的出生地是什么', ], 'birth', ],
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[['你的生肖是什么', '你属什么', ], 'zodiac', ],
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[['你是什么座', '你是什么星座', '你的星座是什么', ], 'constellation', ],
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[['你是做什么的', '你的职业是什么', '你是干什么的', '你的职位是什么', '你的工作是什么', '你是做什么工作的'], 'job', ],
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[['你的爱好是什么', '你有爱好吗', '你喜欢什么', '你喜欢做什么'], 'hobby'],
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[['联系方式', '联系你们', '怎么联系客服', '有没有客服'], 'contact']
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]
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# 商品提问关键字
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self.explain_keyword = [
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[['是什么'], 'intro'],
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[['怎么用', '使用场景', '有什么作用'], 'usage'],
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[['怎么卖', '多少钱', '售价'], 'price'],
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[['便宜点', '优惠', '折扣', '促销'], 'discount'],
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[['质量', '保证', '担保'], 'promise'],
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[['特点', '优点'], 'character'],
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]
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self.wsParam = None
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self.wss = None
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self.sp = Speech()
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self.speaking = False
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self.last_interact_time = time.time()
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self.last_speak_data = ''
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self.interactive = []
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self.sleep = False
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self.__running = True
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self.sp.connect() # 预连接
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self.last_quest_time = time.time()
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self.playing = False
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self.muting = False
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def __string_similar(self, s1, s2):
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return difflib.SequenceMatcher(None, s1, s2).quick_ratio()
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def __read_qna(self, filename) -> list:
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qna = []
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try:
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wb = load_workbook(filename)
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sheets = wb.worksheets # 获取当前所有的sheet
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sheet = sheets[0]
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for row in sheet.rows:
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if len(row) >= 2:
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qna.append([row[0].value.split(";"), row[1].value])
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except BaseException as e:
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print("无法读取Q&A文件 {} -> ".format(filename) + str(e))
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return qna
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def __get_keyword(self, keyword_dict, text):
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last_similar = 0
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last_answer = ''
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for qa in keyword_dict:
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for quest in qa[0]:
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similar = self.__string_similar(text, quest)
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if quest in text:
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similar += 0.3
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if similar > last_similar:
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last_similar = similar
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last_answer = qa[1]
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if last_similar >= 0.6:
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return last_answer
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return None
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def __play_song(self):
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self.playing = True
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song_player.play()
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self.playing = False
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wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
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def __get_answer(self, interleaver, text):
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if interleaver == "mic":
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# 命令
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keyword = self.__get_keyword(self.command_keyword, text)
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if keyword is not None:
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if keyword == "playSong":
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MyThread(target=self.__play_song).start()
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wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
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elif keyword == "stop":
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fay_booter.stop()
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wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
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wsa_server.get_web_instance().add_cmd({"liveState": 0})
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elif keyword == "mute":
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self.muting = True
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self.speaking = True
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self.a_msg = "好的"
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MyThread(target=self.__say, args=['interact']).start()
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time.sleep(0.5)
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wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
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elif keyword == "unmute":
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self.muting = False
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return None
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elif keyword == "changeVoice":
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voice = tts_voice.get_voice_of(config_util.config["attribute"]["voice"])
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for v in tts_voice.get_voice_list():
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if v != voice:
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config_util.config["attribute"]["voice"] = v.name
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break
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config_util.save_config(config_util.config)
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wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
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return "NO_ANSWER"
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# 人设问答
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keyword = self.__get_keyword(self.attribute_keyword, text)
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if keyword is not None:
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return config_util.config["attribute"][keyword]
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# 全局问答
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answer = self.__get_keyword(self.__read_qna(config_util.config['interact']['QnA']), text)
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if answer is not None:
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return answer
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items = self.__get_item_list()
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if len(items) > 0:
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item = items[self.item_index]
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# 跨商品物品问答匹配
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for ite in items:
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name = ite["name"]
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if name != item["name"]:
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if name in text or self.__string_similar(text, name) > 0.6:
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item = ite
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break
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# 商品介绍问答
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keyword = self.__get_keyword(self.explain_keyword, text)
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if keyword is not None:
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try:
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return item["explain"][keyword]
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except BaseException as e:
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print(e)
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# 商品问答
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answer = self.__get_keyword(self.__read_qna(item["QnA"]), text)
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if answer is not None:
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return answer
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return None
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def __get_list_answer(self, answers, text):
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last_similar = 0
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last_answer = ''
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for mlist in answers:
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for quest in mlist[0]:
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similar = self.__string_similar(text, quest)
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if quest in text:
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similar += 0.3
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if similar > last_similar:
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last_similar = similar
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answer_list = mlist[1]
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last_answer = answer_list[random.randint(0, len(answer_list) - 1)]
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# print("相似度: {}, 回答: {}".format(last_similar, last_answer))
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if last_similar >= 0.6:
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return last_answer
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return None
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def __auto_speak(self):
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i = 0
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script_index = 0
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while self.__running:
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time.sleep(0.8)
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if self.speaking or self.sleep:
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continue
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try:
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# 简化逻辑：默认执行带货脚本，带货脚本执行其间有人互动，则执行完当前脚本就回应最后三条互动，回应完继续执行带货脚本
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if i <= 3 and len(self.interactive) > i:
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i += 1
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interact: Interact = self.interactive[0 - i]
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if interact.interact_type == 1:
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self.q_msg = interact.data["msg"]
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index = interact.interact_type
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# print("index:{0}".format(index))
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user_name = interact.data["user"]
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# self.__isExecute = True #!!!!
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if index == 1:
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answer = self.__get_answer(interact.interleaver, self.q_msg)
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if self.muting:
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continue
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text = ''
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if answer is None:
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try:
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wsa_server.get_web_instance().add_cmd({"panelMsg": "思考中..."})
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util.log(1, '自然语言处理...')
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tm = time.time()
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cfg.load_config()
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if cfg.key_chat_module == 'xfaiui':
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text = xf_aiui.question(self.q_msg)
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elif cfg.key_chat_module == 'yuan':
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text = yuan_1_0.question(self.q_msg)
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elif cfg.key_chat_module == 'chatgpt':
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text = chatgpt.question(self.q_msg)
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else:
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raise RuntimeError('讯飞key、yuan key、chatgpt key都没有配置！')
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util.log(1, '自然语言处理完成. 耗时: {} ms'.format(math.floor((time.time() - tm) * 1000)))
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#同步文字内容给ue5
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if text is not None and not config_util.config["interact"]["playSound"]: # 非展板播放
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content = {'Topic': 'Unreal', 'Data': {'Key': 'text', 'Value': text}}
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wsa_server.get_instance().add_cmd(content)
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if text == '哎呀，你这么说我也不懂，详细点呗' or text == '':
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util.log(1, '[!] 自然语言无语了！')
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wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
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continue
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except BaseException as e:
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print(e)
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util.log(1, '自然语言处理错误！')
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wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
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continue
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elif answer != 'NO_ANSWER':
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text = answer
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if len(user_name) == 0:
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self.a_msg = text
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else:
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self.a_msg = user_name + '，' + text
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elif index == 2:
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self.a_msg = ['我们的直播间越来越多人咯', '感谢{}的到来'.format(user_name), '欢印{}来到我们的直播间'.format(user_name)][
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random.randint(0, 2)]
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elif index == 3:
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gift = interact.data["gift"]
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self.a_msg = '感谢感谢，感谢 {}送给我的{}个{}'.format(interact.data["user"], interact.data["amount"], gift[1])
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elif index == 4:
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self.a_msg = '感谢关注'
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elif index == 5:
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msg = ""
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for i in range(0, len(interact.data["gifts"])):
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user = interact.data["gifts"][i]["user"]
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gift = interact.data["gifts"][i]["gift"]
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amount = interact.data["gifts"][i]["amount"]
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msg += "{}送给我的{}个{}".format(user, amount, gift[1])
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self.a_msg = '感谢感谢，感谢' + msg
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self.last_speak_data = self.a_msg
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self.speaking = True
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MyThread(target=self.__say, args=['interact']).start()
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else:
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i = 0
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self.interactive.clear()
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config_items = config_util.config["items"]
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items = []
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for item in config_items:
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if item["enabled"]:
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items.append(item)
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if len(items) > 0:
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if self.item_index >= len(items):
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self.item_index = 0
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script_index = 0
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item = items[self.item_index]
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script_index = script_index + 1
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explain_key = self.__get_explain_from_index(script_index)
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if explain_key is None:
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self.item_index = self.item_index + 1
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script_index = 0
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if self.item_index >= len(items):
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self.item_index = 0
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explain_key = self.__get_explain_from_index(script_index)
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explain = item["explain"][explain_key]
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if len(explain) > 0:
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self.a_msg = explain
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self.last_speak_data = self.a_msg
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self.speaking = True
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MyThread(target=self.__say, args=['script']).start()
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except BaseException as e:
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print(e)
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def __get_item_list(self) -> list:
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items = []
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for item in config_util.config["items"]:
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if item["enabled"]:
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items.append(item)
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return items
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def __get_explain_from_index(self, index: int):
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if index == 0:
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return "character"
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if index == 1:
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return "discount"
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if index == 2:
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return "intro"
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if index == 3:
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return "price"
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if index == 4:
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return "promise"
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if index == 5:
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return "usage"
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return None
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def on_interact(self, interact: Interact):
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# 合并同类交互
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# 进入
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if interact.interact_type == 2:
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itr = self.__get_interactive(2)
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if itr is None:
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self.interactive.append(interact)
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else:
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newItr = (2, itr.data["user"] + ', ' + interact.data["user"], itr.data["msg"])
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self.interactive.remove(itr)
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self.interactive.append(newItr)
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# 送礼
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elif interact.interact_type == 3:
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gifts = []
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rm_list = []
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for itr in self.interactive:
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if itr.interact_type == 3:
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gifts.append({
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"user": itr.data["user"],
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"gift": itr.data["gift"],
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"amount": itr.data["amount"]
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})
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rm_list.append(itr)
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elif itr.interact_type == 5:
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for gift in itr.data["gifts"]:
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gifts.append(gift)
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rm_list.append(itr)
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if len(rm_list) > 0:
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for itr in rm_list:
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self.interactive.remove(itr)
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self.interactive.append(Interact("live", 5, {"gifts": gifts}))
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# 关注
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elif interact.interact_type == 4:
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if self.__get_interactive(2) is None:
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self.interactive.append(interact)
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else:
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self.interactive.append(interact)
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MyThread(target=self.__update_mood, args=[interact.interact_type]).start()
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MyThread(target=storer.storage_live_interact, args=[interact]).start()
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def __get_interactive(self, interactType) -> Interact:
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for interact in self.interactive:
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if interact is Interact and interact.interact_type == interactType:
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return interact
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return None
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# 适应模型计算
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def __fay(self, index):
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if 0 < index < 8:
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self.X[0][index] += 1
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# PRED = 1 /(1 + tf.exp(-tf.matmul(tf.constant(self.X,tf.float32), tf.constant(self.W,tf.float32))))
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PRED = np.sum(self.X.reshape(-1) * self.W.reshape(-1))
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if 0 < index < 8:
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print('***PRED:{0}***'.format(PRED))
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print(self.X.reshape(-1) * self.W.reshape(-1))
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return PRED
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# 发送情绪
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def __send_mood(self):
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while self.__running:
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time.sleep(3)
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if not self.sleep and not config_util.config["interact"]["playSound"]:
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content = {'Topic': 'Unreal', 'Data': {'Key': 'mood', 'Value': self.mood}}
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wsa_server.get_instance().add_cmd(content)
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# 更新情绪
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def __update_mood(self, typeIndex):
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perception = config_util.config["interact"]["perception"]
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if typeIndex == 1:
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try:
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result = xf_ltp.get_sentiment(self.q_msg)
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chat_perception = perception["chat"]
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if result == 2:
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self.mood = self.mood + (chat_perception / 200.0)
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elif result == 0:
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self.mood = self.mood - (chat_perception / 100.0)
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except BaseException as e:
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print("[System] 情绪更新错误！")
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print(e)
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elif typeIndex == 2:
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self.mood = self.mood + (perception["join"] / 100.0)
|
||
|
||
elif typeIndex == 3:
|
||
self.mood = self.mood + (perception["gift"] / 100.0)
|
||
|
||
elif typeIndex == 4:
|
||
self.mood = self.mood + (perception["follow"] / 100.0)
|
||
|
||
if self.mood >= 1:
|
||
self.mood = 1
|
||
if self.mood <= -1:
|
||
self.mood = -1
|
||
|
||
def __get_mood(self):
|
||
voice = tts_voice.get_voice_of(config_util.config["attribute"]["voice"])
|
||
if voice is None:
|
||
voice = EnumVoice.XIAO_XIAO
|
||
styleList = voice.value["styleList"]
|
||
sayType = styleList["calm"]
|
||
if -1 <= self.mood < -0.5:
|
||
sayType = styleList["angry"]
|
||
if -0.5 <= self.mood < -0.1:
|
||
sayType = styleList["lyrical"]
|
||
if -0.1 <= self.mood < 0.1:
|
||
sayType = styleList["calm"]
|
||
if 0.1 <= self.mood < 0.5:
|
||
sayType = styleList["assistant"]
|
||
if 0.5 <= self.mood <= 1:
|
||
sayType = styleList["cheerful"]
|
||
return sayType
|
||
|
||
# 合成声音，加上type代表是脚本还是互动
|
||
def __say(self, styleType):
|
||
try:
|
||
if len(self.a_msg) < 1:
|
||
self.speaking = False
|
||
else:
|
||
# print(self.__get_mood().name + self.a_msg)
|
||
util.printInfo(1, '菲菲', '({}) {}'.format(self.__get_mood(), self.a_msg))
|
||
MyThread(target=storer.storage_live_interact, args=[Interact('Fay', 0, {'user': 'Fay', 'msg': self.a_msg})]).start()
|
||
util.log(1, '合成音频...')
|
||
tm = time.time()
|
||
result = self.sp.to_sample(self.a_msg, self.__get_mood())
|
||
util.log(1, '合成音频完成. 耗时: {} ms 文件:{}'.format(math.floor((time.time() - tm) * 1000), result))
|
||
if result is not None:
|
||
MyThread(target=self.__send_audio, args=[result, styleType]).start()
|
||
return result
|
||
except BaseException as e:
|
||
print(e)
|
||
# print("tts失败！！！！！！！！！！！！！")
|
||
self.speaking = False
|
||
return None
|
||
|
||
def __play_sound(self, file_url):
|
||
util.log(1, '播放音频...')
|
||
util.log(1, '问答处理总时长：{} ms'.format(math.floor((time.time() - self.last_quest_time) * 1000)))
|
||
pygame.mixer.music.load(file_url)
|
||
pygame.mixer.music.play()
|
||
|
||
def __send_audio(self, file_url, say_type):
|
||
try:
|
||
audio_length = eyed3.load(file_url).info.time_secs #mp3音频长度
|
||
# with wave.open(file_url, 'rb') as wav_file: #wav音频长度
|
||
# audio_length = wav_file.getnframes() / float(wav_file.getframerate())
|
||
if audio_length <= config_util.config["interact"]["maxInteractTime"] or say_type == "script":
|
||
if config_util.config["interact"]["playSound"]: # 展板播放
|
||
self.__play_sound(file_url)
|
||
else:#发送音频给ue和socket
|
||
content = {'Topic': 'Unreal', 'Data': {'Key': 'audio', 'Value': os.path.abspath(file_url), 'Time': audio_length, 'Type': say_type}}
|
||
wsa_server.get_instance().add_cmd(content)
|
||
if self.deviceConnect is not None:
|
||
try:
|
||
self.deviceConnect.send(b'\x00\x01\x02\x03\x04\x05\x06\x07\x08') # 发送音频开始标志，同时也检查设备是否在线
|
||
wavfile = open(os.path.abspath(file_url),'rb')
|
||
data = wavfile.read(1024)
|
||
total = 0
|
||
while data:
|
||
total += len(data)
|
||
self.deviceConnect.send(data)
|
||
data = wavfile.read(1024)
|
||
time.sleep(0.001)
|
||
self.deviceConnect.send(b'\x08\x07\x06\x05\x04\x03\x02\x01\x00')# 发送音频结束标志
|
||
util.log(1, "远程音频发送完成：{}".format(total))
|
||
except socket.error as serr:
|
||
util.log(1,"远程音频输入输出设备已经断开：{}".format(serr))
|
||
|
||
|
||
|
||
wsa_server.get_web_instance().add_cmd({"panelMsg": self.a_msg})
|
||
time.sleep(audio_length + 0.5)
|
||
wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
|
||
if config_util.config["interact"]["playSound"]:
|
||
util.log(1, '结束播放！')
|
||
self.speaking = False
|
||
except Exception as e:
|
||
print(e)
|
||
|
||
def __device_socket_keep_alive(self):
|
||
while True:
|
||
if self.deviceConnect is not None:
|
||
try:
|
||
self.deviceConnect.send(b'\xf0\xf1\xf2\xf3\xf4\xf5\xf6\xf7\xf8')#发送心跳包
|
||
except Exception as serr:
|
||
util.log(1,"远程音频输入输出设备已经断开：{}".format(serr))
|
||
self.deviceConnect = None
|
||
time.sleep(1)
|
||
|
||
def __accept_audio_device_output_connect(self):
|
||
self.deviceSocket = socket.socket(socket.AF_INET,socket.SOCK_STREAM)
|
||
self.deviceSocket.bind(("0.0.0.0",10001))
|
||
self.deviceSocket.listen(1)
|
||
addr = None
|
||
try:
|
||
while True:
|
||
self.deviceConnect,addr=self.deviceSocket.accept() #接受TCP连接，并返回新的套接字与IP地址
|
||
MyThread(target=self.__device_socket_keep_alive).start() # 开启心跳包检测
|
||
util.log(1,"远程音频输入输出设备连接上：{}".format(addr))
|
||
while self.deviceConnect: #只允许一个设备连接
|
||
time.sleep(1)
|
||
except Exception as err:
|
||
pass
|
||
|
||
def __waiting_speaking(self, file_url):
|
||
try:
|
||
time.sleep(5)
|
||
print('[' + str(int(time.time())) + '][菲菲] [S] [开始发言]')
|
||
with wave.open(file_url, 'rb') as wav_file:
|
||
wav_length = wav_file.getnframes() / float(wav_file.getframerate())
|
||
time.sleep(wav_length)
|
||
self.last_interact_time = time.time()
|
||
self.speaking = False
|
||
print('[' + str(int(time.time())) + '][菲菲] [E] [结束发言]')
|
||
time.sleep(30)
|
||
os.remove(file_url)
|
||
except:
|
||
self.last_interact_time = time.time()
|
||
self.speaking = False
|
||
|
||
# 冷场情绪更新
|
||
def __update_mood_runnable(self):
|
||
while self.__running:
|
||
time.sleep(10)
|
||
update = config_util.config["interact"]["perception"]["indifferent"] / 100
|
||
if len(self.interactive) < 1:
|
||
if self.mood > 0:
|
||
if self.mood > update:
|
||
self.mood = self.mood - update
|
||
else:
|
||
self.mood = 0
|
||
elif self.mood < 0:
|
||
if self.mood < -update:
|
||
self.mood = self.mood + update
|
||
else:
|
||
self.mood = 0
|
||
|
||
def set_sleep(self, sleep):
|
||
self.sleep = sleep
|
||
|
||
def start(self):
|
||
MyThread(target=self.__send_mood).start()
|
||
MyThread(target=self.__auto_speak).start()
|
||
MyThread(target=self.__update_mood_runnable).start()
|
||
|
||
def stop(self):
|
||
self.__running = False
|
||
song_player.stop()
|
||
self.speaking = False
|
||
self.playing = False
|
||
self.sp.close()
|
||
wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
|
||
if self.deviceConnect is not None:
|
||
self.deviceConnect.close()
|
||
self.deviceConnect = None
|
||
if self.deviceSocket is not None:
|
||
self.deviceSocket.close()
|
||
|